Add convnext_nano and few cs3 models to existing results tables

pull/1606/head
Ross Wightman 2 years ago
parent 6f103a442b
commit e987e29036

@ -5,37 +5,37 @@ beit_large_patch16_384,98.520,1.480,99.820,0.180,305.00,384,1.000,bicubic
tf_efficientnet_l2_ns_475,98.500,1.500,99.830,0.170,480.31,475,0.936,bicubic
deit3_large_patch16_384_in21ft1k,98.460,1.540,99.760,0.240,304.76,384,1.000,bicubic
convnext_xlarge_384_in22ft1k,98.350,1.650,99.800,0.200,350.20,384,1.000,bicubic
convnext_large_384_in22ft1k,98.220,1.780,99.730,0.270,197.77,384,1.000,bicubic
vit_large_patch16_384,98.220,1.780,99.800,0.200,304.72,384,1.000,bicubic
convnext_large_384_in22ft1k,98.220,1.780,99.730,0.270,197.77,384,1.000,bicubic
beit_large_patch16_224,98.180,1.820,99.760,0.240,304.43,224,0.900,bicubic
deit3_huge_patch14_224_in21ft1k,98.170,1.830,99.730,0.270,632.13,224,1.000,bicubic
deit3_large_patch16_224_in21ft1k,98.170,1.830,99.760,0.240,304.37,224,1.000,bicubic
deit3_huge_patch14_224_in21ft1k,98.170,1.830,99.730,0.270,632.13,224,1.000,bicubic
swinv2_large_window12to24_192to384_22kft1k,98.150,1.850,99.690,0.310,196.74,384,1.000,bicubic
swinv2_base_window12to24_192to384_22kft1k,98.140,1.860,99.780,0.220,87.92,384,1.000,bicubic
swin_large_patch4_window12_384,98.040,1.960,99.690,0.310,196.74,384,1.000,bicubic
convnext_base_384_in22ft1k,97.950,2.050,99.650,0.350,88.59,384,1.000,bicubic
convnext_xlarge_in22ft1k,97.920,2.080,99.680,0.320,350.20,224,0.875,bicubic
tf_efficientnet_b7_ns,97.920,2.080,99.720,0.280,66.35,600,0.949,bicubic
convnext_xlarge_in22ft1k,97.920,2.080,99.680,0.320,350.20,224,0.875,bicubic
swin_base_patch4_window12_384,97.890,2.110,99.710,0.290,87.90,384,1.000,bicubic
swinv2_large_window12to16_192to256_22kft1k,97.860,2.140,99.650,0.350,196.74,256,0.900,bicubic
vit_large_r50_s32_384,97.860,2.140,99.670,0.330,329.09,384,1.000,bicubic
swinv2_large_window12to16_192to256_22kft1k,97.860,2.140,99.650,0.350,196.74,256,0.900,bicubic
vit_base_patch16_384,97.840,2.160,99.670,0.330,86.86,384,1.000,bicubic
deit3_base_patch16_384_in21ft1k,97.830,2.170,99.680,0.320,86.88,384,1.000,bicubic
convnext_large_in22ft1k,97.830,2.170,99.690,0.310,197.77,224,0.875,bicubic
deit3_base_patch16_384_in21ft1k,97.830,2.170,99.680,0.320,86.88,384,1.000,bicubic
beit_base_patch16_384,97.820,2.180,99.700,0.300,86.74,384,1.000,bicubic
volo_d5_512,97.770,2.230,99.670,0.330,296.09,512,1.150,bicubic
volo_d5_448,97.760,2.240,99.620,0.380,295.91,448,1.150,bicubic
tf_efficientnetv2_l_in21ft1k,97.700,2.300,99.670,0.330,118.52,480,1.000,bicubic
volo_d4_448,97.670,2.330,99.610,0.390,193.41,448,1.150,bicubic
tf_efficientnetv2_xl_in21ft1k,97.660,2.340,99.490,0.510,208.12,512,1.000,bicubic
swin_large_patch4_window7_224,97.650,2.350,99.580,0.420,196.53,224,0.900,bicubic
swinv2_base_window12to16_192to256_22kft1k,97.650,2.350,99.720,0.280,87.92,256,0.900,bicubic
swin_large_patch4_window7_224,97.650,2.350,99.580,0.420,196.53,224,0.900,bicubic
vit_large_patch16_224,97.640,2.360,99.590,0.410,304.33,224,0.900,bicubic
tf_efficientnet_b6_ns,97.630,2.370,99.580,0.420,43.04,528,0.942,bicubic
ig_resnext101_32x48d,97.620,2.380,99.700,0.300,828.41,224,0.875,bilinear
dm_nfnet_f6,97.600,2.400,99.550,0.450,438.36,576,0.956,bicubic
dm_nfnet_f4,97.580,2.420,99.510,0.490,316.07,512,0.951,bicubic
vit_base_patch8_224,97.580,2.420,99.670,0.330,86.58,224,0.900,bicubic
dm_nfnet_f4,97.580,2.420,99.510,0.490,316.07,512,0.951,bicubic
volo_d3_448,97.550,2.450,99.550,0.450,86.63,448,1.000,bicubic
dm_nfnet_f5,97.540,2.460,99.570,0.430,377.21,544,0.954,bicubic
xcit_large_24_p8_384_dist,97.520,2.480,99.540,0.460,188.93,384,1.000,bicubic
@ -61,10 +61,10 @@ xcit_medium_24_p16_384_dist,97.280,2.720,99.460,0.540,84.40,384,1.000,bicubic
swin_base_patch4_window7_224,97.250,2.750,99.530,0.470,87.77,224,0.900,bicubic
xcit_small_24_p8_384_dist,97.240,2.760,99.610,0.390,47.63,384,1.000,bicubic
xcit_small_12_p8_384_dist,97.230,2.770,99.480,0.520,26.21,384,1.000,bicubic
tf_efficientnet_b7_ap,97.200,2.800,99.540,0.460,66.35,600,0.949,bicubic
tf_efficientnet_b8,97.200,2.800,99.500,0.500,87.41,672,0.954,bicubic
swsl_resnext101_32x8d,97.200,2.800,99.570,0.430,88.79,224,0.875,bilinear
tf_efficientnet_b7_ap,97.200,2.800,99.540,0.460,66.35,600,0.949,bicubic
regnetz_e8,97.200,2.800,99.500,0.500,57.70,320,1.000,bicubic
tf_efficientnet_b8,97.200,2.800,99.500,0.500,87.41,672,0.954,bicubic
vit_base_r50_s16_384,97.180,2.820,99.560,0.440,98.95,384,1.000,bicubic
tf_efficientnetv2_m,97.140,2.860,99.410,0.590,54.14,480,1.000,bicubic
deit3_small_patch16_384_in21ft1k,97.130,2.870,99.500,0.500,22.21,384,1.000,bicubic
@ -77,8 +77,8 @@ tf_efficientnet_b6_ap,97.080,2.920,99.620,0.380,43.04,528,0.942,bicubic
ecaresnet269d,97.080,2.920,99.470,0.530,102.09,352,1.000,bicubic
cait_s24_384,97.070,2.930,99.430,0.570,47.06,384,1.000,bicubic
xcit_large_24_p8_224_dist,97.070,2.930,99.420,0.580,188.93,224,1.000,bicubic
deit3_base_patch16_384,97.020,2.980,99.390,0.610,86.88,384,1.000,bicubic
dm_nfnet_f2,97.020,2.980,99.440,0.560,193.78,352,0.920,bicubic
deit3_base_patch16_384,97.020,2.980,99.390,0.610,86.88,384,1.000,bicubic
resnetv2_152x2_bitm,97.010,2.990,99.590,0.410,236.34,448,1.000,bilinear
tf_efficientnet_b7,97.010,2.990,99.520,0.480,66.35,600,0.949,bicubic
volo_d2_224,97.000,3.000,99.390,0.610,58.68,224,0.960,bicubic
@ -86,8 +86,8 @@ resnetv2_101x3_bitm,96.990,3.010,99.490,0.510,387.93,448,1.000,bilinear
convnext_small_in22ft1k,96.990,3.010,99.410,0.590,50.22,224,0.875,bicubic
efficientnetv2_rw_m,96.980,3.020,99.540,0.460,53.24,416,1.000,bicubic
deit_base_distilled_patch16_384,96.960,3.040,99.480,0.520,87.63,384,1.000,bicubic
seresnextaa101d_32x8d,96.950,3.050,99.390,0.610,93.59,288,1.000,bicubic
tf_efficientnet_b4_ns,96.950,3.050,99.580,0.420,19.34,380,0.922,bicubic
seresnextaa101d_32x8d,96.950,3.050,99.390,0.610,93.59,288,1.000,bicubic
deit3_large_patch16_224,96.940,3.060,99.340,0.660,304.37,224,0.900,bicubic
xcit_small_12_p16_384_dist,96.930,3.070,99.400,0.600,26.25,384,1.000,bicubic
xcit_medium_24_p8_224_dist,96.920,3.080,99.390,0.610,84.32,224,1.000,bicubic
@ -95,24 +95,24 @@ volo_d1_384,96.910,3.090,99.520,0.480,26.78,384,1.000,bicubic
resnetrs420,96.910,3.090,99.460,0.540,191.89,416,1.000,bicubic
dm_nfnet_f1,96.910,3.090,99.410,0.590,132.63,320,0.910,bicubic
deit3_huge_patch14_224,96.890,3.110,99.480,0.520,632.13,224,0.900,bicubic
convnext_tiny_384_in22ft1k,96.880,3.120,99.470,0.530,28.59,384,1.000,bicubic
vit_base_patch16_224,96.880,3.120,99.530,0.470,86.57,224,0.900,bicubic
convnext_tiny_384_in22ft1k,96.880,3.120,99.470,0.530,28.59,384,1.000,bicubic
xcit_small_24_p8_224_dist,96.870,3.130,99.480,0.520,47.63,224,1.000,bicubic
resnetv2_152x2_bit_teacher_384,96.830,3.170,99.450,0.550,236.34,384,1.000,bicubic
ig_resnext101_32x16d,96.810,3.190,99.600,0.400,194.03,224,0.875,bilinear
xcit_large_24_p16_224_dist,96.800,3.200,99.350,0.650,189.10,224,1.000,bicubic
vit_large_r50_s32_224,96.790,3.210,99.350,0.650,328.99,224,0.900,bicubic
seresnext101_32x8d,96.770,3.230,99.350,0.650,93.57,288,1.000,bicubic
seresnet152d,96.770,3.230,99.450,0.550,66.84,320,1.000,bicubic
seresnext101_32x8d,96.770,3.230,99.350,0.650,93.57,288,1.000,bicubic
resnetrs350,96.760,3.240,99.370,0.630,163.96,384,1.000,bicubic
swinv2_base_window16_256,96.760,3.240,99.350,0.650,87.92,256,0.900,bicubic
convnext_large,96.760,3.240,99.300,0.700,197.77,224,0.875,bicubic
resnet200d,96.720,3.280,99.330,0.670,64.69,320,1.000,bicubic
tf_efficientnetv2_s_in21ft1k,96.720,3.280,99.420,0.580,21.46,384,1.000,bicubic
seresnext101d_32x8d,96.710,3.290,99.360,0.640,93.59,288,1.000,bicubic
resnet200d,96.720,3.280,99.330,0.670,64.69,320,1.000,bicubic
resnetv2_50x3_bitm,96.710,3.290,99.550,0.450,217.32,448,1.000,bilinear
regnetz_040,96.710,3.290,99.470,0.530,27.12,320,1.000,bicubic
regnetz_040h,96.710,3.290,99.500,0.500,28.94,320,1.000,bicubic
regnetz_040,96.710,3.290,99.470,0.530,27.12,320,1.000,bicubic
seresnext101d_32x8d,96.710,3.290,99.360,0.640,93.59,288,1.000,bicubic
vit_small_patch16_384,96.700,3.300,99.480,0.520,22.20,384,1.000,bicubic
resnetrs200,96.700,3.300,99.370,0.630,93.21,320,1.000,bicubic
eca_nfnet_l1,96.700,3.300,99.290,0.710,41.41,320,1.000,bicubic
@ -120,29 +120,30 @@ xcit_small_12_p8_224_dist,96.690,3.310,99.390,0.610,26.21,224,1.000,bicubic
resnetrs270,96.690,3.310,99.350,0.650,129.86,352,1.000,bicubic
vit_small_r26_s32_384,96.680,3.320,99.580,0.420,36.47,384,1.000,bicubic
tf_efficientnet_b5_ap,96.680,3.320,99.460,0.540,30.39,456,0.934,bicubic
pit_b_distilled_224,96.670,3.330,99.350,0.650,74.79,224,0.900,bicubic
tf_efficientnet_b6,96.670,3.330,99.370,0.630,43.04,528,0.942,bicubic
pit_b_distilled_224,96.670,3.330,99.350,0.650,74.79,224,0.900,bicubic
deit3_small_patch16_224_in21ft1k,96.660,3.340,99.330,0.670,22.06,224,1.000,bicubic
resmlp_big_24_224_in22ft1k,96.620,3.380,99.510,0.490,129.14,224,0.875,bicubic
regnetz_d8,96.620,3.380,99.450,0.550,23.37,320,1.000,bicubic
resnest200e,96.610,3.390,99.350,0.650,70.20,320,0.909,bicubic
regnetz_d8_evos,96.610,3.390,99.440,0.560,23.46,320,0.950,bicubic
regnetz_d32,96.600,3.400,99.380,0.620,27.58,320,0.950,bicubic
resnest200e,96.610,3.390,99.350,0.650,70.20,320,0.909,bicubic
swsl_resnext101_32x16d,96.600,3.400,99.530,0.470,194.03,224,0.875,bilinear
regnetz_d32,96.600,3.400,99.380,0.620,27.58,320,0.950,bicubic
xcit_medium_24_p16_224_dist,96.590,3.410,99.270,0.730,84.40,224,1.000,bicubic
resnetrs152,96.580,3.420,99.240,0.760,86.62,320,1.000,bicubic
xcit_tiny_24_p8_384_dist,96.550,3.450,99.320,0.680,12.11,384,1.000,bicubic
swinv2_base_window8_256,96.540,3.460,99.270,0.730,87.92,256,0.900,bicubic
cait_xs24_384,96.540,3.460,99.420,0.580,26.67,384,1.000,bicubic
efficientnetv2_rw_s,96.540,3.460,99.360,0.640,23.94,384,1.000,bicubic
crossvit_18_dagger_408,96.530,3.470,99.260,0.740,44.61,408,1.000,bicubic
swinv2_base_window8_256,96.540,3.460,99.270,0.730,87.92,256,0.900,bicubic
regnety_080,96.530,3.470,99.320,0.680,39.18,288,1.000,bicubic
crossvit_18_dagger_408,96.530,3.470,99.260,0.740,44.61,408,1.000,bicubic
resnest269e,96.520,3.480,99.350,0.650,110.93,416,0.928,bicubic
vit_base_patch32_384,96.490,3.510,99.410,0.590,88.30,384,1.000,bicubic
convnext_base,96.470,3.530,99.230,0.770,88.59,224,0.875,bicubic
swinv2_small_window16_256,96.460,3.540,99.200,0.800,49.73,256,0.900,bicubic
vit_base_patch16_224_miil,96.450,3.550,99.300,0.700,86.54,224,0.875,bilinear
resmlp_big_24_distilled_224,96.450,3.550,99.310,0.690,129.14,224,0.875,bicubic
vit_base_patch16_224_miil,96.450,3.550,99.300,0.700,86.54,224,0.875,bilinear
cs3se_edgenet_x,96.440,3.560,99.400,0.600,50.72,320,1.000,bicubic
swsl_resnext101_32x4d,96.430,3.570,99.470,0.530,44.18,224,0.875,bilinear
regnetv_064,96.410,3.590,99.360,0.640,30.58,288,1.000,bicubic
xcit_large_24_p8_224,96.410,3.590,98.980,1.020,188.93,224,1.000,bicubic
@ -150,146 +151,149 @@ xcit_small_24_p8_224,96.400,3.600,99.150,0.850,47.63,224,1.000,bicubic
tf_efficientnet_b3_ns,96.390,3.610,99.350,0.650,12.23,300,0.904,bicubic
crossvit_15_dagger_408,96.390,3.610,99.160,0.840,28.50,408,1.000,bicubic
cait_s24_224,96.380,3.620,99.150,0.850,46.92,224,1.000,bicubic
regnety_064,96.360,3.640,99.230,0.770,30.58,288,1.000,bicubic
resnet152d,96.360,3.640,99.390,0.610,60.21,320,1.000,bicubic
regnety_064,96.360,3.640,99.230,0.770,30.58,288,1.000,bicubic
regnety_160,96.350,3.650,99.330,0.670,83.59,288,1.000,bicubic
tf_efficientnet_b5,96.350,3.650,99.310,0.690,30.39,456,0.934,bicubic
xception65,96.350,3.650,99.240,0.760,39.92,299,0.940,bicubic
tf_efficientnetv2_s,96.340,3.660,99.200,0.800,21.46,384,1.000,bicubic
volo_d1_224,96.330,3.670,99.310,0.690,26.63,224,0.960,bicubic
ig_resnext101_32x8d,96.310,3.690,99.430,0.570,88.79,224,0.875,bilinear
deit3_base_patch16_224,96.300,3.700,99.180,0.820,86.59,224,0.900,bicubic
resnet101d,96.300,3.700,99.230,0.770,44.57,320,1.000,bicubic
deit3_base_patch16_224,96.300,3.700,99.180,0.820,86.59,224,0.900,bicubic
swinv2_small_window8_256,96.290,3.710,99.210,0.790,49.73,256,0.900,bicubic
twins_svt_large,96.270,3.730,99.170,0.830,99.27,224,0.900,bicubic
jx_nest_base,96.250,3.750,99.210,0.790,67.72,224,0.875,bicubic
swin_s3_base_224,96.250,3.750,99.140,0.860,71.13,224,0.900,bicubic
swin_s3_small_224,96.230,3.770,99.090,0.910,49.74,224,0.900,bicubic
convnext_tiny_in22ft1k,96.220,3.780,99.340,0.660,28.59,224,0.875,bicubic
xception65p,96.210,3.790,99.180,0.820,39.82,299,0.940,bicubic
xcit_small_24_p16_224_dist,96.210,3.790,99.210,0.790,47.67,224,1.000,bicubic
xception65p,96.210,3.790,99.180,0.820,39.82,299,0.940,bicubic
deit3_small_patch16_384,96.200,3.800,99.290,0.710,22.21,384,1.000,bicubic
regnetv_040,96.190,3.810,99.330,0.670,20.64,288,1.000,bicubic
mobilevitv2_175_384_in22ft1k,96.180,3.820,99.130,0.870,14.25,384,1.000,bicubic
swinv2_cr_small_ns_224,96.180,3.820,99.140,0.860,49.70,224,0.900,bicubic
mobilevitv2_175_384_in22ft1k,96.180,3.820,99.130,0.870,14.25,384,1.000,bicubic
convnext_small,96.170,3.830,99.100,0.900,50.22,224,0.875,bicubic
twins_svt_base,96.160,3.840,99.060,0.940,56.07,224,0.900,bicubic
tf_efficientnet_b4_ap,96.160,3.840,99.280,0.720,19.34,380,0.922,bicubic
twins_pcpvt_large,96.150,3.850,99.180,0.820,60.99,224,0.900,bicubic
twins_svt_base,96.160,3.840,99.060,0.940,56.07,224,0.900,bicubic
dm_nfnet_f0,96.150,3.850,99.250,0.750,71.49,256,0.900,bicubic
efficientnet_b4,96.150,3.850,99.190,0.810,19.34,384,1.000,bicubic
twins_pcpvt_large,96.150,3.850,99.180,0.820,60.99,224,0.900,bicubic
deit_base_patch16_384,96.150,3.850,99.140,0.860,86.86,384,1.000,bicubic
dm_nfnet_f0,96.150,3.850,99.250,0.750,71.49,256,0.900,bicubic
sequencer2d_l,96.140,3.860,99.160,0.840,54.30,224,0.875,bicubic
regnetz_c16_evos,96.130,3.870,99.360,0.640,13.49,320,0.950,bicubic
nfnet_l0,96.120,3.880,99.240,0.760,35.07,288,1.000,bicubic
resnetv2_50x1_bit_distilled,96.120,3.880,99.280,0.720,25.55,224,0.875,bicubic
xcit_medium_24_p8_224,96.110,3.890,98.890,1.110,84.32,224,1.000,bicubic
nfnet_l0,96.120,3.880,99.240,0.760,35.07,288,1.000,bicubic
xcit_small_12_p8_224,96.110,3.890,99.160,0.840,26.21,224,1.000,bicubic
resnetv2_152x2_bit_teacher,96.100,3.900,99.270,0.730,236.34,224,0.875,bicubic
xcit_medium_24_p8_224,96.110,3.890,98.890,1.110,84.32,224,1.000,bicubic
resnetv2_101x1_bitm,96.100,3.900,99.280,0.720,44.54,448,1.000,bilinear
resnetv2_152x2_bit_teacher,96.100,3.900,99.270,0.730,236.34,224,0.875,bicubic
deit_base_distilled_patch16_224,96.090,3.910,99.190,0.810,87.34,224,0.900,bicubic
resnext101_64x4d,96.080,3.920,99.240,0.760,83.46,288,1.000,bicubic
xcit_tiny_12_p8_384_dist,96.080,3.920,99.140,0.860,6.71,384,1.000,bicubic
swinv2_cr_small_224,96.060,3.940,98.870,1.130,49.70,224,0.900,bicubic
cs3edgenet_x,96.050,3.950,99.140,0.860,47.82,288,1.000,bicubic
cs3sedarknet_x,96.040,3.960,99.110,0.890,35.40,288,1.000,bicubic
mobilevitv2_200_384_in22ft1k,96.040,3.960,99.080,0.920,18.45,384,1.000,bicubic
xcit_small_12_p16_224_dist,96.020,3.980,99.130,0.870,26.25,224,1.000,bicubic
regnety_040,96.010,3.990,99.180,0.820,20.65,288,1.000,bicubic
sequencer2d_s,95.990,4.010,99.050,0.950,27.65,224,0.875,bicubic
tresnet_xl_448,95.970,4.030,99.130,0.870,78.44,448,0.875,bilinear
regnety_032,95.970,4.030,99.190,0.810,19.44,288,1.000,bicubic
tresnet_xl_448,95.970,4.030,99.130,0.870,78.44,448,0.875,bilinear
jx_nest_small,95.960,4.040,99.030,0.970,38.35,224,0.875,bicubic
eca_nfnet_l0,95.950,4.050,99.210,0.790,24.14,288,1.000,bicubic
swinv2_tiny_window16_256,95.940,4.060,99.140,0.860,28.35,256,0.900,bicubic
xcit_tiny_24_p16_384_dist,95.920,4.080,99.220,0.780,12.12,384,1.000,bicubic
swin_small_patch4_window7_224,95.910,4.090,99.020,0.980,49.61,224,0.900,bicubic
resnet152,95.900,4.100,99.080,0.920,60.19,224,0.950,bicubic
tf_efficientnet_b4,95.900,4.100,99.170,0.830,19.34,380,0.922,bicubic
resnet152,95.900,4.100,99.080,0.920,60.19,224,0.950,bicubic
resnet51q,95.870,4.130,99.130,0.870,35.70,288,1.000,bilinear
tresnet_l_448,95.860,4.140,99.120,0.880,55.99,448,0.875,bilinear
cs3darknet_x,95.860,4.140,99.180,0.820,35.05,288,1.000,bicubic
resnest101e,95.860,4.140,99.210,0.790,48.28,256,0.875,bilinear
swsl_resnext50_32x4d,95.860,4.140,99.250,0.750,25.03,224,0.875,bilinear
resnest101e,95.860,4.140,99.210,0.790,48.28,256,0.875,bilinear
cs3darknet_x,95.860,4.140,99.180,0.820,35.05,288,1.000,bicubic
tresnet_l_448,95.860,4.140,99.120,0.880,55.99,448,0.875,bilinear
cait_xxs36_384,95.840,4.160,99.090,0.910,17.37,384,1.000,bicubic
vit_large_patch32_384,95.830,4.170,99.150,0.850,306.63,384,1.000,bicubic
sequencer2d_m,95.810,4.190,99.110,0.890,38.31,224,0.875,bicubic
xcit_tiny_24_p8_224_dist,95.810,4.190,99.210,0.790,12.11,224,1.000,bicubic
sequencer2d_m,95.810,4.190,99.110,0.890,38.31,224,0.875,bicubic
regnetz_c16,95.800,4.200,99.100,0.900,13.46,320,0.940,bicubic
ssl_resnext101_32x16d,95.790,4.210,99.180,0.820,194.03,224,0.875,bilinear
twins_pcpvt_base,95.790,4.210,99.130,0.870,43.83,224,0.900,bicubic
resnet61q,95.780,4.220,98.990,1.010,36.85,288,1.000,bicubic
vit_relpos_base_patch16_clsgap_224,95.760,4.240,99.040,0.960,86.43,224,0.900,bicubic
tf_efficientnet_b2_ns,95.760,4.240,99.120,0.880,9.11,260,0.890,bicubic
vit_relpos_base_patch16_clsgap_224,95.760,4.240,99.040,0.960,86.43,224,0.900,bicubic
gc_efficientnetv2_rw_t,95.740,4.260,99.020,0.980,13.68,288,1.000,bicubic
efficientnet_b3,95.710,4.290,99.040,0.960,12.23,320,1.000,bicubic
pnasnet5large,95.710,4.290,98.920,1.080,86.06,331,0.911,bicubic
tresnet_m,95.710,4.290,99.030,0.970,31.39,224,0.875,bilinear
pnasnet5large,95.710,4.290,98.920,1.080,86.06,331,0.911,bicubic
mobilevitv2_150_384_in22ft1k,95.700,4.300,99.140,0.860,10.59,384,1.000,bicubic
crossvit_15_dagger_240,95.690,4.310,98.830,1.170,28.21,240,0.875,bicubic
nasnetalarge,95.680,4.320,98.930,1.070,88.75,331,0.911,bicubic
xcit_tiny_24_p8_224,95.670,4.330,99.050,0.950,12.11,224,1.000,bicubic
pit_b_224,95.640,4.360,98.670,1.330,73.76,224,0.900,bicubic
poolformer_m48,95.640,4.360,98.940,1.060,73.47,224,0.950,bicubic
vit_small_r26_s32_224,95.640,4.360,99.190,0.810,36.43,224,0.900,bicubic
poolformer_m48,95.640,4.360,98.940,1.060,73.47,224,0.950,bicubic
pit_b_224,95.640,4.360,98.670,1.330,73.76,224,0.900,bicubic
resnetv2_101,95.620,4.380,98.990,1.010,44.54,224,0.950,bicubic
resnetv2_50d_evos,95.610,4.390,99.030,0.970,25.59,288,0.950,bicubic
efficientnetv2_rw_t,95.600,4.400,99.070,0.930,13.65,288,1.000,bicubic
vit_relpos_base_patch16_224,95.570,4.430,99.030,0.970,86.43,224,0.900,bicubic
crossvit_18_dagger_240,95.570,4.430,99.060,0.940,44.27,240,0.875,bicubic
convit_base,95.550,4.450,98.870,1.130,86.54,224,0.875,bicubic
vit_relpos_base_patch16_224,95.570,4.430,99.030,0.970,86.43,224,0.900,bicubic
convnext_tiny,95.550,4.450,99.000,1.000,28.59,224,0.875,bicubic
convit_base,95.550,4.450,98.870,1.130,86.54,224,0.875,bicubic
coat_lite_small,95.540,4.460,98.860,1.140,19.84,224,0.900,bicubic
xcit_medium_24_p16_224,95.530,4.470,98.740,1.260,84.40,224,1.000,bicubic
xcit_small_24_p16_224,95.530,4.470,98.770,1.230,47.67,224,1.000,bicubic
levit_384,95.530,4.470,99.050,0.950,39.13,224,0.900,bicubic
ecaresnet101d,95.530,4.470,99.130,0.870,44.57,224,0.875,bicubic
levit_384,95.530,4.470,99.050,0.950,39.13,224,0.900,bicubic
xcit_small_24_p16_224,95.530,4.470,98.770,1.230,47.67,224,1.000,bicubic
xcit_medium_24_p16_224,95.530,4.470,98.740,1.260,84.40,224,1.000,bicubic
crossvit_base_240,95.520,4.480,98.820,1.180,105.03,240,0.875,bicubic
xception41p,95.510,4.490,98.910,1.090,26.91,299,0.940,bicubic
fbnetv3_g,95.510,4.490,98.990,1.010,16.62,288,0.950,bilinear
vit_relpos_medium_patch16_rpn_224,95.510,4.490,99.080,0.920,38.73,224,0.900,bicubic
ecaresnet50t,95.510,4.490,99.120,0.880,25.57,320,0.950,bicubic
vit_relpos_medium_patch16_rpn_224,95.510,4.490,99.080,0.920,38.73,224,0.900,bicubic
convnext_tiny_hnf,95.510,4.490,99.020,0.980,28.59,224,0.950,bicubic
fbnetv3_g,95.510,4.490,98.990,1.010,16.62,288,0.950,bilinear
xception41p,95.510,4.490,98.910,1.090,26.91,299,0.940,bicubic
swinv2_tiny_window8_256,95.500,4.500,99.120,0.880,28.35,256,0.900,bicubic
ssl_resnext101_32x8d,95.490,4.510,99.120,0.880,88.79,224,0.875,bilinear
vit_relpos_medium_patch16_cls_224,95.480,4.520,98.950,1.050,38.76,224,0.900,bicubic
visformer_small,95.470,4.530,98.900,1.100,40.22,224,0.900,bicubic
vit_relpos_medium_patch16_224,95.460,4.540,98.960,1.040,38.75,224,0.900,bicubic
ssl_resnext101_32x4d,95.440,4.560,99.130,0.870,44.18,224,0.875,bilinear
tresnet_xl,95.440,4.560,99.050,0.950,78.44,224,0.875,bilinear
deit_base_patch16_224,95.440,4.560,98.840,1.160,86.57,224,0.900,bicubic
ssl_resnext101_32x4d,95.440,4.560,99.130,0.870,44.18,224,0.875,bilinear
crossvit_18_240,95.440,4.560,98.790,1.210,43.27,240,0.875,bicubic
resnetv2_50d_gn,95.430,4.570,99.040,0.960,25.57,288,0.950,bicubic
resnetrs101,95.430,4.570,99.030,0.970,63.62,288,0.940,bicubic
halo2botnet50ts_256,95.420,4.580,99.010,0.990,22.64,256,0.950,bicubic
xcit_small_12_p16_224,95.420,4.580,98.840,1.160,26.25,224,1.000,bicubic
xcit_large_24_p16_224,95.420,4.580,98.620,1.380,189.10,224,1.000,bicubic
edgenext_small,95.410,4.590,99.100,0.900,5.59,320,1.000,bicubic
swsl_resnet50,95.410,4.590,99.300,0.700,25.56,224,0.875,bilinear
poolformer_m36,95.380,4.620,98.850,1.150,56.17,224,0.950,bicubic
edgenext_small,95.410,4.590,99.100,0.900,5.59,320,1.000,bicubic
vit_base_patch16_rpn_224,95.380,4.620,98.930,1.070,86.54,224,0.900,bicubic
swinv2_cr_tiny_ns_224,95.370,4.630,98.940,1.060,28.33,224,0.900,bicubic
poolformer_m36,95.380,4.620,98.850,1.150,56.17,224,0.950,bicubic
vit_small_patch16_224,95.370,4.630,99.150,0.850,22.05,224,0.900,bicubic
swinv2_cr_tiny_ns_224,95.370,4.630,98.940,1.060,28.33,224,0.900,bicubic
resnet101,95.360,4.640,98.860,1.140,44.55,224,0.950,bicubic
convnext_nano,95.360,4.640,98.850,1.150,15.59,288,1.000,bicubic
tf_efficientnet_b3_ap,95.320,4.680,98.900,1.100,12.23,300,0.904,bicubic
cs3sedarknet_l,95.310,4.690,99.130,0.870,21.91,288,0.950,bicubic
mixer_b16_224_miil,95.300,4.700,98.880,1.120,59.88,224,0.875,bilinear
tresnet_l,95.290,4.710,99.010,0.990,55.99,224,0.875,bilinear
cait_xxs24_384,95.280,4.720,98.960,1.040,12.03,384,1.000,bicubic
jx_nest_tiny,95.240,4.760,98.980,1.020,17.06,224,0.875,bicubic
pit_s_distilled_224,95.240,4.760,99.050,0.950,24.04,224,0.900,bicubic
jx_nest_tiny,95.240,4.760,98.980,1.020,17.06,224,0.875,bicubic
vit_srelpos_medium_patch16_224,95.230,4.770,98.990,1.010,38.74,224,0.900,bicubic
mobilevitv2_175_in22ft1k,95.230,4.770,98.790,1.210,14.25,256,0.888,bicubic
resnetaa50,95.210,4.790,98.930,1.070,25.56,288,1.000,bicubic
twins_pcpvt_small,95.210,4.790,98.880,1.120,24.11,224,0.900,bicubic
twins_svt_small,95.200,4.800,98.880,1.120,24.06,224,0.900,bicubic
convit_small,95.200,4.800,98.900,1.100,27.78,224,0.875,bicubic
twins_svt_small,95.200,4.800,98.880,1.120,24.06,224,0.900,bicubic
tf_efficientnet_b1_ns,95.180,4.820,99.110,0.890,7.79,240,0.882,bicubic
cs3darknet_focus_l,95.170,4.830,98.960,1.040,21.15,288,0.950,bicubic
swin_s3_tiny_224,95.160,4.840,98.940,1.060,28.33,224,0.900,bicubic
mobilevitv2_200_in22ft1k,95.160,4.840,98.950,1.050,18.45,256,0.888,bicubic
tf_efficientnetv2_b3,95.160,4.840,98.820,1.180,14.36,300,0.904,bicubic
vit_relpos_small_patch16_224,95.160,4.840,98.950,1.050,21.98,224,0.900,bicubic
lamhalobotnet50ts_256,95.150,4.850,98.880,1.120,22.57,256,0.950,bicubic
swin_s3_tiny_224,95.160,4.840,98.940,1.060,28.33,224,0.900,bicubic
tf_efficientnetv2_b3,95.160,4.840,98.820,1.180,14.36,300,0.904,bicubic
crossvit_15_240,95.150,4.850,98.930,1.070,27.53,240,0.875,bicubic
lamhalobotnet50ts_256,95.150,4.850,98.880,1.120,22.57,256,0.950,bicubic
mobilevitv2_150_in22ft1k,95.140,4.860,98.860,1.140,10.59,256,0.888,bicubic
halonet50ts,95.140,4.860,98.770,1.230,22.73,256,0.940,bicubic
xcit_tiny_12_p16_384_dist,95.130,4.870,99.020,0.980,6.72,384,1.000,bicubic
@ -297,8 +301,8 @@ swin_tiny_patch4_window7_224,95.130,4.870,98.850,1.150,28.29,224,0.900,bicubic
cs3darknet_l,95.120,4.880,98.980,1.020,21.16,288,0.950,bicubic
efficientnet_el,95.120,4.880,98.980,1.020,10.59,300,0.904,bicubic
xcit_tiny_12_p8_224_dist,95.100,4.900,98.910,1.090,6.71,224,1.000,bicubic
gernet_l,95.090,4.910,98.900,1.100,31.08,256,0.875,bilinear
poolformer_s36,95.090,4.910,98.910,1.090,30.86,224,0.900,bicubic
gernet_l,95.090,4.910,98.900,1.100,31.08,256,0.875,bilinear
ecaresnet101d_pruned,95.080,4.920,98.980,1.020,24.88,224,0.875,bicubic
wide_resnet50_2,95.080,4.920,98.970,1.030,68.88,224,0.875,bicubic
convmixer_1536_20,95.070,4.930,99.030,0.970,51.63,224,0.960,bicubic
@ -307,23 +311,23 @@ regnetz_b16,95.060,4.940,99.050,0.950,9.72,288,0.940,bicubic
vit_small_patch32_384,95.050,4.950,98.990,1.010,22.92,384,1.000,bicubic
gluon_resnet152_v1s,95.040,4.960,98.930,1.070,60.32,224,0.875,bicubic
tnt_s_patch16_224,95.040,4.960,98.830,1.170,23.76,224,0.900,bicubic
seresnext50_32x4d,95.030,4.970,98.880,1.120,27.56,224,0.875,bicubic
vit_srelpos_small_patch16_224,95.030,4.970,98.960,1.040,21.97,224,0.900,bicubic
seresnext50_32x4d,95.030,4.970,98.880,1.120,27.56,224,0.875,bicubic
resnetv2_50x1_bitm,95.010,4.990,99.060,0.940,25.55,448,1.000,bilinear
tf_efficientnet_b3,95.010,4.990,98.910,1.090,12.23,300,0.904,bicubic
levit_256,95.010,4.990,98.890,1.110,18.89,224,0.900,bicubic
deit3_small_patch16_224,95.000,5.000,98.460,1.540,22.06,224,0.900,bicubic
vit_base_patch32_224,95.000,5.000,99.030,0.970,88.22,224,0.900,bicubic
deit3_small_patch16_224,95.000,5.000,98.460,1.540,22.06,224,0.900,bicubic
tresnet_m_448,94.990,5.010,98.980,1.020,31.39,448,0.875,bilinear
coat_mini,94.970,5.030,98.780,1.220,10.34,224,0.900,bicubic
resnest50d_4s2x40d,94.960,5.040,99.070,0.930,30.42,224,0.875,bicubic
rexnet_200,94.950,5.050,99.010,0.990,16.37,224,0.875,bicubic
gluon_seresnext101_32x4d,94.920,5.080,98.810,1.190,48.96,224,0.875,bicubic
gluon_seresnext101_64x4d,94.920,5.080,98.830,1.170,88.23,224,0.875,bicubic
gluon_seresnext101_32x4d,94.920,5.080,98.810,1.190,48.96,224,0.875,bicubic
gluon_senet154,94.920,5.080,98.760,1.240,115.09,224,0.875,bicubic
mobilevitv2_175,94.890,5.110,98.860,1.140,14.25,256,0.888,bicubic
resmlp_36_distilled_224,94.880,5.120,98.840,1.160,44.69,224,0.875,bicubic
tf_efficientnet_lite4,94.880,5.120,99.020,0.980,13.01,380,0.920,bilinear
resmlp_36_distilled_224,94.880,5.120,98.840,1.160,44.69,224,0.875,bicubic
ssl_resnext50_32x4d,94.870,5.130,98.890,1.110,25.03,224,0.875,bilinear
seresnet33ts,94.860,5.140,98.790,1.210,19.78,256,0.900,bicubic
resnest50d,94.850,5.150,98.880,1.120,27.48,224,0.875,bilinear
@ -342,40 +346,40 @@ haloregnetz_b,94.700,5.300,98.660,1.340,11.68,224,0.940,bicubic
xcit_tiny_12_p8_224,94.690,5.310,98.830,1.170,6.71,224,1.000,bicubic
cspdarknet53,94.660,5.340,98.800,1.200,27.64,256,0.887,bilinear
edgenext_small_rw,94.660,5.340,98.790,1.210,7.83,320,1.000,bicubic
resmlp_big_24_224,94.660,5.340,98.480,1.520,129.14,224,0.875,bicubic
gluon_resnext101_64x4d,94.660,5.340,98.650,1.350,83.46,224,0.875,bicubic
resmlp_big_24_224,94.660,5.340,98.480,1.520,129.14,224,0.875,bicubic
darknet53,94.630,5.370,98.890,1.110,41.61,288,1.000,bicubic
efficientnet_b3_pruned,94.630,5.370,98.760,1.240,9.86,300,0.904,bicubic
gernet_m,94.620,5.380,98.860,1.140,21.14,224,0.875,bilinear
ecaresnet50d,94.620,5.380,98.890,1.110,25.58,224,0.875,bicubic
gernet_m,94.620,5.380,98.860,1.140,21.14,224,0.875,bilinear
efficientnet_b2,94.610,5.390,98.710,1.290,9.11,288,1.000,bicubic
pit_s_224,94.590,5.410,98.700,1.300,23.46,224,0.900,bicubic
sebotnet33ts_256,94.580,5.420,98.500,1.500,13.70,256,0.940,bicubic
repvgg_b3,94.570,5.430,98.780,1.220,123.09,224,0.875,bilinear
mobilevitv2_150,94.550,5.450,98.710,1.290,10.59,256,0.888,bicubic
nf_resnet50,94.550,5.450,98.790,1.210,25.56,288,0.940,bicubic
poolformer_s24,94.550,5.450,98.880,1.120,21.39,224,0.900,bicubic
nf_resnet50,94.550,5.450,98.790,1.210,25.56,288,0.940,bicubic
seresnet50,94.550,5.450,98.750,1.250,28.09,224,0.875,bicubic
gluon_resnext101_32x4d,94.540,5.460,98.630,1.370,44.18,224,0.875,bicubic
mobilevitv2_150,94.550,5.450,98.710,1.290,10.59,256,0.888,bicubic
regnety_320,94.540,5.460,98.860,1.140,145.05,224,0.875,bicubic
gluon_resnext101_32x4d,94.540,5.460,98.630,1.370,44.18,224,0.875,bicubic
resnext50_32x4d,94.540,5.460,98.610,1.390,25.03,224,0.950,bicubic
inception_resnet_v2,94.530,5.470,98.780,1.220,55.84,299,0.897,bicubic
xcit_tiny_24_p16_224_dist,94.530,5.470,98.780,1.220,12.12,224,1.000,bicubic
repvgg_b3g4,94.520,5.480,98.970,1.030,83.83,224,0.875,bilinear
convmixer_768_32,94.500,5.500,98.850,1.150,21.11,224,0.960,bicubic
tf_efficientnet_b2_ap,94.490,5.510,98.620,1.380,9.11,260,0.890,bicubic
gcresnext50ts,94.490,5.510,98.670,1.330,15.67,256,0.900,bicubic
tf_efficientnet_b2_ap,94.490,5.510,98.620,1.380,9.11,260,0.890,bicubic
regnety_120,94.480,5.520,98.810,1.190,51.82,224,0.875,bicubic
rexnet_150,94.480,5.520,98.790,1.210,9.73,224,0.875,bicubic
darknetaa53,94.470,5.530,98.760,1.240,36.02,288,1.000,bilinear
gcresnet33ts,94.470,5.530,98.770,1.230,19.88,256,0.900,bicubic
darknetaa53,94.470,5.530,98.760,1.240,36.02,288,1.000,bilinear
resmlp_24_distilled_224,94.460,5.540,98.770,1.230,30.02,224,0.875,bicubic
regnetx_320,94.460,5.540,98.740,1.260,107.81,224,0.875,bicubic
ssl_resnet50,94.440,5.560,98.920,1.080,25.56,224,0.875,bilinear
resnetv2_50,94.430,5.570,98.730,1.270,25.55,224,0.950,bicubic
tf_efficientnetv2_b2,94.420,5.580,98.570,1.430,10.10,260,0.890,bicubic
tf_efficientnet_el,94.400,5.600,98.710,1.290,10.59,300,0.904,bicubic
efficientnet_el_pruned,94.400,5.600,98.740,1.260,10.59,300,0.904,bicubic
tf_efficientnet_el,94.400,5.600,98.710,1.290,10.59,300,0.904,bicubic
deit_small_patch16_224,94.390,5.610,98.690,1.310,22.05,224,0.900,bicubic
inception_v4,94.380,5.620,98.580,1.420,42.68,299,0.875,bicubic
legacy_seresnext101_32x4d,94.370,5.630,98.650,1.350,48.96,224,0.875,bilinear
@ -387,9 +391,9 @@ ecaresnet26t,94.320,5.680,98.720,1.280,16.01,320,0.950,bicubic
dpn107,94.310,5.690,98.470,1.530,86.92,224,0.875,bicubic
resnetrs50,94.300,5.700,98.640,1.360,35.69,224,0.910,bicubic
xception71,94.280,5.720,98.640,1.360,42.34,299,0.903,bicubic
gluon_xception65,94.260,5.740,98.570,1.430,39.92,299,0.903,bicubic
resnet50d,94.260,5.740,98.720,1.280,25.58,224,0.875,bicubic
cait_xxs36_224,94.260,5.740,98.720,1.280,17.30,224,1.000,bicubic
resnet50d,94.260,5.740,98.720,1.280,25.58,224,0.875,bicubic
gluon_xception65,94.260,5.740,98.570,1.430,39.92,299,0.903,bicubic
skresnext50_32x4d,94.250,5.750,98.460,1.540,27.48,224,0.875,bicubic
regnetx_120,94.240,5.760,98.650,1.350,46.11,224,0.875,bicubic
dpn92,94.230,5.770,98.730,1.270,37.67,224,0.875,bicubic
@ -398,8 +402,8 @@ ecaresnet50d_pruned,94.220,5.780,98.730,1.270,19.94,224,0.875,bicubic
tf_efficientnet_lite3,94.210,5.790,98.640,1.360,8.20,300,0.904,bilinear
resmlp_36_224,94.200,5.800,98.660,1.340,44.69,224,0.875,bicubic
eca_resnet33ts,94.190,5.810,98.760,1.240,19.68,256,0.900,bicubic
mixnet_xl,94.190,5.810,98.340,1.660,11.90,224,0.875,bicubic
resnext50d_32x4d,94.190,5.810,98.560,1.440,25.05,224,0.875,bicubic
mixnet_xl,94.190,5.810,98.340,1.660,11.90,224,0.875,bicubic
levit_192,94.180,5.820,98.540,1.460,10.95,224,0.900,bicubic
gluon_resnet152_v1c,94.160,5.840,98.640,1.360,60.21,224,0.875,bicubic
ens_adv_inception_resnet_v2,94.160,5.840,98.600,1.400,55.84,299,0.897,bicubic
@ -418,19 +422,19 @@ hrnet_w64,94.020,5.980,98.620,1.380,128.06,224,0.875,bilinear
resmlp_24_224,94.020,5.980,98.330,1.670,30.02,224,0.875,bicubic
halonet26t,94.010,5.990,98.500,1.500,12.48,256,0.950,bicubic
dpn131,93.990,6.010,98.720,1.280,79.25,224,0.875,bicubic
dla102x2,93.970,6.030,98.500,1.500,41.28,224,0.875,bilinear
mobilevitv2_125,93.970,6.030,98.560,1.440,7.48,256,0.888,bicubic
fbnetv3_b,93.970,6.030,98.630,1.370,8.60,256,0.950,bilinear
resnetblur50,93.940,6.060,98.580,1.420,25.56,224,0.875,bicubic
mobilevitv2_125,93.970,6.030,98.560,1.440,7.48,256,0.888,bicubic
dla102x2,93.970,6.030,98.500,1.500,41.28,224,0.875,bilinear
tf_efficientnetv2_b1,93.940,6.060,98.620,1.380,8.14,240,0.882,bicubic
resnetblur50,93.940,6.060,98.580,1.420,25.56,224,0.875,bicubic
fbnetv3_d,93.930,6.070,98.740,1.260,10.31,256,0.950,bilinear
hrnet_w48,93.920,6.080,98.610,1.390,77.47,224,0.875,bilinear
tf_efficientnet_cc_b1_8e,93.910,6.090,98.260,1.740,39.72,240,0.882,bicubic
rexnet_130,93.900,6.100,98.400,1.600,7.56,224,0.875,bicubic
regnetx_064,93.890,6.110,98.630,1.370,26.21,224,0.875,bicubic
regnetx_080,93.870,6.130,98.520,1.480,39.57,224,0.875,bicubic
repvgg_b2g4,93.840,6.160,98.590,1.410,61.76,224,0.875,bilinear
efficientnet_em,93.840,6.160,98.810,1.190,6.90,240,0.882,bicubic
repvgg_b2g4,93.840,6.160,98.590,1.410,61.76,224,0.875,bilinear
lambda_resnet26t,93.830,6.170,98.650,1.350,10.96,256,0.940,bicubic
pit_xs_distilled_224,93.820,6.180,98.670,1.330,11.00,224,0.900,bicubic
resnext101_32x8d,93.820,6.180,98.580,1.420,88.79,224,0.875,bilinear
@ -440,8 +444,8 @@ gluon_resnet50_v1d,93.770,6.230,98.390,1.610,25.58,224,0.875,bicubic
gluon_resnet101_v1b,93.750,6.250,98.380,1.620,44.55,224,0.875,bicubic
res2net101_26w_4s,93.750,6.250,98.310,1.690,45.21,224,0.875,bilinear
cspresnet50,93.730,6.270,98.640,1.360,21.62,256,0.887,bilinear
vit_relpos_base_patch32_plus_rpn_256,93.730,6.270,98.070,1.930,119.42,256,0.900,bicubic
legacy_seresnext50_32x4d,93.730,6.270,98.580,1.420,27.56,224,0.875,bilinear
vit_relpos_base_patch32_plus_rpn_256,93.730,6.270,98.070,1.930,119.42,256,0.900,bicubic
lambda_resnet26rpt_256,93.720,6.280,98.520,1.480,10.99,256,0.940,bicubic
wide_resnet101_2,93.710,6.290,98.540,1.460,126.89,224,0.875,bilinear
dpn68b,93.690,6.310,98.520,1.480,12.61,224,0.875,bicubic
@ -456,16 +460,16 @@ coat_tiny,93.590,6.410,98.420,1.580,5.50,224,0.900,bicubic
regnetx_040,93.560,6.440,98.550,1.450,22.12,224,0.875,bicubic
hrnet_w44,93.550,6.450,98.700,1.300,67.06,224,0.875,bilinear
hrnet_w32,93.530,6.470,98.460,1.540,41.23,224,0.875,bilinear
dla102x,93.520,6.480,98.500,1.500,26.31,224,0.875,bilinear
xcit_nano_12_p8_384_dist,93.520,6.480,98.540,1.460,3.05,384,1.000,bicubic
dla102x,93.520,6.480,98.500,1.500,26.31,224,0.875,bilinear
botnet26t_256,93.510,6.490,98.300,1.700,12.49,256,0.950,bicubic
tf_efficientnet_b1,93.500,6.500,98.360,1.640,7.79,240,0.882,bicubic
repvgg_b2,93.490,6.510,98.730,1.270,89.02,224,0.875,bilinear
hrnet_w40,93.490,6.510,98.580,1.420,57.56,224,0.875,bilinear
xception,93.470,6.530,98.530,1.470,22.86,299,0.897,bicubic
resnet32ts,93.460,6.540,98.490,1.510,17.96,256,0.900,bicubic
mixnet_l,93.450,6.550,98.220,1.780,7.33,224,0.875,bicubic
gluon_inception_v3,93.450,6.550,98.570,1.430,23.83,299,0.875,bicubic
mixnet_l,93.450,6.550,98.220,1.780,7.33,224,0.875,bicubic
xception41,93.430,6.570,98.430,1.570,26.97,299,0.903,bicubic
res2net50_26w_8s,93.420,6.580,98.170,1.830,48.40,224,0.875,bilinear
res2net50_26w_6s,93.410,6.590,98.280,1.720,37.05,224,0.875,bilinear
@ -473,11 +477,11 @@ xcit_tiny_12_p16_224_dist,93.400,6.600,98.480,1.520,6.72,224,1.000,bicubic
legacy_seresnet152,93.390,6.610,98.340,1.660,66.82,224,0.875,bilinear
cs3darknet_m,93.360,6.640,98.600,1.400,9.31,288,0.950,bicubic
dla169,93.340,6.660,98.590,1.410,53.39,224,0.875,bilinear
resnest26d,93.330,6.670,98.630,1.370,17.07,224,0.875,bilinear
levit_128,93.330,6.670,98.380,1.620,9.21,224,0.900,bicubic
bat_resnext26ts,93.330,6.670,98.350,1.650,10.73,256,0.900,bicubic
resnest26d,93.330,6.670,98.630,1.370,17.07,224,0.875,bilinear
tf_inception_v3,93.320,6.680,98.030,1.970,23.83,299,0.875,bicubic
repvgg_b1,93.320,6.680,98.510,1.490,57.42,224,0.875,bilinear
tf_inception_v3,93.320,6.680,98.030,1.970,23.83,299,0.875,bicubic
tf_mixnet_l,93.320,6.680,98.030,1.970,7.33,224,0.875,bicubic
tv_resnet152,93.310,6.690,98.390,1.610,60.19,224,0.875,bilinear
mobilevitv2_100,93.300,6.700,98.280,1.720,4.90,256,0.888,bicubic
@ -491,12 +495,12 @@ dla60_res2next,93.170,6.830,98.400,1.600,17.03,224,0.875,bilinear
dla60_res2net,93.160,6.840,98.400,1.600,20.85,224,0.875,bilinear
efficientnet_es,93.140,6.860,98.420,1.580,5.44,224,0.875,bicubic
dla60x,93.120,6.880,98.510,1.490,17.35,224,0.875,bilinear
pit_xs_224,93.120,6.880,98.330,1.670,10.62,224,0.900,bicubic
regnetx_032,93.120,6.880,98.390,1.610,15.30,224,0.875,bicubic
pit_xs_224,93.120,6.880,98.330,1.670,10.62,224,0.900,bicubic
tf_efficientnetv2_b0,93.110,6.890,98.390,1.610,7.14,224,0.875,bicubic
dla102,93.060,6.940,98.550,1.450,33.27,224,0.875,bilinear
regnety_016,93.030,6.970,98.350,1.650,11.20,224,0.875,bicubic
gluon_resnet50_v1c,93.030,6.970,98.390,1.610,25.58,224,0.875,bicubic
regnety_016,93.030,6.970,98.350,1.650,11.20,224,0.875,bicubic
rexnet_100,93.030,6.970,98.190,1.810,4.80,224,0.875,bicubic
selecsls60,93.020,6.980,98.300,1.700,30.67,224,0.875,bicubic
repvgg_b1g4,92.980,7.020,98.430,1.570,39.97,224,0.875,bilinear
@ -508,20 +512,20 @@ crossvit_9_dagger_240,92.890,7.110,98.250,1.750,8.78,240,0.875,bicubic
adv_inception_v3,92.880,7.120,98.140,1.860,23.83,299,0.875,bicubic
res2next50,92.860,7.140,98.190,1.810,24.67,224,0.875,bilinear
resmlp_12_distilled_224,92.840,7.160,98.140,1.860,15.35,224,0.875,bicubic
gmixer_24_224,92.830,7.170,97.880,2.120,24.72,224,0.875,bicubic
tf_efficientnet_cc_b0_8e,92.830,7.170,98.180,1.820,24.01,224,0.875,bicubic
tv_resnet101,92.820,7.180,98.250,1.750,44.55,224,0.875,bilinear
gmixer_24_224,92.830,7.170,97.880,2.120,24.72,224,0.875,bicubic
seresnext26t_32x4d,92.820,7.180,98.370,1.630,16.81,224,0.875,bicubic
tv_resnet101,92.820,7.180,98.250,1.750,44.55,224,0.875,bilinear
gcresnext26ts,92.780,7.220,98.260,1.740,10.48,256,0.900,bicubic
efficientnet_b1_pruned,92.770,7.230,98.040,1.960,6.33,240,0.882,bicubic
resnet26t,92.750,7.250,98.230,1.770,16.01,256,0.940,bicubic
tv_resnext50_32x4d,92.750,7.250,98.280,1.720,25.03,224,0.875,bilinear
resnet26t,92.750,7.250,98.230,1.770,16.01,256,0.940,bicubic
densenet201,92.740,7.260,98.230,1.770,20.01,224,0.875,bicubic
res2net50_14w_8s,92.740,7.260,98.180,1.820,25.06,224,0.875,bilinear
inception_v3,92.720,7.280,97.970,2.030,23.83,299,0.875,bicubic
efficientnet_b0,92.690,7.310,98.070,1.930,5.29,224,0.875,bicubic
seresnext26ts,92.690,7.310,98.290,1.710,10.39,256,0.900,bicubic
seresnext26d_32x4d,92.690,7.310,98.150,1.850,16.81,224,0.875,bicubic
efficientnet_b0,92.690,7.310,98.070,1.930,5.29,224,0.875,bicubic
resnet34d,92.680,7.320,98.310,1.690,21.82,224,0.875,bicubic
tf_efficientnet_lite2,92.650,7.350,98.230,1.770,6.09,260,0.890,bicubic
legacy_seresnext26_32x4d,92.640,7.360,98.130,1.870,16.79,224,0.875,bicubic
@ -539,8 +543,8 @@ tinynet_a,92.440,7.560,98.080,1.920,6.19,192,0.875,bicubic
convmixer_1024_20_ks9_p14,92.430,7.570,98.270,1.730,24.38,224,0.960,bicubic
mixnet_m,92.430,7.570,97.860,2.140,5.01,224,0.875,bicubic
mobilenetv2_120d,92.400,7.600,98.050,1.950,5.83,224,0.875,bicubic
hardcorenas_d,92.390,7.610,98.080,1.920,7.50,224,0.875,bilinear
skresnet34,92.390,7.610,98.150,1.850,22.28,224,0.875,bicubic
hardcorenas_d,92.390,7.610,98.080,1.920,7.50,224,0.875,bilinear
hrnet_w18,92.320,7.680,98.250,1.750,21.30,224,0.875,bilinear
tf_mixnet_m,92.320,7.680,97.890,2.110,5.01,224,0.875,bicubic
selecsls42b,92.280,7.720,98.140,1.860,32.46,224,0.875,bicubic
@ -555,8 +559,8 @@ gernet_s,92.140,7.860,98.200,1.800,8.17,224,0.875,bilinear
xcit_nano_12_p8_224_dist,92.100,7.900,98.150,1.850,3.05,224,1.000,bicubic
resnet26d,92.070,7.930,97.970,2.030,16.01,224,0.875,bicubic
vit_tiny_r_s16_p8_384,92.040,7.960,98.290,1.710,6.36,384,1.000,bicubic
dpn68,92.030,7.970,98.050,1.950,12.61,224,0.875,bicubic
vit_small_patch32_224,92.030,7.970,98.230,1.770,22.88,224,0.900,bicubic
dpn68,92.030,7.970,98.050,1.950,12.61,224,0.875,bicubic
hardcorenas_c,92.030,7.970,97.840,2.160,5.52,224,0.875,bilinear
tf_efficientnet_es,91.980,8.020,97.860,2.140,5.44,224,0.875,bicubic
repvgg_a2,91.940,8.060,98.150,1.850,28.21,224,0.875,bilinear
@ -564,16 +568,16 @@ levit_128s,91.930,8.070,98.070,1.930,7.78,224,0.900,bicubic
densenet169,91.920,8.080,98.100,1.900,14.15,224,0.875,bicubic
densenetblur121d,91.910,8.090,98.070,1.930,8.00,224,0.875,bicubic
tv_resnet50,91.900,8.100,98.040,1.960,25.56,224,0.875,bilinear
mixer_b16_224,91.870,8.130,97.250,2.750,59.88,224,0.875,bicubic
resnext26ts,91.870,8.130,97.920,2.080,10.30,256,0.900,bicubic
mixer_b16_224,91.870,8.130,97.250,2.750,59.88,224,0.875,bicubic
xcit_nano_12_p16_384_dist,91.830,8.170,98.020,1.980,3.05,384,1.000,bicubic
mobilenetv2_140,91.830,8.170,97.850,2.150,6.11,224,0.875,bicubic
mixnet_s,91.820,8.180,97.690,2.310,4.13,224,0.875,bicubic
vit_tiny_patch16_224,91.770,8.230,98.040,1.960,5.72,224,0.900,bicubic
mobilevitv2_075,91.760,8.240,97.860,2.140,2.87,256,0.888,bicubic
hardcorenas_b,91.760,8.240,97.780,2.220,5.18,224,0.875,bilinear
resnest14d,91.720,8.280,97.870,2.130,10.61,224,0.875,bilinear
regnety_008,91.720,8.280,98.180,1.820,6.26,224,0.875,bicubic
resnest14d,91.720,8.280,97.870,2.130,10.61,224,0.875,bilinear
densenet121,91.580,8.420,98.030,1.970,7.98,224,0.875,bicubic
tf_mixnet_s,91.510,8.490,97.610,2.390,4.13,224,0.875,bicubic
repvgg_b0,91.400,8.600,97.990,2.010,15.82,224,0.875,bilinear
@ -592,16 +596,16 @@ edgenext_x_small,91.090,8.910,97.550,2.450,2.34,256,0.900,bicubic
regnetx_008,91.050,8.950,97.710,2.290,7.26,224,0.875,bicubic
tf_efficientnet_lite0,91.040,8.960,97.590,2.410,4.65,224,0.875,bicubic
xcit_nano_12_p8_224,91.020,8.980,97.790,2.210,3.05,224,1.000,bicubic
mobilenetv2_110d,90.960,9.040,97.560,2.440,4.52,224,0.875,bicubic
gluon_resnet34_v1b,90.960,9.040,97.640,2.360,21.80,224,0.875,bicubic
mobilenetv2_110d,90.960,9.040,97.560,2.440,4.52,224,0.875,bicubic
tinynet_b,90.920,9.080,97.670,2.330,3.73,188,0.875,bicubic
pit_ti_distilled_224,90.900,9.100,97.720,2.280,5.10,224,0.900,bicubic
legacy_seresnet34,90.900,9.100,97.580,2.420,21.96,224,0.875,bilinear
tv_densenet121,90.890,9.110,97.710,2.290,7.98,224,0.875,bicubic
mobilevit_xs,90.820,9.180,97.920,2.080,2.32,256,0.900,bicubic
dla34,90.780,9.220,97.660,2.340,15.74,224,0.875,bilinear
fbnetc_100,90.710,9.290,97.210,2.790,5.57,224,0.875,bilinear
deit_tiny_distilled_patch16_224,90.710,9.290,97.570,2.430,5.91,224,0.900,bicubic
fbnetc_100,90.710,9.290,97.210,2.790,5.57,224,0.875,bilinear
swsl_resnet18,90.690,9.310,97.700,2.300,11.69,224,0.875,bilinear
convit_tiny,90.640,9.360,97.740,2.260,5.71,224,0.875,bicubic
crossvit_9_240,90.630,9.370,97.740,2.260,8.55,240,0.875,bicubic

1 model top1 top1_err top5 top5_err param_count img_size crop_pct interpolation
5 tf_efficientnet_l2_ns_475 98.500 1.500 99.830 0.170 480.31 475 0.936 bicubic
6 deit3_large_patch16_384_in21ft1k 98.460 1.540 99.760 0.240 304.76 384 1.000 bicubic
7 convnext_xlarge_384_in22ft1k 98.350 1.650 99.800 0.200 350.20 384 1.000 bicubic
convnext_large_384_in22ft1k 98.220 1.780 99.730 0.270 197.77 384 1.000 bicubic
8 vit_large_patch16_384 98.220 1.780 99.800 0.200 304.72 384 1.000 bicubic
9 convnext_large_384_in22ft1k 98.220 1.780 99.730 0.270 197.77 384 1.000 bicubic
10 beit_large_patch16_224 98.180 1.820 99.760 0.240 304.43 224 0.900 bicubic
deit3_huge_patch14_224_in21ft1k 98.170 1.830 99.730 0.270 632.13 224 1.000 bicubic
11 deit3_large_patch16_224_in21ft1k 98.170 1.830 99.760 0.240 304.37 224 1.000 bicubic
12 deit3_huge_patch14_224_in21ft1k 98.170 1.830 99.730 0.270 632.13 224 1.000 bicubic
13 swinv2_large_window12to24_192to384_22kft1k 98.150 1.850 99.690 0.310 196.74 384 1.000 bicubic
14 swinv2_base_window12to24_192to384_22kft1k 98.140 1.860 99.780 0.220 87.92 384 1.000 bicubic
15 swin_large_patch4_window12_384 98.040 1.960 99.690 0.310 196.74 384 1.000 bicubic
16 convnext_base_384_in22ft1k 97.950 2.050 99.650 0.350 88.59 384 1.000 bicubic
convnext_xlarge_in22ft1k 97.920 2.080 99.680 0.320 350.20 224 0.875 bicubic
17 tf_efficientnet_b7_ns 97.920 2.080 99.720 0.280 66.35 600 0.949 bicubic
18 convnext_xlarge_in22ft1k 97.920 2.080 99.680 0.320 350.20 224 0.875 bicubic
19 swin_base_patch4_window12_384 97.890 2.110 99.710 0.290 87.90 384 1.000 bicubic
swinv2_large_window12to16_192to256_22kft1k 97.860 2.140 99.650 0.350 196.74 256 0.900 bicubic
20 vit_large_r50_s32_384 97.860 2.140 99.670 0.330 329.09 384 1.000 bicubic
21 swinv2_large_window12to16_192to256_22kft1k 97.860 2.140 99.650 0.350 196.74 256 0.900 bicubic
22 vit_base_patch16_384 97.840 2.160 99.670 0.330 86.86 384 1.000 bicubic
deit3_base_patch16_384_in21ft1k 97.830 2.170 99.680 0.320 86.88 384 1.000 bicubic
23 convnext_large_in22ft1k 97.830 2.170 99.690 0.310 197.77 224 0.875 bicubic
24 deit3_base_patch16_384_in21ft1k 97.830 2.170 99.680 0.320 86.88 384 1.000 bicubic
25 beit_base_patch16_384 97.820 2.180 99.700 0.300 86.74 384 1.000 bicubic
26 volo_d5_512 97.770 2.230 99.670 0.330 296.09 512 1.150 bicubic
27 volo_d5_448 97.760 2.240 99.620 0.380 295.91 448 1.150 bicubic
28 tf_efficientnetv2_l_in21ft1k 97.700 2.300 99.670 0.330 118.52 480 1.000 bicubic
29 volo_d4_448 97.670 2.330 99.610 0.390 193.41 448 1.150 bicubic
30 tf_efficientnetv2_xl_in21ft1k 97.660 2.340 99.490 0.510 208.12 512 1.000 bicubic
swin_large_patch4_window7_224 97.650 2.350 99.580 0.420 196.53 224 0.900 bicubic
31 swinv2_base_window12to16_192to256_22kft1k 97.650 2.350 99.720 0.280 87.92 256 0.900 bicubic
32 swin_large_patch4_window7_224 97.650 2.350 99.580 0.420 196.53 224 0.900 bicubic
33 vit_large_patch16_224 97.640 2.360 99.590 0.410 304.33 224 0.900 bicubic
34 tf_efficientnet_b6_ns 97.630 2.370 99.580 0.420 43.04 528 0.942 bicubic
35 ig_resnext101_32x48d 97.620 2.380 99.700 0.300 828.41 224 0.875 bilinear
36 dm_nfnet_f6 97.600 2.400 99.550 0.450 438.36 576 0.956 bicubic
dm_nfnet_f4 97.580 2.420 99.510 0.490 316.07 512 0.951 bicubic
37 vit_base_patch8_224 97.580 2.420 99.670 0.330 86.58 224 0.900 bicubic
38 dm_nfnet_f4 97.580 2.420 99.510 0.490 316.07 512 0.951 bicubic
39 volo_d3_448 97.550 2.450 99.550 0.450 86.63 448 1.000 bicubic
40 dm_nfnet_f5 97.540 2.460 99.570 0.430 377.21 544 0.954 bicubic
41 xcit_large_24_p8_384_dist 97.520 2.480 99.540 0.460 188.93 384 1.000 bicubic
61 swin_base_patch4_window7_224 97.250 2.750 99.530 0.470 87.77 224 0.900 bicubic
62 xcit_small_24_p8_384_dist 97.240 2.760 99.610 0.390 47.63 384 1.000 bicubic
63 xcit_small_12_p8_384_dist 97.230 2.770 99.480 0.520 26.21 384 1.000 bicubic
tf_efficientnet_b7_ap 97.200 2.800 99.540 0.460 66.35 600 0.949 bicubic
tf_efficientnet_b8 97.200 2.800 99.500 0.500 87.41 672 0.954 bicubic
64 swsl_resnext101_32x8d 97.200 2.800 99.570 0.430 88.79 224 0.875 bilinear
65 tf_efficientnet_b7_ap 97.200 2.800 99.540 0.460 66.35 600 0.949 bicubic
66 regnetz_e8 97.200 2.800 99.500 0.500 57.70 320 1.000 bicubic
67 tf_efficientnet_b8 97.200 2.800 99.500 0.500 87.41 672 0.954 bicubic
68 vit_base_r50_s16_384 97.180 2.820 99.560 0.440 98.95 384 1.000 bicubic
69 tf_efficientnetv2_m 97.140 2.860 99.410 0.590 54.14 480 1.000 bicubic
70 deit3_small_patch16_384_in21ft1k 97.130 2.870 99.500 0.500 22.21 384 1.000 bicubic
77 ecaresnet269d 97.080 2.920 99.470 0.530 102.09 352 1.000 bicubic
78 cait_s24_384 97.070 2.930 99.430 0.570 47.06 384 1.000 bicubic
79 xcit_large_24_p8_224_dist 97.070 2.930 99.420 0.580 188.93 224 1.000 bicubic
deit3_base_patch16_384 97.020 2.980 99.390 0.610 86.88 384 1.000 bicubic
80 dm_nfnet_f2 97.020 2.980 99.440 0.560 193.78 352 0.920 bicubic
81 deit3_base_patch16_384 97.020 2.980 99.390 0.610 86.88 384 1.000 bicubic
82 resnetv2_152x2_bitm 97.010 2.990 99.590 0.410 236.34 448 1.000 bilinear
83 tf_efficientnet_b7 97.010 2.990 99.520 0.480 66.35 600 0.949 bicubic
84 volo_d2_224 97.000 3.000 99.390 0.610 58.68 224 0.960 bicubic
86 convnext_small_in22ft1k 96.990 3.010 99.410 0.590 50.22 224 0.875 bicubic
87 efficientnetv2_rw_m 96.980 3.020 99.540 0.460 53.24 416 1.000 bicubic
88 deit_base_distilled_patch16_384 96.960 3.040 99.480 0.520 87.63 384 1.000 bicubic
seresnextaa101d_32x8d 96.950 3.050 99.390 0.610 93.59 288 1.000 bicubic
89 tf_efficientnet_b4_ns 96.950 3.050 99.580 0.420 19.34 380 0.922 bicubic
90 seresnextaa101d_32x8d 96.950 3.050 99.390 0.610 93.59 288 1.000 bicubic
91 deit3_large_patch16_224 96.940 3.060 99.340 0.660 304.37 224 0.900 bicubic
92 xcit_small_12_p16_384_dist 96.930 3.070 99.400 0.600 26.25 384 1.000 bicubic
93 xcit_medium_24_p8_224_dist 96.920 3.080 99.390 0.610 84.32 224 1.000 bicubic
95 resnetrs420 96.910 3.090 99.460 0.540 191.89 416 1.000 bicubic
96 dm_nfnet_f1 96.910 3.090 99.410 0.590 132.63 320 0.910 bicubic
97 deit3_huge_patch14_224 96.890 3.110 99.480 0.520 632.13 224 0.900 bicubic
convnext_tiny_384_in22ft1k 96.880 3.120 99.470 0.530 28.59 384 1.000 bicubic
98 vit_base_patch16_224 96.880 3.120 99.530 0.470 86.57 224 0.900 bicubic
99 convnext_tiny_384_in22ft1k 96.880 3.120 99.470 0.530 28.59 384 1.000 bicubic
100 xcit_small_24_p8_224_dist 96.870 3.130 99.480 0.520 47.63 224 1.000 bicubic
101 resnetv2_152x2_bit_teacher_384 96.830 3.170 99.450 0.550 236.34 384 1.000 bicubic
102 ig_resnext101_32x16d 96.810 3.190 99.600 0.400 194.03 224 0.875 bilinear
103 xcit_large_24_p16_224_dist 96.800 3.200 99.350 0.650 189.10 224 1.000 bicubic
104 vit_large_r50_s32_224 96.790 3.210 99.350 0.650 328.99 224 0.900 bicubic
seresnext101_32x8d 96.770 3.230 99.350 0.650 93.57 288 1.000 bicubic
105 seresnet152d 96.770 3.230 99.450 0.550 66.84 320 1.000 bicubic
106 seresnext101_32x8d 96.770 3.230 99.350 0.650 93.57 288 1.000 bicubic
107 resnetrs350 96.760 3.240 99.370 0.630 163.96 384 1.000 bicubic
108 swinv2_base_window16_256 96.760 3.240 99.350 0.650 87.92 256 0.900 bicubic
109 convnext_large 96.760 3.240 99.300 0.700 197.77 224 0.875 bicubic
resnet200d 96.720 3.280 99.330 0.670 64.69 320 1.000 bicubic
110 tf_efficientnetv2_s_in21ft1k 96.720 3.280 99.420 0.580 21.46 384 1.000 bicubic
111 seresnext101d_32x8d resnet200d 96.710 96.720 3.290 3.280 99.360 99.330 0.640 0.670 93.59 64.69 288 320 1.000 bicubic
112 resnetv2_50x3_bitm 96.710 3.290 99.550 0.450 217.32 448 1.000 bilinear
regnetz_040 96.710 3.290 99.470 0.530 27.12 320 1.000 bicubic
113 regnetz_040h 96.710 3.290 99.500 0.500 28.94 320 1.000 bicubic
114 regnetz_040 96.710 3.290 99.470 0.530 27.12 320 1.000 bicubic
115 seresnext101d_32x8d 96.710 3.290 99.360 0.640 93.59 288 1.000 bicubic
116 vit_small_patch16_384 96.700 3.300 99.480 0.520 22.20 384 1.000 bicubic
117 resnetrs200 96.700 3.300 99.370 0.630 93.21 320 1.000 bicubic
118 eca_nfnet_l1 96.700 3.300 99.290 0.710 41.41 320 1.000 bicubic
120 resnetrs270 96.690 3.310 99.350 0.650 129.86 352 1.000 bicubic
121 vit_small_r26_s32_384 96.680 3.320 99.580 0.420 36.47 384 1.000 bicubic
122 tf_efficientnet_b5_ap 96.680 3.320 99.460 0.540 30.39 456 0.934 bicubic
pit_b_distilled_224 96.670 3.330 99.350 0.650 74.79 224 0.900 bicubic
123 tf_efficientnet_b6 96.670 3.330 99.370 0.630 43.04 528 0.942 bicubic
124 pit_b_distilled_224 96.670 3.330 99.350 0.650 74.79 224 0.900 bicubic
125 deit3_small_patch16_224_in21ft1k 96.660 3.340 99.330 0.670 22.06 224 1.000 bicubic
126 resmlp_big_24_224_in22ft1k 96.620 3.380 99.510 0.490 129.14 224 0.875 bicubic
127 regnetz_d8 96.620 3.380 99.450 0.550 23.37 320 1.000 bicubic
resnest200e 96.610 3.390 99.350 0.650 70.20 320 0.909 bicubic
128 regnetz_d8_evos 96.610 3.390 99.440 0.560 23.46 320 0.950 bicubic
129 regnetz_d32 resnest200e 96.600 96.610 3.400 3.390 99.380 99.350 0.620 0.650 27.58 70.20 320 0.950 0.909 bicubic
130 swsl_resnext101_32x16d 96.600 3.400 99.530 0.470 194.03 224 0.875 bilinear
131 regnetz_d32 96.600 3.400 99.380 0.620 27.58 320 0.950 bicubic
132 xcit_medium_24_p16_224_dist 96.590 3.410 99.270 0.730 84.40 224 1.000 bicubic
133 resnetrs152 96.580 3.420 99.240 0.760 86.62 320 1.000 bicubic
134 xcit_tiny_24_p8_384_dist 96.550 3.450 99.320 0.680 12.11 384 1.000 bicubic
swinv2_base_window8_256 96.540 3.460 99.270 0.730 87.92 256 0.900 bicubic
135 cait_xs24_384 96.540 3.460 99.420 0.580 26.67 384 1.000 bicubic
136 efficientnetv2_rw_s 96.540 3.460 99.360 0.640 23.94 384 1.000 bicubic
137 crossvit_18_dagger_408 swinv2_base_window8_256 96.530 96.540 3.470 3.460 99.260 99.270 0.740 0.730 44.61 87.92 408 256 1.000 0.900 bicubic
138 regnety_080 96.530 3.470 99.320 0.680 39.18 288 1.000 bicubic
139 crossvit_18_dagger_408 96.530 3.470 99.260 0.740 44.61 408 1.000 bicubic
140 resnest269e 96.520 3.480 99.350 0.650 110.93 416 0.928 bicubic
141 vit_base_patch32_384 96.490 3.510 99.410 0.590 88.30 384 1.000 bicubic
142 convnext_base 96.470 3.530 99.230 0.770 88.59 224 0.875 bicubic
143 swinv2_small_window16_256 96.460 3.540 99.200 0.800 49.73 256 0.900 bicubic
vit_base_patch16_224_miil 96.450 3.550 99.300 0.700 86.54 224 0.875 bilinear
144 resmlp_big_24_distilled_224 96.450 3.550 99.310 0.690 129.14 224 0.875 bicubic
145 vit_base_patch16_224_miil 96.450 3.550 99.300 0.700 86.54 224 0.875 bilinear
146 cs3se_edgenet_x 96.440 3.560 99.400 0.600 50.72 320 1.000 bicubic
147 swsl_resnext101_32x4d 96.430 3.570 99.470 0.530 44.18 224 0.875 bilinear
148 regnetv_064 96.410 3.590 99.360 0.640 30.58 288 1.000 bicubic
149 xcit_large_24_p8_224 96.410 3.590 98.980 1.020 188.93 224 1.000 bicubic
151 tf_efficientnet_b3_ns 96.390 3.610 99.350 0.650 12.23 300 0.904 bicubic
152 crossvit_15_dagger_408 96.390 3.610 99.160 0.840 28.50 408 1.000 bicubic
153 cait_s24_224 96.380 3.620 99.150 0.850 46.92 224 1.000 bicubic
regnety_064 96.360 3.640 99.230 0.770 30.58 288 1.000 bicubic
154 resnet152d 96.360 3.640 99.390 0.610 60.21 320 1.000 bicubic
155 regnety_064 96.360 3.640 99.230 0.770 30.58 288 1.000 bicubic
156 regnety_160 96.350 3.650 99.330 0.670 83.59 288 1.000 bicubic
157 tf_efficientnet_b5 96.350 3.650 99.310 0.690 30.39 456 0.934 bicubic
158 xception65 96.350 3.650 99.240 0.760 39.92 299 0.940 bicubic
159 tf_efficientnetv2_s 96.340 3.660 99.200 0.800 21.46 384 1.000 bicubic
160 volo_d1_224 96.330 3.670 99.310 0.690 26.63 224 0.960 bicubic
161 ig_resnext101_32x8d 96.310 3.690 99.430 0.570 88.79 224 0.875 bilinear
deit3_base_patch16_224 96.300 3.700 99.180 0.820 86.59 224 0.900 bicubic
162 resnet101d 96.300 3.700 99.230 0.770 44.57 320 1.000 bicubic
163 deit3_base_patch16_224 96.300 3.700 99.180 0.820 86.59 224 0.900 bicubic
164 swinv2_small_window8_256 96.290 3.710 99.210 0.790 49.73 256 0.900 bicubic
165 twins_svt_large 96.270 3.730 99.170 0.830 99.27 224 0.900 bicubic
166 jx_nest_base 96.250 3.750 99.210 0.790 67.72 224 0.875 bicubic
167 swin_s3_base_224 96.250 3.750 99.140 0.860 71.13 224 0.900 bicubic
168 swin_s3_small_224 96.230 3.770 99.090 0.910 49.74 224 0.900 bicubic
169 convnext_tiny_in22ft1k 96.220 3.780 99.340 0.660 28.59 224 0.875 bicubic
xception65p 96.210 3.790 99.180 0.820 39.82 299 0.940 bicubic
170 xcit_small_24_p16_224_dist 96.210 3.790 99.210 0.790 47.67 224 1.000 bicubic
171 xception65p 96.210 3.790 99.180 0.820 39.82 299 0.940 bicubic
172 deit3_small_patch16_384 96.200 3.800 99.290 0.710 22.21 384 1.000 bicubic
173 regnetv_040 96.190 3.810 99.330 0.670 20.64 288 1.000 bicubic
mobilevitv2_175_384_in22ft1k 96.180 3.820 99.130 0.870 14.25 384 1.000 bicubic
174 swinv2_cr_small_ns_224 96.180 3.820 99.140 0.860 49.70 224 0.900 bicubic
175 mobilevitv2_175_384_in22ft1k 96.180 3.820 99.130 0.870 14.25 384 1.000 bicubic
176 convnext_small 96.170 3.830 99.100 0.900 50.22 224 0.875 bicubic
twins_svt_base 96.160 3.840 99.060 0.940 56.07 224 0.900 bicubic
177 tf_efficientnet_b4_ap 96.160 3.840 99.280 0.720 19.34 380 0.922 bicubic
178 twins_pcpvt_large twins_svt_base 96.150 96.160 3.850 3.840 99.180 99.060 0.820 0.940 60.99 56.07 224 0.900 bicubic
179 dm_nfnet_f0 96.150 3.850 99.250 0.750 71.49 256 0.900 bicubic
180 efficientnet_b4 96.150 3.850 99.190 0.810 19.34 384 1.000 bicubic
181 twins_pcpvt_large 96.150 3.850 99.180 0.820 60.99 224 0.900 bicubic
182 deit_base_patch16_384 96.150 3.850 99.140 0.860 86.86 384 1.000 bicubic
dm_nfnet_f0 96.150 3.850 99.250 0.750 71.49 256 0.900 bicubic
183 sequencer2d_l 96.140 3.860 99.160 0.840 54.30 224 0.875 bicubic
184 regnetz_c16_evos 96.130 3.870 99.360 0.640 13.49 320 0.950 bicubic
nfnet_l0 96.120 3.880 99.240 0.760 35.07 288 1.000 bicubic
185 resnetv2_50x1_bit_distilled 96.120 3.880 99.280 0.720 25.55 224 0.875 bicubic
186 xcit_medium_24_p8_224 nfnet_l0 96.110 96.120 3.890 3.880 98.890 99.240 1.110 0.760 84.32 35.07 224 288 1.000 bicubic
187 xcit_small_12_p8_224 96.110 3.890 99.160 0.840 26.21 224 1.000 bicubic
188 resnetv2_152x2_bit_teacher xcit_medium_24_p8_224 96.100 96.110 3.900 3.890 99.270 98.890 0.730 1.110 236.34 84.32 224 0.875 1.000 bicubic
189 resnetv2_101x1_bitm 96.100 3.900 99.280 0.720 44.54 448 1.000 bilinear
190 resnetv2_152x2_bit_teacher 96.100 3.900 99.270 0.730 236.34 224 0.875 bicubic
191 deit_base_distilled_patch16_224 96.090 3.910 99.190 0.810 87.34 224 0.900 bicubic
192 resnext101_64x4d 96.080 3.920 99.240 0.760 83.46 288 1.000 bicubic
193 xcit_tiny_12_p8_384_dist 96.080 3.920 99.140 0.860 6.71 384 1.000 bicubic
194 swinv2_cr_small_224 96.060 3.940 98.870 1.130 49.70 224 0.900 bicubic
195 cs3edgenet_x 96.050 3.950 99.140 0.860 47.82 288 1.000 bicubic
196 cs3sedarknet_x 96.040 3.960 99.110 0.890 35.40 288 1.000 bicubic
197 mobilevitv2_200_384_in22ft1k 96.040 3.960 99.080 0.920 18.45 384 1.000 bicubic
198 xcit_small_12_p16_224_dist 96.020 3.980 99.130 0.870 26.25 224 1.000 bicubic
199 regnety_040 96.010 3.990 99.180 0.820 20.65 288 1.000 bicubic
200 sequencer2d_s 95.990 4.010 99.050 0.950 27.65 224 0.875 bicubic
tresnet_xl_448 95.970 4.030 99.130 0.870 78.44 448 0.875 bilinear
201 regnety_032 95.970 4.030 99.190 0.810 19.44 288 1.000 bicubic
202 tresnet_xl_448 95.970 4.030 99.130 0.870 78.44 448 0.875 bilinear
203 jx_nest_small 95.960 4.040 99.030 0.970 38.35 224 0.875 bicubic
204 eca_nfnet_l0 95.950 4.050 99.210 0.790 24.14 288 1.000 bicubic
205 swinv2_tiny_window16_256 95.940 4.060 99.140 0.860 28.35 256 0.900 bicubic
206 xcit_tiny_24_p16_384_dist 95.920 4.080 99.220 0.780 12.12 384 1.000 bicubic
207 swin_small_patch4_window7_224 95.910 4.090 99.020 0.980 49.61 224 0.900 bicubic
resnet152 95.900 4.100 99.080 0.920 60.19 224 0.950 bicubic
208 tf_efficientnet_b4 95.900 4.100 99.170 0.830 19.34 380 0.922 bicubic
209 resnet152 95.900 4.100 99.080 0.920 60.19 224 0.950 bicubic
210 resnet51q 95.870 4.130 99.130 0.870 35.70 288 1.000 bilinear
tresnet_l_448 95.860 4.140 99.120 0.880 55.99 448 0.875 bilinear
cs3darknet_x 95.860 4.140 99.180 0.820 35.05 288 1.000 bicubic
resnest101e 95.860 4.140 99.210 0.790 48.28 256 0.875 bilinear
211 swsl_resnext50_32x4d 95.860 4.140 99.250 0.750 25.03 224 0.875 bilinear
212 resnest101e 95.860 4.140 99.210 0.790 48.28 256 0.875 bilinear
213 cs3darknet_x 95.860 4.140 99.180 0.820 35.05 288 1.000 bicubic
214 tresnet_l_448 95.860 4.140 99.120 0.880 55.99 448 0.875 bilinear
215 cait_xxs36_384 95.840 4.160 99.090 0.910 17.37 384 1.000 bicubic
216 vit_large_patch32_384 95.830 4.170 99.150 0.850 306.63 384 1.000 bicubic
sequencer2d_m 95.810 4.190 99.110 0.890 38.31 224 0.875 bicubic
217 xcit_tiny_24_p8_224_dist 95.810 4.190 99.210 0.790 12.11 224 1.000 bicubic
218 sequencer2d_m 95.810 4.190 99.110 0.890 38.31 224 0.875 bicubic
219 regnetz_c16 95.800 4.200 99.100 0.900 13.46 320 0.940 bicubic
220 ssl_resnext101_32x16d 95.790 4.210 99.180 0.820 194.03 224 0.875 bilinear
221 twins_pcpvt_base 95.790 4.210 99.130 0.870 43.83 224 0.900 bicubic
222 resnet61q 95.780 4.220 98.990 1.010 36.85 288 1.000 bicubic
vit_relpos_base_patch16_clsgap_224 95.760 4.240 99.040 0.960 86.43 224 0.900 bicubic
223 tf_efficientnet_b2_ns 95.760 4.240 99.120 0.880 9.11 260 0.890 bicubic
224 vit_relpos_base_patch16_clsgap_224 95.760 4.240 99.040 0.960 86.43 224 0.900 bicubic
225 gc_efficientnetv2_rw_t 95.740 4.260 99.020 0.980 13.68 288 1.000 bicubic
226 efficientnet_b3 95.710 4.290 99.040 0.960 12.23 320 1.000 bicubic
pnasnet5large 95.710 4.290 98.920 1.080 86.06 331 0.911 bicubic
227 tresnet_m 95.710 4.290 99.030 0.970 31.39 224 0.875 bilinear
228 pnasnet5large 95.710 4.290 98.920 1.080 86.06 331 0.911 bicubic
229 mobilevitv2_150_384_in22ft1k 95.700 4.300 99.140 0.860 10.59 384 1.000 bicubic
230 crossvit_15_dagger_240 95.690 4.310 98.830 1.170 28.21 240 0.875 bicubic
231 nasnetalarge 95.680 4.320 98.930 1.070 88.75 331 0.911 bicubic
232 xcit_tiny_24_p8_224 95.670 4.330 99.050 0.950 12.11 224 1.000 bicubic
pit_b_224 95.640 4.360 98.670 1.330 73.76 224 0.900 bicubic
poolformer_m48 95.640 4.360 98.940 1.060 73.47 224 0.950 bicubic
233 vit_small_r26_s32_224 95.640 4.360 99.190 0.810 36.43 224 0.900 bicubic
234 poolformer_m48 95.640 4.360 98.940 1.060 73.47 224 0.950 bicubic
235 pit_b_224 95.640 4.360 98.670 1.330 73.76 224 0.900 bicubic
236 resnetv2_101 95.620 4.380 98.990 1.010 44.54 224 0.950 bicubic
237 resnetv2_50d_evos 95.610 4.390 99.030 0.970 25.59 288 0.950 bicubic
238 efficientnetv2_rw_t 95.600 4.400 99.070 0.930 13.65 288 1.000 bicubic
vit_relpos_base_patch16_224 95.570 4.430 99.030 0.970 86.43 224 0.900 bicubic
239 crossvit_18_dagger_240 95.570 4.430 99.060 0.940 44.27 240 0.875 bicubic
240 convit_base vit_relpos_base_patch16_224 95.550 95.570 4.450 4.430 98.870 99.030 1.130 0.970 86.54 86.43 224 0.875 0.900 bicubic
241 convnext_tiny 95.550 4.450 99.000 1.000 28.59 224 0.875 bicubic
242 convit_base 95.550 4.450 98.870 1.130 86.54 224 0.875 bicubic
243 coat_lite_small 95.540 4.460 98.860 1.140 19.84 224 0.900 bicubic
xcit_medium_24_p16_224 95.530 4.470 98.740 1.260 84.40 224 1.000 bicubic
xcit_small_24_p16_224 95.530 4.470 98.770 1.230 47.67 224 1.000 bicubic
levit_384 95.530 4.470 99.050 0.950 39.13 224 0.900 bicubic
244 ecaresnet101d 95.530 4.470 99.130 0.870 44.57 224 0.875 bicubic
245 levit_384 95.530 4.470 99.050 0.950 39.13 224 0.900 bicubic
246 xcit_small_24_p16_224 95.530 4.470 98.770 1.230 47.67 224 1.000 bicubic
247 xcit_medium_24_p16_224 95.530 4.470 98.740 1.260 84.40 224 1.000 bicubic
248 crossvit_base_240 95.520 4.480 98.820 1.180 105.03 240 0.875 bicubic
xception41p 95.510 4.490 98.910 1.090 26.91 299 0.940 bicubic
fbnetv3_g 95.510 4.490 98.990 1.010 16.62 288 0.950 bilinear
vit_relpos_medium_patch16_rpn_224 95.510 4.490 99.080 0.920 38.73 224 0.900 bicubic
249 ecaresnet50t 95.510 4.490 99.120 0.880 25.57 320 0.950 bicubic
250 vit_relpos_medium_patch16_rpn_224 95.510 4.490 99.080 0.920 38.73 224 0.900 bicubic
251 convnext_tiny_hnf 95.510 4.490 99.020 0.980 28.59 224 0.950 bicubic
252 fbnetv3_g 95.510 4.490 98.990 1.010 16.62 288 0.950 bilinear
253 xception41p 95.510 4.490 98.910 1.090 26.91 299 0.940 bicubic
254 swinv2_tiny_window8_256 95.500 4.500 99.120 0.880 28.35 256 0.900 bicubic
255 ssl_resnext101_32x8d 95.490 4.510 99.120 0.880 88.79 224 0.875 bilinear
256 vit_relpos_medium_patch16_cls_224 95.480 4.520 98.950 1.050 38.76 224 0.900 bicubic
257 visformer_small 95.470 4.530 98.900 1.100 40.22 224 0.900 bicubic
258 vit_relpos_medium_patch16_224 95.460 4.540 98.960 1.040 38.75 224 0.900 bicubic
259 ssl_resnext101_32x4d 95.440 4.560 99.130 0.870 44.18 224 0.875 bilinear
260 tresnet_xl 95.440 4.560 99.050 0.950 78.44 224 0.875 bilinear
261 deit_base_patch16_224 95.440 4.560 98.840 1.160 86.57 224 0.900 bicubic
ssl_resnext101_32x4d 95.440 4.560 99.130 0.870 44.18 224 0.875 bilinear
262 crossvit_18_240 95.440 4.560 98.790 1.210 43.27 240 0.875 bicubic
263 resnetv2_50d_gn 95.430 4.570 99.040 0.960 25.57 288 0.950 bicubic
264 resnetrs101 95.430 4.570 99.030 0.970 63.62 288 0.940 bicubic
265 halo2botnet50ts_256 95.420 4.580 99.010 0.990 22.64 256 0.950 bicubic
266 xcit_small_12_p16_224 95.420 4.580 98.840 1.160 26.25 224 1.000 bicubic
267 xcit_large_24_p16_224 95.420 4.580 98.620 1.380 189.10 224 1.000 bicubic
edgenext_small 95.410 4.590 99.100 0.900 5.59 320 1.000 bicubic
268 swsl_resnet50 95.410 4.590 99.300 0.700 25.56 224 0.875 bilinear
269 poolformer_m36 edgenext_small 95.380 95.410 4.620 4.590 98.850 99.100 1.150 0.900 56.17 5.59 224 320 0.950 1.000 bicubic
270 vit_base_patch16_rpn_224 95.380 4.620 98.930 1.070 86.54 224 0.900 bicubic
271 swinv2_cr_tiny_ns_224 poolformer_m36 95.370 95.380 4.630 4.620 98.940 98.850 1.060 1.150 28.33 56.17 224 0.900 0.950 bicubic
272 vit_small_patch16_224 95.370 4.630 99.150 0.850 22.05 224 0.900 bicubic
273 swinv2_cr_tiny_ns_224 95.370 4.630 98.940 1.060 28.33 224 0.900 bicubic
274 resnet101 95.360 4.640 98.860 1.140 44.55 224 0.950 bicubic
275 convnext_nano 95.360 4.640 98.850 1.150 15.59 288 1.000 bicubic
276 tf_efficientnet_b3_ap 95.320 4.680 98.900 1.100 12.23 300 0.904 bicubic
277 cs3sedarknet_l 95.310 4.690 99.130 0.870 21.91 288 0.950 bicubic
278 mixer_b16_224_miil 95.300 4.700 98.880 1.120 59.88 224 0.875 bilinear
279 tresnet_l 95.290 4.710 99.010 0.990 55.99 224 0.875 bilinear
280 cait_xxs24_384 95.280 4.720 98.960 1.040 12.03 384 1.000 bicubic
jx_nest_tiny 95.240 4.760 98.980 1.020 17.06 224 0.875 bicubic
281 pit_s_distilled_224 95.240 4.760 99.050 0.950 24.04 224 0.900 bicubic
282 jx_nest_tiny 95.240 4.760 98.980 1.020 17.06 224 0.875 bicubic
283 vit_srelpos_medium_patch16_224 95.230 4.770 98.990 1.010 38.74 224 0.900 bicubic
284 mobilevitv2_175_in22ft1k 95.230 4.770 98.790 1.210 14.25 256 0.888 bicubic
285 resnetaa50 95.210 4.790 98.930 1.070 25.56 288 1.000 bicubic
286 twins_pcpvt_small 95.210 4.790 98.880 1.120 24.11 224 0.900 bicubic
twins_svt_small 95.200 4.800 98.880 1.120 24.06 224 0.900 bicubic
287 convit_small 95.200 4.800 98.900 1.100 27.78 224 0.875 bicubic
288 twins_svt_small 95.200 4.800 98.880 1.120 24.06 224 0.900 bicubic
289 tf_efficientnet_b1_ns 95.180 4.820 99.110 0.890 7.79 240 0.882 bicubic
290 cs3darknet_focus_l 95.170 4.830 98.960 1.040 21.15 288 0.950 bicubic
swin_s3_tiny_224 95.160 4.840 98.940 1.060 28.33 224 0.900 bicubic
291 mobilevitv2_200_in22ft1k 95.160 4.840 98.950 1.050 18.45 256 0.888 bicubic
tf_efficientnetv2_b3 95.160 4.840 98.820 1.180 14.36 300 0.904 bicubic
292 vit_relpos_small_patch16_224 95.160 4.840 98.950 1.050 21.98 224 0.900 bicubic
293 lamhalobotnet50ts_256 swin_s3_tiny_224 95.150 95.160 4.850 4.840 98.880 98.940 1.120 1.060 22.57 28.33 256 224 0.950 0.900 bicubic
294 tf_efficientnetv2_b3 95.160 4.840 98.820 1.180 14.36 300 0.904 bicubic
295 crossvit_15_240 95.150 4.850 98.930 1.070 27.53 240 0.875 bicubic
296 lamhalobotnet50ts_256 95.150 4.850 98.880 1.120 22.57 256 0.950 bicubic
297 mobilevitv2_150_in22ft1k 95.140 4.860 98.860 1.140 10.59 256 0.888 bicubic
298 halonet50ts 95.140 4.860 98.770 1.230 22.73 256 0.940 bicubic
299 xcit_tiny_12_p16_384_dist 95.130 4.870 99.020 0.980 6.72 384 1.000 bicubic
301 cs3darknet_l 95.120 4.880 98.980 1.020 21.16 288 0.950 bicubic
302 efficientnet_el 95.120 4.880 98.980 1.020 10.59 300 0.904 bicubic
303 xcit_tiny_12_p8_224_dist 95.100 4.900 98.910 1.090 6.71 224 1.000 bicubic
gernet_l 95.090 4.910 98.900 1.100 31.08 256 0.875 bilinear
304 poolformer_s36 95.090 4.910 98.910 1.090 30.86 224 0.900 bicubic
305 gernet_l 95.090 4.910 98.900 1.100 31.08 256 0.875 bilinear
306 ecaresnet101d_pruned 95.080 4.920 98.980 1.020 24.88 224 0.875 bicubic
307 wide_resnet50_2 95.080 4.920 98.970 1.030 68.88 224 0.875 bicubic
308 convmixer_1536_20 95.070 4.930 99.030 0.970 51.63 224 0.960 bicubic
311 vit_small_patch32_384 95.050 4.950 98.990 1.010 22.92 384 1.000 bicubic
312 gluon_resnet152_v1s 95.040 4.960 98.930 1.070 60.32 224 0.875 bicubic
313 tnt_s_patch16_224 95.040 4.960 98.830 1.170 23.76 224 0.900 bicubic
seresnext50_32x4d 95.030 4.970 98.880 1.120 27.56 224 0.875 bicubic
314 vit_srelpos_small_patch16_224 95.030 4.970 98.960 1.040 21.97 224 0.900 bicubic
315 seresnext50_32x4d 95.030 4.970 98.880 1.120 27.56 224 0.875 bicubic
316 resnetv2_50x1_bitm 95.010 4.990 99.060 0.940 25.55 448 1.000 bilinear
317 tf_efficientnet_b3 95.010 4.990 98.910 1.090 12.23 300 0.904 bicubic
318 levit_256 95.010 4.990 98.890 1.110 18.89 224 0.900 bicubic
deit3_small_patch16_224 95.000 5.000 98.460 1.540 22.06 224 0.900 bicubic
319 vit_base_patch32_224 95.000 5.000 99.030 0.970 88.22 224 0.900 bicubic
320 deit3_small_patch16_224 95.000 5.000 98.460 1.540 22.06 224 0.900 bicubic
321 tresnet_m_448 94.990 5.010 98.980 1.020 31.39 448 0.875 bilinear
322 coat_mini 94.970 5.030 98.780 1.220 10.34 224 0.900 bicubic
323 resnest50d_4s2x40d 94.960 5.040 99.070 0.930 30.42 224 0.875 bicubic
324 rexnet_200 94.950 5.050 99.010 0.990 16.37 224 0.875 bicubic
gluon_seresnext101_32x4d 94.920 5.080 98.810 1.190 48.96 224 0.875 bicubic
325 gluon_seresnext101_64x4d 94.920 5.080 98.830 1.170 88.23 224 0.875 bicubic
326 gluon_seresnext101_32x4d 94.920 5.080 98.810 1.190 48.96 224 0.875 bicubic
327 gluon_senet154 94.920 5.080 98.760 1.240 115.09 224 0.875 bicubic
328 mobilevitv2_175 94.890 5.110 98.860 1.140 14.25 256 0.888 bicubic
resmlp_36_distilled_224 94.880 5.120 98.840 1.160 44.69 224 0.875 bicubic
329 tf_efficientnet_lite4 94.880 5.120 99.020 0.980 13.01 380 0.920 bilinear
330 resmlp_36_distilled_224 94.880 5.120 98.840 1.160 44.69 224 0.875 bicubic
331 ssl_resnext50_32x4d 94.870 5.130 98.890 1.110 25.03 224 0.875 bilinear
332 seresnet33ts 94.860 5.140 98.790 1.210 19.78 256 0.900 bicubic
333 resnest50d 94.850 5.150 98.880 1.120 27.48 224 0.875 bilinear
346 xcit_tiny_12_p8_224 94.690 5.310 98.830 1.170 6.71 224 1.000 bicubic
347 cspdarknet53 94.660 5.340 98.800 1.200 27.64 256 0.887 bilinear
348 edgenext_small_rw 94.660 5.340 98.790 1.210 7.83 320 1.000 bicubic
resmlp_big_24_224 94.660 5.340 98.480 1.520 129.14 224 0.875 bicubic
349 gluon_resnext101_64x4d 94.660 5.340 98.650 1.350 83.46 224 0.875 bicubic
350 resmlp_big_24_224 94.660 5.340 98.480 1.520 129.14 224 0.875 bicubic
351 darknet53 94.630 5.370 98.890 1.110 41.61 288 1.000 bicubic
352 efficientnet_b3_pruned 94.630 5.370 98.760 1.240 9.86 300 0.904 bicubic
gernet_m 94.620 5.380 98.860 1.140 21.14 224 0.875 bilinear
353 ecaresnet50d 94.620 5.380 98.890 1.110 25.58 224 0.875 bicubic
354 gernet_m 94.620 5.380 98.860 1.140 21.14 224 0.875 bilinear
355 efficientnet_b2 94.610 5.390 98.710 1.290 9.11 288 1.000 bicubic
356 pit_s_224 94.590 5.410 98.700 1.300 23.46 224 0.900 bicubic
357 sebotnet33ts_256 94.580 5.420 98.500 1.500 13.70 256 0.940 bicubic
358 repvgg_b3 94.570 5.430 98.780 1.220 123.09 224 0.875 bilinear
mobilevitv2_150 94.550 5.450 98.710 1.290 10.59 256 0.888 bicubic
nf_resnet50 94.550 5.450 98.790 1.210 25.56 288 0.940 bicubic
359 poolformer_s24 94.550 5.450 98.880 1.120 21.39 224 0.900 bicubic
360 nf_resnet50 94.550 5.450 98.790 1.210 25.56 288 0.940 bicubic
361 seresnet50 94.550 5.450 98.750 1.250 28.09 224 0.875 bicubic
362 gluon_resnext101_32x4d mobilevitv2_150 94.540 94.550 5.460 5.450 98.630 98.710 1.370 1.290 44.18 10.59 224 256 0.875 0.888 bicubic
363 regnety_320 94.540 5.460 98.860 1.140 145.05 224 0.875 bicubic
364 gluon_resnext101_32x4d 94.540 5.460 98.630 1.370 44.18 224 0.875 bicubic
365 resnext50_32x4d 94.540 5.460 98.610 1.390 25.03 224 0.950 bicubic
366 inception_resnet_v2 94.530 5.470 98.780 1.220 55.84 299 0.897 bicubic
367 xcit_tiny_24_p16_224_dist 94.530 5.470 98.780 1.220 12.12 224 1.000 bicubic
368 repvgg_b3g4 94.520 5.480 98.970 1.030 83.83 224 0.875 bilinear
369 convmixer_768_32 94.500 5.500 98.850 1.150 21.11 224 0.960 bicubic
tf_efficientnet_b2_ap 94.490 5.510 98.620 1.380 9.11 260 0.890 bicubic
370 gcresnext50ts 94.490 5.510 98.670 1.330 15.67 256 0.900 bicubic
371 tf_efficientnet_b2_ap 94.490 5.510 98.620 1.380 9.11 260 0.890 bicubic
372 regnety_120 94.480 5.520 98.810 1.190 51.82 224 0.875 bicubic
373 rexnet_150 94.480 5.520 98.790 1.210 9.73 224 0.875 bicubic
darknetaa53 94.470 5.530 98.760 1.240 36.02 288 1.000 bilinear
374 gcresnet33ts 94.470 5.530 98.770 1.230 19.88 256 0.900 bicubic
375 darknetaa53 94.470 5.530 98.760 1.240 36.02 288 1.000 bilinear
376 resmlp_24_distilled_224 94.460 5.540 98.770 1.230 30.02 224 0.875 bicubic
377 regnetx_320 94.460 5.540 98.740 1.260 107.81 224 0.875 bicubic
378 ssl_resnet50 94.440 5.560 98.920 1.080 25.56 224 0.875 bilinear
379 resnetv2_50 94.430 5.570 98.730 1.270 25.55 224 0.950 bicubic
380 tf_efficientnetv2_b2 94.420 5.580 98.570 1.430 10.10 260 0.890 bicubic
tf_efficientnet_el 94.400 5.600 98.710 1.290 10.59 300 0.904 bicubic
381 efficientnet_el_pruned 94.400 5.600 98.740 1.260 10.59 300 0.904 bicubic
382 tf_efficientnet_el 94.400 5.600 98.710 1.290 10.59 300 0.904 bicubic
383 deit_small_patch16_224 94.390 5.610 98.690 1.310 22.05 224 0.900 bicubic
384 inception_v4 94.380 5.620 98.580 1.420 42.68 299 0.875 bicubic
385 legacy_seresnext101_32x4d 94.370 5.630 98.650 1.350 48.96 224 0.875 bilinear
391 dpn107 94.310 5.690 98.470 1.530 86.92 224 0.875 bicubic
392 resnetrs50 94.300 5.700 98.640 1.360 35.69 224 0.910 bicubic
393 xception71 94.280 5.720 98.640 1.360 42.34 299 0.903 bicubic
gluon_xception65 94.260 5.740 98.570 1.430 39.92 299 0.903 bicubic
resnet50d 94.260 5.740 98.720 1.280 25.58 224 0.875 bicubic
394 cait_xxs36_224 94.260 5.740 98.720 1.280 17.30 224 1.000 bicubic
395 resnet50d 94.260 5.740 98.720 1.280 25.58 224 0.875 bicubic
396 gluon_xception65 94.260 5.740 98.570 1.430 39.92 299 0.903 bicubic
397 skresnext50_32x4d 94.250 5.750 98.460 1.540 27.48 224 0.875 bicubic
398 regnetx_120 94.240 5.760 98.650 1.350 46.11 224 0.875 bicubic
399 dpn92 94.230 5.770 98.730 1.270 37.67 224 0.875 bicubic
402 tf_efficientnet_lite3 94.210 5.790 98.640 1.360 8.20 300 0.904 bilinear
403 resmlp_36_224 94.200 5.800 98.660 1.340 44.69 224 0.875 bicubic
404 eca_resnet33ts 94.190 5.810 98.760 1.240 19.68 256 0.900 bicubic
mixnet_xl 94.190 5.810 98.340 1.660 11.90 224 0.875 bicubic
405 resnext50d_32x4d 94.190 5.810 98.560 1.440 25.05 224 0.875 bicubic
406 mixnet_xl 94.190 5.810 98.340 1.660 11.90 224 0.875 bicubic
407 levit_192 94.180 5.820 98.540 1.460 10.95 224 0.900 bicubic
408 gluon_resnet152_v1c 94.160 5.840 98.640 1.360 60.21 224 0.875 bicubic
409 ens_adv_inception_resnet_v2 94.160 5.840 98.600 1.400 55.84 299 0.897 bicubic
422 resmlp_24_224 94.020 5.980 98.330 1.670 30.02 224 0.875 bicubic
423 halonet26t 94.010 5.990 98.500 1.500 12.48 256 0.950 bicubic
424 dpn131 93.990 6.010 98.720 1.280 79.25 224 0.875 bicubic
dla102x2 93.970 6.030 98.500 1.500 41.28 224 0.875 bilinear
mobilevitv2_125 93.970 6.030 98.560 1.440 7.48 256 0.888 bicubic
425 fbnetv3_b 93.970 6.030 98.630 1.370 8.60 256 0.950 bilinear
426 resnetblur50 mobilevitv2_125 93.940 93.970 6.060 6.030 98.580 98.560 1.420 1.440 25.56 7.48 224 256 0.875 0.888 bicubic
427 dla102x2 93.970 6.030 98.500 1.500 41.28 224 0.875 bilinear
428 tf_efficientnetv2_b1 93.940 6.060 98.620 1.380 8.14 240 0.882 bicubic
429 resnetblur50 93.940 6.060 98.580 1.420 25.56 224 0.875 bicubic
430 fbnetv3_d 93.930 6.070 98.740 1.260 10.31 256 0.950 bilinear
431 hrnet_w48 93.920 6.080 98.610 1.390 77.47 224 0.875 bilinear
432 tf_efficientnet_cc_b1_8e 93.910 6.090 98.260 1.740 39.72 240 0.882 bicubic
433 rexnet_130 93.900 6.100 98.400 1.600 7.56 224 0.875 bicubic
434 regnetx_064 93.890 6.110 98.630 1.370 26.21 224 0.875 bicubic
435 regnetx_080 93.870 6.130 98.520 1.480 39.57 224 0.875 bicubic
repvgg_b2g4 93.840 6.160 98.590 1.410 61.76 224 0.875 bilinear
436 efficientnet_em 93.840 6.160 98.810 1.190 6.90 240 0.882 bicubic
437 repvgg_b2g4 93.840 6.160 98.590 1.410 61.76 224 0.875 bilinear
438 lambda_resnet26t 93.830 6.170 98.650 1.350 10.96 256 0.940 bicubic
439 pit_xs_distilled_224 93.820 6.180 98.670 1.330 11.00 224 0.900 bicubic
440 resnext101_32x8d 93.820 6.180 98.580 1.420 88.79 224 0.875 bilinear
444 gluon_resnet101_v1b 93.750 6.250 98.380 1.620 44.55 224 0.875 bicubic
445 res2net101_26w_4s 93.750 6.250 98.310 1.690 45.21 224 0.875 bilinear
446 cspresnet50 93.730 6.270 98.640 1.360 21.62 256 0.887 bilinear
vit_relpos_base_patch32_plus_rpn_256 93.730 6.270 98.070 1.930 119.42 256 0.900 bicubic
447 legacy_seresnext50_32x4d 93.730 6.270 98.580 1.420 27.56 224 0.875 bilinear
448 vit_relpos_base_patch32_plus_rpn_256 93.730 6.270 98.070 1.930 119.42 256 0.900 bicubic
449 lambda_resnet26rpt_256 93.720 6.280 98.520 1.480 10.99 256 0.940 bicubic
450 wide_resnet101_2 93.710 6.290 98.540 1.460 126.89 224 0.875 bilinear
451 dpn68b 93.690 6.310 98.520 1.480 12.61 224 0.875 bicubic
460 regnetx_040 93.560 6.440 98.550 1.450 22.12 224 0.875 bicubic
461 hrnet_w44 93.550 6.450 98.700 1.300 67.06 224 0.875 bilinear
462 hrnet_w32 93.530 6.470 98.460 1.540 41.23 224 0.875 bilinear
dla102x 93.520 6.480 98.500 1.500 26.31 224 0.875 bilinear
463 xcit_nano_12_p8_384_dist 93.520 6.480 98.540 1.460 3.05 384 1.000 bicubic
464 dla102x 93.520 6.480 98.500 1.500 26.31 224 0.875 bilinear
465 botnet26t_256 93.510 6.490 98.300 1.700 12.49 256 0.950 bicubic
466 tf_efficientnet_b1 93.500 6.500 98.360 1.640 7.79 240 0.882 bicubic
467 repvgg_b2 93.490 6.510 98.730 1.270 89.02 224 0.875 bilinear
468 hrnet_w40 93.490 6.510 98.580 1.420 57.56 224 0.875 bilinear
469 xception 93.470 6.530 98.530 1.470 22.86 299 0.897 bicubic
470 resnet32ts 93.460 6.540 98.490 1.510 17.96 256 0.900 bicubic
mixnet_l 93.450 6.550 98.220 1.780 7.33 224 0.875 bicubic
471 gluon_inception_v3 93.450 6.550 98.570 1.430 23.83 299 0.875 bicubic
472 mixnet_l 93.450 6.550 98.220 1.780 7.33 224 0.875 bicubic
473 xception41 93.430 6.570 98.430 1.570 26.97 299 0.903 bicubic
474 res2net50_26w_8s 93.420 6.580 98.170 1.830 48.40 224 0.875 bilinear
475 res2net50_26w_6s 93.410 6.590 98.280 1.720 37.05 224 0.875 bilinear
477 legacy_seresnet152 93.390 6.610 98.340 1.660 66.82 224 0.875 bilinear
478 cs3darknet_m 93.360 6.640 98.600 1.400 9.31 288 0.950 bicubic
479 dla169 93.340 6.660 98.590 1.410 53.39 224 0.875 bilinear
480 resnest26d 93.330 6.670 98.630 1.370 17.07 224 0.875 bilinear
481 levit_128 93.330 6.670 98.380 1.620 9.21 224 0.900 bicubic
482 bat_resnext26ts 93.330 6.670 98.350 1.650 10.73 256 0.900 bicubic
resnest26d 93.330 6.670 98.630 1.370 17.07 224 0.875 bilinear
tf_inception_v3 93.320 6.680 98.030 1.970 23.83 299 0.875 bicubic
483 repvgg_b1 93.320 6.680 98.510 1.490 57.42 224 0.875 bilinear
484 tf_inception_v3 93.320 6.680 98.030 1.970 23.83 299 0.875 bicubic
485 tf_mixnet_l 93.320 6.680 98.030 1.970 7.33 224 0.875 bicubic
486 tv_resnet152 93.310 6.690 98.390 1.610 60.19 224 0.875 bilinear
487 mobilevitv2_100 93.300 6.700 98.280 1.720 4.90 256 0.888 bicubic
495 dla60_res2net 93.160 6.840 98.400 1.600 20.85 224 0.875 bilinear
496 efficientnet_es 93.140 6.860 98.420 1.580 5.44 224 0.875 bicubic
497 dla60x 93.120 6.880 98.510 1.490 17.35 224 0.875 bilinear
pit_xs_224 93.120 6.880 98.330 1.670 10.62 224 0.900 bicubic
498 regnetx_032 93.120 6.880 98.390 1.610 15.30 224 0.875 bicubic
499 pit_xs_224 93.120 6.880 98.330 1.670 10.62 224 0.900 bicubic
500 tf_efficientnetv2_b0 93.110 6.890 98.390 1.610 7.14 224 0.875 bicubic
501 dla102 93.060 6.940 98.550 1.450 33.27 224 0.875 bilinear
regnety_016 93.030 6.970 98.350 1.650 11.20 224 0.875 bicubic
502 gluon_resnet50_v1c 93.030 6.970 98.390 1.610 25.58 224 0.875 bicubic
503 regnety_016 93.030 6.970 98.350 1.650 11.20 224 0.875 bicubic
504 rexnet_100 93.030 6.970 98.190 1.810 4.80 224 0.875 bicubic
505 selecsls60 93.020 6.980 98.300 1.700 30.67 224 0.875 bicubic
506 repvgg_b1g4 92.980 7.020 98.430 1.570 39.97 224 0.875 bilinear
512 adv_inception_v3 92.880 7.120 98.140 1.860 23.83 299 0.875 bicubic
513 res2next50 92.860 7.140 98.190 1.810 24.67 224 0.875 bilinear
514 resmlp_12_distilled_224 92.840 7.160 98.140 1.860 15.35 224 0.875 bicubic
gmixer_24_224 92.830 7.170 97.880 2.120 24.72 224 0.875 bicubic
515 tf_efficientnet_cc_b0_8e 92.830 7.170 98.180 1.820 24.01 224 0.875 bicubic
516 tv_resnet101 gmixer_24_224 92.820 92.830 7.180 7.170 98.250 97.880 1.750 2.120 44.55 24.72 224 0.875 bilinear bicubic
517 seresnext26t_32x4d 92.820 7.180 98.370 1.630 16.81 224 0.875 bicubic
518 tv_resnet101 92.820 7.180 98.250 1.750 44.55 224 0.875 bilinear
519 gcresnext26ts 92.780 7.220 98.260 1.740 10.48 256 0.900 bicubic
520 efficientnet_b1_pruned 92.770 7.230 98.040 1.960 6.33 240 0.882 bicubic
resnet26t 92.750 7.250 98.230 1.770 16.01 256 0.940 bicubic
521 tv_resnext50_32x4d 92.750 7.250 98.280 1.720 25.03 224 0.875 bilinear
522 resnet26t 92.750 7.250 98.230 1.770 16.01 256 0.940 bicubic
523 densenet201 92.740 7.260 98.230 1.770 20.01 224 0.875 bicubic
524 res2net50_14w_8s 92.740 7.260 98.180 1.820 25.06 224 0.875 bilinear
525 inception_v3 92.720 7.280 97.970 2.030 23.83 299 0.875 bicubic
efficientnet_b0 92.690 7.310 98.070 1.930 5.29 224 0.875 bicubic
526 seresnext26ts 92.690 7.310 98.290 1.710 10.39 256 0.900 bicubic
527 seresnext26d_32x4d 92.690 7.310 98.150 1.850 16.81 224 0.875 bicubic
528 efficientnet_b0 92.690 7.310 98.070 1.930 5.29 224 0.875 bicubic
529 resnet34d 92.680 7.320 98.310 1.690 21.82 224 0.875 bicubic
530 tf_efficientnet_lite2 92.650 7.350 98.230 1.770 6.09 260 0.890 bicubic
531 legacy_seresnext26_32x4d 92.640 7.360 98.130 1.870 16.79 224 0.875 bicubic
543 convmixer_1024_20_ks9_p14 92.430 7.570 98.270 1.730 24.38 224 0.960 bicubic
544 mixnet_m 92.430 7.570 97.860 2.140 5.01 224 0.875 bicubic
545 mobilenetv2_120d 92.400 7.600 98.050 1.950 5.83 224 0.875 bicubic
hardcorenas_d 92.390 7.610 98.080 1.920 7.50 224 0.875 bilinear
546 skresnet34 92.390 7.610 98.150 1.850 22.28 224 0.875 bicubic
547 hardcorenas_d 92.390 7.610 98.080 1.920 7.50 224 0.875 bilinear
548 hrnet_w18 92.320 7.680 98.250 1.750 21.30 224 0.875 bilinear
549 tf_mixnet_m 92.320 7.680 97.890 2.110 5.01 224 0.875 bicubic
550 selecsls42b 92.280 7.720 98.140 1.860 32.46 224 0.875 bicubic
559 xcit_nano_12_p8_224_dist 92.100 7.900 98.150 1.850 3.05 224 1.000 bicubic
560 resnet26d 92.070 7.930 97.970 2.030 16.01 224 0.875 bicubic
561 vit_tiny_r_s16_p8_384 92.040 7.960 98.290 1.710 6.36 384 1.000 bicubic
dpn68 92.030 7.970 98.050 1.950 12.61 224 0.875 bicubic
562 vit_small_patch32_224 92.030 7.970 98.230 1.770 22.88 224 0.900 bicubic
563 dpn68 92.030 7.970 98.050 1.950 12.61 224 0.875 bicubic
564 hardcorenas_c 92.030 7.970 97.840 2.160 5.52 224 0.875 bilinear
565 tf_efficientnet_es 91.980 8.020 97.860 2.140 5.44 224 0.875 bicubic
566 repvgg_a2 91.940 8.060 98.150 1.850 28.21 224 0.875 bilinear
568 densenet169 91.920 8.080 98.100 1.900 14.15 224 0.875 bicubic
569 densenetblur121d 91.910 8.090 98.070 1.930 8.00 224 0.875 bicubic
570 tv_resnet50 91.900 8.100 98.040 1.960 25.56 224 0.875 bilinear
mixer_b16_224 91.870 8.130 97.250 2.750 59.88 224 0.875 bicubic
571 resnext26ts 91.870 8.130 97.920 2.080 10.30 256 0.900 bicubic
572 mixer_b16_224 91.870 8.130 97.250 2.750 59.88 224 0.875 bicubic
573 xcit_nano_12_p16_384_dist 91.830 8.170 98.020 1.980 3.05 384 1.000 bicubic
574 mobilenetv2_140 91.830 8.170 97.850 2.150 6.11 224 0.875 bicubic
575 mixnet_s 91.820 8.180 97.690 2.310 4.13 224 0.875 bicubic
576 vit_tiny_patch16_224 91.770 8.230 98.040 1.960 5.72 224 0.900 bicubic
577 mobilevitv2_075 91.760 8.240 97.860 2.140 2.87 256 0.888 bicubic
578 hardcorenas_b 91.760 8.240 97.780 2.220 5.18 224 0.875 bilinear
resnest14d 91.720 8.280 97.870 2.130 10.61 224 0.875 bilinear
579 regnety_008 91.720 8.280 98.180 1.820 6.26 224 0.875 bicubic
580 resnest14d 91.720 8.280 97.870 2.130 10.61 224 0.875 bilinear
581 densenet121 91.580 8.420 98.030 1.970 7.98 224 0.875 bicubic
582 tf_mixnet_s 91.510 8.490 97.610 2.390 4.13 224 0.875 bicubic
583 repvgg_b0 91.400 8.600 97.990 2.010 15.82 224 0.875 bilinear
596 regnetx_008 91.050 8.950 97.710 2.290 7.26 224 0.875 bicubic
597 tf_efficientnet_lite0 91.040 8.960 97.590 2.410 4.65 224 0.875 bicubic
598 xcit_nano_12_p8_224 91.020 8.980 97.790 2.210 3.05 224 1.000 bicubic
mobilenetv2_110d 90.960 9.040 97.560 2.440 4.52 224 0.875 bicubic
599 gluon_resnet34_v1b 90.960 9.040 97.640 2.360 21.80 224 0.875 bicubic
600 mobilenetv2_110d 90.960 9.040 97.560 2.440 4.52 224 0.875 bicubic
601 tinynet_b 90.920 9.080 97.670 2.330 3.73 188 0.875 bicubic
602 pit_ti_distilled_224 90.900 9.100 97.720 2.280 5.10 224 0.900 bicubic
603 legacy_seresnet34 90.900 9.100 97.580 2.420 21.96 224 0.875 bilinear
604 tv_densenet121 90.890 9.110 97.710 2.290 7.98 224 0.875 bicubic
605 mobilevit_xs 90.820 9.180 97.920 2.080 2.32 256 0.900 bicubic
606 dla34 90.780 9.220 97.660 2.340 15.74 224 0.875 bilinear
fbnetc_100 90.710 9.290 97.210 2.790 5.57 224 0.875 bilinear
607 deit_tiny_distilled_patch16_224 90.710 9.290 97.570 2.430 5.91 224 0.900 bicubic
608 fbnetc_100 90.710 9.290 97.210 2.790 5.57 224 0.875 bilinear
609 swsl_resnet18 90.690 9.310 97.700 2.300 11.69 224 0.875 bilinear
610 convit_tiny 90.640 9.360 97.740 2.260 5.71 224 0.875 bicubic
611 crossvit_9_240 90.630 9.370 97.740 2.260 8.55 240 0.875 bicubic

@ -5,19 +5,19 @@ beit_large_patch16_512,81.653,18.347,94.880,5.120,305.67,512,1.000,bicubic,-16.9
deit3_large_patch16_384_in21ft1k,79.213,20.787,93.627,6.373,304.76,384,1.000,bicubic,-19.247,-6.133,+1
beit_large_patch16_384,79.120,20.880,94.280,5.720,305.00,384,1.000,bicubic,-19.400,-5.540,-2
swinv2_large_window12to24_192to384_22kft1k,73.867,26.133,91.747,8.253,196.74,384,1.000,bicubic,-24.283,-7.943,+6
deit3_base_patch16_384_in21ft1k,71.280,28.720,89.947,10.053,86.88,384,1.000,bicubic,-26.550,-9.743,+15
deit3_base_patch16_384_in21ft1k,71.280,28.720,89.947,10.053,86.88,384,1.000,bicubic,-26.550,-9.733,+16
swinv2_base_window12to24_192to384_22kft1k,71.267,28.733,91.280,8.720,87.92,384,1.000,bicubic,-26.873,-8.500,+5
vit_large_patch16_384,71.227,28.773,89.853,10.147,304.72,384,1.000,bicubic,-26.993,-9.947,-1
vit_large_patch16_384,71.227,28.773,89.853,10.147,304.72,384,1.000,bicubic,-26.993,-9.947,-2
convnext_xlarge_384_in22ft1k,70.787,29.213,90.400,9.600,350.20,384,1.000,bicubic,-27.563,-9.400,-4
deit3_huge_patch14_224_in21ft1k,70.227,29.773,90.720,9.280,632.13,224,1.000,bicubic,-27.943,-9.010,-1
deit3_huge_patch14_224_in21ft1k,70.227,29.773,90.720,9.280,632.13,224,1.000,bicubic,-27.943,-9.010,0
volo_d5_512,69.653,30.347,90.413,9.587,296.09,512,1.150,bicubic,-28.117,-9.257,+13
swin_large_patch4_window12_384,69.613,30.387,89.573,10.427,196.74,384,1.000,bicubic,-28.427,-10.117,+1
deit3_large_patch16_224_in21ft1k,68.707,31.293,90.013,9.987,304.37,224,1.000,bicubic,-29.463,-9.747,-3
deit3_large_patch16_224_in21ft1k,68.707,31.293,90.013,9.987,304.37,224,1.000,bicubic,-29.463,-9.747,-4
beit_large_patch16_224,68.507,31.493,89.573,10.427,304.43,224,0.900,bicubic,-29.673,-10.187,-6
volo_d5_448,68.107,31.893,89.707,10.293,295.91,448,1.150,bicubic,-29.653,-9.913,+10
convnext_large_384_in22ft1k,67.947,32.053,89.200,10.800,197.77,384,1.000,bicubic,-30.273,-10.530,-10
swinv2_large_window12to16_192to256_22kft1k,67.280,32.720,88.013,11.987,196.74,256,0.900,bicubic,-30.580,-11.637,+1
tf_efficientnet_b7_ns,67.080,32.920,88.640,11.360,66.35,600,0.949,bicubic,-30.840,-11.080,-2
convnext_large_384_in22ft1k,67.947,32.053,89.200,10.800,197.77,384,1.000,bicubic,-30.273,-10.530,-9
swinv2_large_window12to16_192to256_22kft1k,67.280,32.720,88.013,11.987,196.74,256,0.900,bicubic,-30.580,-11.637,+2
tf_efficientnet_b7_ns,67.080,32.920,88.640,11.360,66.35,600,0.949,bicubic,-30.840,-11.080,-3
tf_efficientnetv2_xl_in21ft1k,67.000,33.000,86.867,13.133,208.12,512,1.000,bicubic,-30.660,-12.623,+9
volo_d4_448,66.680,33.320,88.987,11.013,193.41,448,1.150,bicubic,-30.990,-10.623,+7
tf_efficientnetv2_l_in21ft1k,66.320,33.680,87.840,12.160,118.52,480,1.000,bicubic,-31.380,-11.830,+5
@ -26,27 +26,27 @@ volo_d3_448,65.427,34.573,87.560,12.440,86.63,448,1.000,bicubic,-32.123,-11.990,
convnext_base_384_in22ft1k,65.000,35.000,87.867,12.133,88.59,384,1.000,bicubic,-32.950,-11.783,-10
swin_base_patch4_window12_384,64.467,35.533,87.493,12.507,87.90,384,1.000,bicubic,-33.423,-12.217,-8
vit_base_patch16_384,63.693,36.307,86.707,13.293,86.86,384,1.000,bicubic,-34.147,-12.963,-6
swinv2_base_window12to16_192to256_22kft1k,63.227,36.773,87.493,12.507,87.92,256,0.900,bicubic,-34.423,-12.227,+3
convnext_xlarge_in22ft1k,62.627,37.373,86.000,14.000,350.20,224,0.875,bicubic,-35.293,-13.680,-13
swinv2_base_window12to16_192to256_22kft1k,63.227,36.773,87.493,12.507,87.92,256,0.900,bicubic,-34.423,-12.227,+2
convnext_xlarge_in22ft1k,62.627,37.373,86.000,14.000,350.20,224,0.875,bicubic,-35.293,-13.680,-12
cait_m48_448,62.347,37.653,86.453,13.547,356.46,448,1.000,bicubic,-35.133,-13.097,+15
tf_efficientnet_b6_ns,62.267,37.733,85.173,14.827,43.04,528,0.942,bicubic,-35.363,-14.407,+2
vit_large_r50_s32_384,61.493,38.507,83.960,16.040,329.09,384,1.000,bicubic,-36.367,-15.710,-12
vit_large_r50_s32_384,61.493,38.507,83.960,16.040,329.09,384,1.000,bicubic,-36.367,-15.710,-13
tf_efficientnetv2_m_in21ft1k,61.387,38.613,85.413,14.587,54.14,480,1.000,bicubic,-36.093,-14.117,+13
ig_resnext101_32x48d,61.013,38.987,83.333,16.667,828.41,224,0.875,bilinear,-36.607,-16.367,0
swin_large_patch4_window7_224,60.907,39.093,85.867,14.133,196.53,224,0.900,bicubic,-36.743,-13.713,-5
resnetv2_152x4_bitm,60.787,39.213,83.560,16.440,936.53,480,1.000,bilinear,-36.703,-16.040,+7
swin_large_patch4_window7_224,60.907,39.093,85.867,14.133,196.53,224,0.900,bicubic,-36.743,-13.713,-4
resnetv2_152x4_bitm,60.787,39.213,83.560,16.440,936.53,480,1.000,bilinear,-36.703,-16.050,+7
deit3_large_patch16_384,60.507,39.493,85.707,14.293,304.76,384,1.000,bicubic,-36.913,-13.913,+12
tf_efficientnet_b5_ns,60.293,39.707,84.480,15.520,30.39,456,0.934,bicubic,-37.207,-15.150,+4
xcit_large_24_p8_384_dist,59.880,40.120,85.480,14.520,188.93,384,1.000,bicubic,-37.640,-14.060,+1
convnext_large_in22ft1k,59.773,40.227,84.040,15.960,197.77,224,0.875,bicubic,-38.057,-15.640,-17
convnext_large_in22ft1k,59.773,40.227,84.040,15.960,197.77,224,0.875,bicubic,-38.057,-15.650,-18
dm_nfnet_f6,59.173,40.827,82.333,17.667,438.36,576,0.956,bicubic,-38.427,-17.217,-6
vit_base_patch8_224,58.920,41.080,82.733,17.267,86.58,224,0.900,bicubic,-38.660,-16.937,-5
vit_base_patch8_224,58.920,41.080,82.733,17.267,86.58,224,0.900,bicubic,-38.660,-16.937,-6
volo_d2_384,58.600,41.400,84.253,15.747,58.87,384,1.000,bicubic,-38.710,-15.347,+12
dm_nfnet_f5,58.560,41.440,82.773,17.227,377.21,544,0.954,bicubic,-38.980,-16.797,-5
dm_nfnet_f4,58.133,41.867,81.973,18.027,316.07,512,0.951,bicubic,-39.447,-17.537,-9
dm_nfnet_f4,58.133,41.867,81.973,18.027,316.07,512,0.951,bicubic,-39.447,-17.537,-8
ig_resnext101_32x32d,58.040,41.960,80.613,19.387,468.53,224,0.875,bilinear,-39.330,-19.067,+6
cait_m36_384,57.813,42.187,84.827,15.173,271.22,384,1.000,bicubic,-39.587,-14.683,+3
deit3_base_patch16_224_in21ft1k,57.253,42.747,83.520,16.480,86.59,224,1.000,bicubic,-40.237,-16.090,-4
deit3_base_patch16_224_in21ft1k,57.253,42.747,83.520,16.480,86.59,224,1.000,bicubic,-40.237,-16.080,-4
volo_d5_224,57.120,42.880,82.720,17.280,295.46,224,0.960,bicubic,-40.270,-16.850,+2
deit3_small_patch16_384_in21ft1k,57.067,42.933,83.080,16.920,22.21,384,1.000,bicubic,-40.063,-16.420,+19
xcit_medium_24_p8_384_dist,56.693,43.307,83.400,16.600,84.32,384,1.000,bicubic,-40.597,-16.110,+6
@ -56,19 +56,19 @@ vit_large_patch16_224,55.627,44.373,80.080,19.920,304.33,224,0.900,bicubic,-42.0
convnext_base_in22ft1k,54.627,45.373,82.173,17.827,88.59,224,0.875,bicubic,-42.843,-17.427,-8
vit_base_r50_s16_384,54.627,45.373,81.213,18.787,98.95,384,1.000,bicubic,-42.553,-18.347,+11
cait_s36_384,54.387,45.613,81.360,18.640,68.37,384,1.000,bicubic,-42.943,-18.170,-3
volo_d1_384,54.333,45.667,80.973,19.027,26.78,384,1.000,bicubic,-42.577,-18.437,+35
volo_d1_384,54.333,45.667,80.973,19.027,26.78,384,1.000,bicubic,-42.577,-18.547,+35
deit3_huge_patch14_224,54.320,45.680,82.093,17.907,632.13,224,0.900,bicubic,-42.570,-17.387,+37
xcit_small_24_p8_384_dist,54.267,45.733,81.533,18.467,47.63,384,1.000,bicubic,-42.973,-18.077,+1
resnetv2_101x3_bitm,54.027,45.973,81.040,18.960,387.93,448,1.000,bilinear,-42.963,-18.370,+23
resnetv2_101x3_bitm,54.027,45.973,81.040,18.960,387.93,448,1.000,bilinear,-42.963,-18.450,+23
resnetv2_152x2_bitm,54.013,45.987,82.013,17.987,236.34,448,1.000,bilinear,-42.997,-17.577,+19
deit3_base_patch16_384,53.427,46.573,80.573,19.427,86.88,384,1.000,bicubic,-43.593,-18.817,+16
deit3_base_patch16_384,53.427,46.573,80.573,19.427,86.88,384,1.000,bicubic,-43.593,-18.817,+17
tf_efficientnetv2_l,53.173,46.827,79.147,20.853,118.52,480,1.000,bicubic,-44.107,-20.403,-6
ig_resnext101_32x16d,53.093,46.907,76.933,23.067,194.03,224,0.875,bilinear,-43.717,-22.667,+36
volo_d4_224,52.933,47.067,80.440,19.560,192.96,224,0.960,bicubic,-44.367,-19.080,-10
xcit_large_24_p16_384_dist,52.840,47.160,81.827,18.173,189.10,384,1.000,bicubic,-44.680,-17.653,-26
swin_base_patch4_window7_224,51.427,48.573,79.973,20.027,87.77,224,0.900,bicubic,-45.823,-19.557,-8
tf_efficientnet_b4_ns,51.253,48.747,79.173,20.827,19.34,380,0.922,bicubic,-45.697,-20.407,+20
swsl_resnext101_32x8d,51.227,48.773,78.240,21.760,88.79,224,0.875,bilinear,-45.973,-21.300,-5
tf_efficientnet_b4_ns,51.253,48.747,79.173,20.827,19.34,380,0.922,bicubic,-45.697,-20.407,+19
swsl_resnext101_32x8d,51.227,48.773,78.240,21.760,88.79,224,0.875,bilinear,-45.973,-21.330,-7
resnetv2_152x2_bit_teacher_384,51.173,48.827,78.480,21.520,236.34,384,1.000,bicubic,-45.657,-20.970,+29
beit_base_patch16_224,50.707,49.293,79.693,20.307,86.53,224,0.900,bicubic,-46.383,-19.917,0
xcit_small_12_p8_384_dist,50.587,49.413,79.600,20.400,26.21,384,1.000,bicubic,-46.643,-19.880,-11
@ -76,354 +76,358 @@ volo_d3_224,50.253,49.747,78.173,21.827,86.33,224,0.960,bicubic,-46.837,-21.297,
cait_s24_384,49.733,50.267,78.733,21.267,47.06,384,1.000,bicubic,-47.337,-20.697,+2
xcit_medium_24_p16_384_dist,49.333,50.667,79.853,20.147,84.40,384,1.000,bicubic,-47.947,-19.607,-17
deit_base_distilled_patch16_384,49.320,50.680,79.253,20.747,87.63,384,1.000,bicubic,-47.640,-20.227,+10
tf_efficientnet_b8,48.960,51.040,77.240,22.760,87.41,672,0.954,bicubic,-48.240,-22.330,-14
dm_nfnet_f2,48.920,51.080,77.147,22.853,193.78,352,0.920,bicubic,-48.100,-22.293,+1
tf_efficientnet_b8,48.960,51.040,77.240,22.760,87.41,672,0.954,bicubic,-48.240,-22.260,-12
dm_nfnet_f2,48.920,51.080,77.147,22.853,193.78,352,0.920,bicubic,-48.100,-22.293,0
deit3_large_patch16_224,48.627,51.373,78.133,21.867,304.37,224,0.900,bicubic,-48.313,-21.207,+10
tf_efficientnetv2_s_in21ft1k,48.507,51.493,77.893,22.107,21.46,384,1.000,bicubic,-48.213,-21.527,+29
tf_efficientnetv2_s_in21ft1k,48.507,51.493,77.893,22.107,21.46,384,1.000,bicubic,-48.213,-21.527,+28
resnest269e,48.200,51.800,74.333,25.667,110.93,416,0.928,bicubic,-48.320,-25.017,+57
xcit_large_24_p8_224_dist,48.120,51.880,79.107,20.893,188.93,224,1.000,bicubic,-48.950,-20.313,-5
regnetz_e8,47.827,52.173,76.200,23.800,57.70,320,1.000,bicubic,-49.373,-23.300,-18
resnetv2_50x3_bitm,47.280,52.720,77.333,22.667,217.32,448,1.000,bilinear,-49.430,-22.217,+27
xcit_large_24_p8_224,47.160,52.840,74.400,25.600,188.93,224,1.000,bicubic,-49.250,-24.960,+61
regnetz_e8,47.827,52.173,76.200,23.800,57.70,320,1.000,bicubic,-49.373,-23.300,-19
resnetv2_50x3_bitm,47.280,52.720,77.333,22.667,217.32,448,1.000,bilinear,-49.430,-22.217,+26
xcit_large_24_p8_224,47.160,52.840,74.400,25.600,188.93,224,1.000,bicubic,-49.250,-24.580,+62
xcit_small_24_p16_384_dist,46.947,53.053,77.160,22.840,47.67,384,1.000,bicubic,-50.173,-22.290,-17
tf_efficientnet_b8_ap,46.893,53.107,76.507,23.493,87.41,672,0.954,bicubic,-50.217,-23.153,-17
efficientnetv2_rw_m,46.280,53.720,75.680,24.320,53.24,416,1.000,bicubic,-50.700,-23.860,-3
swinv2_base_window16_256,46.267,53.733,75.187,24.813,87.92,256,0.900,bicubic,-50.493,-24.183,+17
swsl_resnext101_32x16d,46.133,53.867,72.253,27.747,194.03,224,0.875,bilinear,-50.467,-27.277,+39
swinv2_base_window16_256,46.267,53.733,75.187,24.813,87.92,256,0.900,bicubic,-50.493,-24.163,+17
swsl_resnext101_32x16d,46.133,53.867,72.253,27.747,194.03,224,0.875,bilinear,-50.467,-27.277,+38
volo_d2_224,46.080,53.920,75.253,24.747,58.68,224,0.960,bicubic,-50.920,-24.137,-9
vit_small_patch16_384,45.920,54.080,76.707,23.293,22.20,384,1.000,bicubic,-50.780,-22.663,+22
ecaresnet269d,45.880,54.120,75.133,24.867,102.09,352,1.000,bicubic,-51.200,-24.487,-18
vit_small_patch16_384,45.920,54.080,76.707,23.293,22.20,384,1.000,bicubic,-50.780,-22.773,+22
ecaresnet269d,45.880,54.120,75.133,24.867,102.09,352,1.000,bicubic,-51.200,-24.337,-18
vit_small_r26_s32_384,45.733,54.267,76.053,23.947,36.47,384,1.000,bicubic,-50.947,-23.527,+25
tf_efficientnetv2_m,45.533,54.467,74.533,25.467,54.14,480,1.000,bicubic,-51.607,-24.877,-28
tf_efficientnet_b7_ap,45.373,54.627,74.213,25.787,66.35,600,0.949,bicubic,-51.827,-25.287,-34
dm_nfnet_f1,45.320,54.680,74.107,25.893,132.63,320,0.910,bicubic,-51.590,-25.413,-3
ig_resnext101_32x8d,45.293,54.707,70.853,29.147,88.79,224,0.875,bilinear,-51.017,-28.577,+60
tf_efficientnet_b7_ap,45.373,54.627,74.213,25.787,66.35,600,0.949,bicubic,-51.827,-25.327,-33
dm_nfnet_f1,45.320,54.680,74.107,25.893,132.63,320,0.910,bicubic,-51.590,-25.303,-3
ig_resnext101_32x8d,45.293,54.707,70.853,29.147,88.79,224,0.875,bilinear,-51.017,-28.577,+61
xcit_medium_24_p8_224_dist,45.213,54.787,76.720,23.280,84.32,224,1.000,bicubic,-51.707,-22.670,-8
eca_nfnet_l2,44.960,55.040,75.893,24.107,56.72,384,1.000,bicubic,-52.130,-23.617,-28
convnext_tiny_384_in22ft1k,44.840,55.160,76.680,23.320,28.59,384,1.000,bicubic,-52.040,-22.790,-5
convnext_small_in22ft1k,44.813,55.187,77.373,22.627,50.22,224,0.875,bicubic,-52.177,-22.117,-18
crossvit_18_dagger_408,44.293,55.707,73.827,26.173,44.61,408,1.000,bicubic,-52.237,-25.433,+33
resnest200e,44.133,55.867,73.467,26.533,70.20,320,0.909,bicubic,-52.477,-25.973,+22
cait_xs24_384,43.947,56.053,75.160,24.840,26.67,384,1.000,bicubic,-52.593,-24.110,+29
seresnextaa101d_32x8d,43.947,56.053,73.400,26.600,93.59,288,1.000,bicubic,-53.003,-25.990,-19
resnetrs200,43.747,56.253,72.813,27.187,93.21,320,1.000,bicubic,-52.953,-26.477,+8
tresnet_xl_448,43.467,56.533,72.453,27.547,78.44,448,0.875,bilinear,-52.503,-26.737,+88
convnext_tiny_384_in22ft1k,44.840,55.160,76.680,23.320,28.59,384,1.000,bicubic,-52.040,-22.790,-4
convnext_small_in22ft1k,44.813,55.187,77.373,22.627,50.22,224,0.875,bicubic,-52.177,-22.037,-18
crossvit_18_dagger_408,44.293,55.707,73.827,26.173,44.61,408,1.000,bicubic,-52.237,-25.433,+34
resnest200e,44.133,55.867,73.467,26.533,70.20,320,0.909,bicubic,-52.477,-25.883,+23
cait_xs24_384,43.947,56.053,75.160,24.840,26.67,384,1.000,bicubic,-52.593,-24.260,+28
seresnextaa101d_32x8d,43.947,56.053,73.400,26.600,93.59,288,1.000,bicubic,-53.003,-25.990,-18
resnetrs200,43.747,56.253,72.813,27.187,93.21,320,1.000,bicubic,-52.953,-26.557,+8
tresnet_xl_448,43.467,56.533,72.453,27.547,78.44,448,0.875,bilinear,-52.503,-26.677,+92
xcit_small_12_p16_384_dist,43.267,56.733,73.880,26.120,26.25,384,1.000,bicubic,-53.663,-25.520,-19
vit_base_patch16_224,43.253,56.747,72.893,27.107,86.57,224,0.900,bicubic,-53.627,-26.637,-13
vit_base_patch16_224,43.253,56.747,72.893,27.107,86.57,224,0.900,bicubic,-53.627,-26.637,-14
resnetrs420,43.147,56.853,70.467,29.533,191.89,416,1.000,bicubic,-53.763,-28.993,-18
xcit_medium_24_p8_224,43.093,56.907,70.347,29.653,84.32,224,1.000,bicubic,-53.017,-28.543,+72
xcit_medium_24_p8_224,43.093,56.907,70.347,29.653,84.32,224,1.000,bicubic,-53.017,-28.543,+74
tf_efficientnet_b7,42.960,57.040,73.133,26.867,66.35,600,0.949,bicubic,-54.050,-26.387,-32
xcit_tiny_24_p8_384_dist,42.467,57.533,72.867,27.133,12.11,384,1.000,bicubic,-54.083,-26.453,+18
swinv2_small_window16_256,42.293,57.707,72.920,27.080,49.73,256,0.900,bicubic,-54.167,-26.280,+26
crossvit_15_dagger_408,41.907,58.093,72.067,27.933,28.50,408,1.000,bicubic,-54.483,-27.093,+33
crossvit_15_dagger_408,41.907,58.093,72.067,27.933,28.50,408,1.000,bicubic,-54.483,-27.093,+34
xcit_small_24_p8_224_dist,41.893,58.107,73.680,26.320,47.63,224,1.000,bicubic,-54.977,-25.800,-19
xcit_small_24_p8_224,41.773,58.227,71.013,28.987,47.63,224,1.000,bicubic,-54.627,-28.137,+29
xcit_small_24_p8_224,41.773,58.227,71.013,28.987,47.63,224,1.000,bicubic,-54.627,-28.137,+30
vit_large_r50_s32_224,41.653,58.347,70.253,29.747,328.99,224,0.900,bicubic,-55.137,-29.097,-17
swsl_resnext101_32x4d,41.560,58.440,71.747,28.253,44.18,224,0.875,bilinear,-54.870,-27.723,+24
swinv2_base_window8_256,41.507,58.493,72.440,27.560,87.92,256,0.900,bicubic,-55.033,-26.920,+12
convnext_large,41.373,58.627,73.293,26.707,197.77,224,0.875,bicubic,-55.387,-26.057,-15
swsl_resnext101_32x4d,41.560,58.440,71.747,28.253,44.18,224,0.875,bilinear,-54.870,-27.723,+25
swinv2_base_window8_256,41.507,58.493,72.440,27.560,87.92,256,0.900,bicubic,-55.033,-26.830,+14
convnext_large,41.373,58.627,73.293,26.707,197.77,224,0.875,bicubic,-55.387,-26.007,-15
deit3_small_patch16_224_in21ft1k,41.240,58.760,71.933,28.067,22.06,224,1.000,bicubic,-55.420,-27.397,0
seresnext101d_32x8d,41.133,58.867,70.880,29.120,93.59,288,1.000,bicubic,-55.577,-28.480,-14
tf_efficientnet_b6_ap,40.813,59.187,71.627,28.373,43.04,528,0.942,bicubic,-56.267,-27.843,-51
resmlp_big_24_224_in22ft1k,40.373,59.627,74.787,25.213,129.14,224,0.875,bicubic,-56.247,-24.663,-2
deit3_small_patch16_384,40.307,59.693,70.333,29.667,22.21,384,1.000,bicubic,-55.893,-28.957,+42
tresnet_l_448,40.213,59.787,69.907,30.093,55.99,448,0.875,bilinear,-55.647,-29.343,+78
deit_base_patch16_384,40.173,59.827,70.760,29.240,86.86,384,1.000,bicubic,-55.977,-28.420,+49
regnetz_d8_evos,40.093,59.907,72.187,27.813,23.46,320,0.950,bicubic,-56.517,-27.163,-3
regnetz_040h,40.000,60.000,71.333,28.667,28.94,320,1.000,bicubic,-56.710,-28.167,-18
resnetrs350,39.947,60.053,68.933,31.067,163.96,384,1.000,bicubic,-56.813,-30.367,-27
regnetz_d8,39.933,60.067,71.640,28.360,23.37,320,1.000,bicubic,-56.687,-27.870,-8
swin_s3_base_224,39.787,60.213,70.493,29.507,71.13,224,0.900,bicubic,-56.463,-28.647,+30
seresnext101_32x8d,39.547,60.453,69.467,30.533,93.57,288,1.000,bicubic,-57.223,-29.983,-32
deit3_base_patch16_224,39.200,60.800,71.027,28.973,86.59,224,0.900,bicubic,-57.100,-28.153,+23
volo_d1_224,38.947,61.053,70.267,29.733,26.63,224,0.960,bicubic,-57.383,-29.043,+20
vit_large_patch32_384,38.933,61.067,68.947,31.053,306.63,384,1.000,bicubic,-56.897,-30.203,+73
resnetv2_101x1_bitm,38.933,61.067,71.040,28.960,44.54,448,1.000,bilinear,-57.167,-28.230,+48
seresnext101d_32x8d,41.133,58.867,70.880,29.120,93.59,288,1.000,bicubic,-55.577,-28.480,-11
tf_efficientnet_b6_ap,40.813,59.187,71.627,28.373,43.04,528,0.942,bicubic,-56.267,-27.993,-51
resmlp_big_24_224_in22ft1k,40.373,59.627,74.787,25.213,129.14,224,0.875,bicubic,-56.247,-24.723,-2
deit3_small_patch16_384,40.307,59.693,70.333,29.667,22.21,384,1.000,bicubic,-55.893,-28.957,+43
tresnet_l_448,40.213,59.787,69.907,30.093,55.99,448,0.875,bilinear,-55.647,-29.213,+84
deit_base_patch16_384,40.173,59.827,70.760,29.240,86.86,384,1.000,bicubic,-55.977,-28.380,+51
regnetz_d8_evos,40.093,59.907,72.187,27.813,23.46,320,0.950,bicubic,-56.517,-27.253,-4
regnetz_040h,40.000,60.000,71.333,28.667,28.94,320,1.000,bicubic,-56.710,-28.167,-20
resnetrs350,39.947,60.053,68.933,31.067,163.96,384,1.000,bicubic,-56.813,-30.437,-27
regnetz_d8,39.933,60.067,71.640,28.360,23.37,320,1.000,bicubic,-56.687,-27.810,-8
swin_s3_base_224,39.787,60.213,70.493,29.507,71.13,224,0.900,bicubic,-56.463,-28.647,+31
seresnext101_32x8d,39.547,60.453,69.467,30.533,93.57,288,1.000,bicubic,-57.223,-29.883,-31
deit3_base_patch16_224,39.200,60.800,71.027,28.973,86.59,224,0.900,bicubic,-57.100,-28.153,+25
volo_d1_224,38.947,61.053,70.267,29.733,26.63,224,0.960,bicubic,-57.383,-29.043,+21
resnetv2_101x1_bitm,38.933,61.067,71.040,28.960,44.54,448,1.000,bilinear,-57.167,-28.240,+49
vit_large_patch32_384,38.933,61.067,68.947,31.053,306.63,384,1.000,bicubic,-56.897,-30.203,+75
regnetz_040,38.733,61.267,70.413,29.587,27.12,320,1.000,bicubic,-57.977,-29.057,-28
xcit_small_12_p8_224_dist,38.213,61.787,71.280,28.720,26.21,224,1.000,bicubic,-58.477,-28.110,-24
resnet200d,38.147,61.853,68.627,31.373,64.69,320,1.000,bicubic,-58.573,-30.703,-34
swinv2_small_window8_256,37.787,62.213,69.867,30.133,49.73,256,0.900,bicubic,-58.503,-29.343,+18
resnet200d,38.147,61.853,68.627,31.373,64.69,320,1.000,bicubic,-58.573,-30.703,-33
swinv2_small_window8_256,37.787,62.213,69.867,30.133,49.73,256,0.900,bicubic,-58.503,-29.343,+19
xcit_large_24_p16_224_dist,37.680,62.320,71.587,28.413,189.10,224,1.000,bicubic,-59.120,-27.763,-43
seresnet152d,37.653,62.347,69.480,30.520,66.84,320,1.000,bicubic,-59.117,-29.870,-41
eca_nfnet_l1,37.533,62.467,70.960,29.040,41.41,320,1.000,bicubic,-59.167,-28.520,-30
seresnet152d,37.653,62.347,69.480,30.520,66.84,320,1.000,bicubic,-59.117,-29.970,-42
eca_nfnet_l1,37.533,62.467,70.960,29.040,41.41,320,1.000,bicubic,-59.167,-28.330,-30
xcit_small_12_p8_224,37.533,62.467,68.213,31.787,26.21,224,1.000,bicubic,-58.577,-30.947,+38
twins_svt_large,37.213,62.787,69.227,30.773,99.27,224,0.900,bicubic,-59.057,-29.943,+14
regnetz_d32,37.133,62.867,70.480,29.520,27.58,320,0.950,bicubic,-59.467,-28.900,-21
twins_svt_large,37.213,62.787,69.227,30.773,99.27,224,0.900,bicubic,-59.057,-29.943,+15
regnetz_d32,37.133,62.867,70.480,29.520,27.58,320,0.950,bicubic,-59.467,-28.900,-20
vit_base_patch32_384,37.107,62.893,69.787,30.213,88.30,384,1.000,bicubic,-59.383,-29.623,-11
regnety_064,37.000,63.000,68.187,31.813,30.58,288,1.000,bicubic,-59.360,-31.043,0
swin_s3_small_224,36.867,63.133,68.213,31.787,49.74,224,0.900,bicubic,-59.363,-30.877,+13
efficientnetv2_rw_s,36.813,63.187,68.320,31.680,23.94,384,1.000,bicubic,-59.727,-31.100,-18
regnety_160,36.787,63.213,69.107,30.893,83.59,288,1.000,bicubic,-59.563,-30.223,-1
regnety_064,37.000,63.000,68.187,31.813,30.58,288,1.000,bicubic,-59.360,-31.043,+2
swin_s3_small_224,36.867,63.133,68.213,31.787,49.74,224,0.900,bicubic,-59.363,-30.877,+14
efficientnetv2_rw_s,36.813,63.187,68.320,31.680,23.94,384,1.000,bicubic,-59.727,-31.040,-19
regnety_160,36.787,63.213,69.107,30.893,83.59,288,1.000,bicubic,-59.563,-30.223,0
convnext_base,36.747,63.253,70.413,29.587,88.59,224,0.875,bicubic,-59.723,-28.817,-15
resnext101_64x4d,36.720,63.280,66.653,33.347,83.46,288,1.000,bicubic,-59.360,-32.587,+33
convnext_tiny_in22ft1k,36.267,63.733,69.560,30.440,28.59,224,0.875,bicubic,-59.953,-29.780,+9
cait_xxs36_384,36.253,63.747,67.800,32.200,17.37,384,1.000,bicubic,-59.587,-31.290,+52
jx_nest_base,36.067,63.933,66.760,33.240,67.72,224,0.875,bicubic,-60.183,-32.450,+4
pit_b_distilled_224,35.627,64.373,69.120,30.880,74.79,224,0.900,bicubic,-61.043,-30.230,-39
regnety_080,35.560,64.440,67.240,32.760,39.18,288,1.000,bicubic,-60.970,-32.080,-24
sequencer2d_l,35.560,64.440,67.333,32.667,54.30,224,0.875,bicubic,-60.580,-31.827,+18
tf_efficientnet_b3_ns,35.507,64.493,67.747,32.253,12.23,300,0.904,bicubic,-60.883,-31.603,-15
tf_efficientnet_b6,35.227,64.773,67.720,32.280,43.04,528,0.942,bicubic,-61.443,-31.650,-42
resnetrs270,35.000,65.000,65.480,34.520,129.86,352,1.000,bicubic,-61.690,-33.870,-47
tf_efficientnet_b5_ap,34.800,65.200,67.467,32.533,30.39,456,0.934,bicubic,-61.880,-31.993,-46
resnext101_64x4d,36.720,63.280,66.653,33.347,83.46,288,1.000,bicubic,-59.360,-32.587,+34
convnext_tiny_in22ft1k,36.267,63.733,69.560,30.440,28.59,224,0.875,bicubic,-59.953,-29.780,+10
cait_xxs36_384,36.253,63.747,67.800,32.200,17.37,384,1.000,bicubic,-59.587,-31.290,+55
jx_nest_base,36.067,63.933,66.760,33.240,67.72,224,0.875,bicubic,-60.183,-32.450,+5
pit_b_distilled_224,35.627,64.373,69.120,30.880,74.79,224,0.900,bicubic,-61.043,-30.230,-38
sequencer2d_l,35.560,64.440,67.333,32.667,54.30,224,0.875,bicubic,-60.580,-31.827,+20
regnety_080,35.560,64.440,67.240,32.760,39.18,288,1.000,bicubic,-60.970,-32.080,-26
tf_efficientnet_b3_ns,35.507,64.493,67.747,32.253,12.23,300,0.904,bicubic,-60.883,-31.603,-14
cs3se_edgenet_x,35.427,64.573,67.280,32.720,50.72,320,1.000,bicubic,-61.013,-32.120,-20
tf_efficientnet_b6,35.227,64.773,67.720,32.280,43.04,528,0.942,bicubic,-61.443,-31.650,-44
resnetrs270,35.000,65.000,65.480,34.520,129.86,352,1.000,bicubic,-61.690,-33.870,-48
tf_efficientnet_b5_ap,34.800,65.200,67.467,32.533,30.39,456,0.934,bicubic,-61.880,-31.993,-47
xcit_tiny_12_p8_384_dist,34.653,65.347,66.280,33.720,6.71,384,1.000,bicubic,-61.427,-32.860,+23
vit_base_patch16_224_miil,34.520,65.480,65.000,35.000,86.54,224,0.875,bilinear,-61.930,-34.300,-26
xcit_medium_24_p16_224_dist,34.320,65.680,67.893,32.107,84.40,224,1.000,bicubic,-62.270,-31.377,-39
resnet152d,34.307,65.693,65.907,34.093,60.21,320,1.000,bicubic,-62.053,-33.483,-18
tresnet_m_448,34.107,65.893,64.507,35.493,31.39,448,0.875,bilinear,-60.883,-34.473,+144
resmlp_big_24_distilled_224,34.067,65.933,69.600,30.400,129.14,224,0.875,bicubic,-62.383,-29.710,-29
regnetv_064,33.987,66.013,67.867,32.133,30.58,288,1.000,bicubic,-62.423,-31.113,-28
xcit_tiny_24_p16_384_dist,33.827,66.173,65.387,34.613,12.12,384,1.000,bicubic,-62.093,-33.833,+27
twins_pcpvt_large,33.413,66.587,67.933,32.067,60.99,224,0.900,bicubic,-62.737,-31.207,+1
twins_svt_base,33.173,66.827,65.773,34.227,56.07,224,0.900,bicubic,-62.987,-33.287,-2
pit_b_224,33.160,66.840,62.347,37.653,73.76,224,0.900,bicubic,-62.480,-36.843,+51
resnetv2_152x2_bit_teacher,33.053,66.947,64.253,35.747,236.34,224,0.875,bicubic,-63.047,-35.027,+8
swsl_resnext50_32x4d,33.027,66.973,65.080,34.920,25.03,224,0.875,bilinear,-62.833,-34.040,+30
mobilevitv2_200_384_in22ft1k,32.960,67.040,65.480,34.520,18.45,384,1.000,bicubic,-63.080,-33.600,+12
swinv2_cr_small_ns_224,32.933,67.067,65.960,34.040,49.70,224,0.900,bicubic,-63.247,-33.180,-9
xcit_medium_24_p16_224_dist,34.320,65.680,67.893,32.107,84.40,224,1.000,bicubic,-62.270,-31.377,-40
resnet152d,34.307,65.693,65.907,34.093,60.21,320,1.000,bicubic,-62.053,-33.483,-19
tresnet_m_448,34.107,65.893,64.507,35.493,31.39,448,0.875,bilinear,-60.883,-34.473,+147
resmlp_big_24_distilled_224,34.067,65.933,69.600,30.400,129.14,224,0.875,bicubic,-62.383,-29.710,-31
regnetv_064,33.987,66.013,67.867,32.133,30.58,288,1.000,bicubic,-62.423,-31.493,-28
xcit_tiny_24_p16_384_dist,33.827,66.173,65.387,34.613,12.12,384,1.000,bicubic,-62.093,-33.833,+29
twins_pcpvt_large,33.413,66.587,67.933,32.067,60.99,224,0.900,bicubic,-62.737,-31.247,+3
twins_svt_base,33.173,66.827,65.773,34.227,56.07,224,0.900,bicubic,-62.987,-33.287,-1
pit_b_224,33.160,66.840,62.347,37.653,73.76,224,0.900,bicubic,-62.480,-36.323,+55
resnetv2_152x2_bit_teacher,33.053,66.947,64.253,35.747,236.34,224,0.875,bicubic,-63.047,-35.017,+9
swsl_resnext50_32x4d,33.027,66.973,65.080,34.920,25.03,224,0.875,bilinear,-62.833,-34.170,+29
mobilevitv2_200_384_in22ft1k,32.960,67.040,65.480,34.520,18.45,384,1.000,bicubic,-63.080,-33.600,+14
swinv2_cr_small_ns_224,32.933,67.067,65.960,34.040,49.70,224,0.900,bicubic,-63.247,-33.180,-10
xception65,32.760,67.240,62.973,37.027,39.92,299,0.940,bicubic,-63.590,-36.267,-27
xcit_large_24_p16_224,32.760,67.240,62.120,37.880,189.10,224,1.000,bicubic,-62.660,-36.890,+79
ssl_resnext101_32x16d,32.653,67.347,64.040,35.960,194.03,224,0.875,bilinear,-63.137,-35.140,+31
swin_small_patch4_window7_224,32.587,67.413,65.453,34.547,49.61,224,0.900,bicubic,-63.323,-33.567,+17
mobilevitv2_175_384_in22ft1k,32.453,67.547,64.720,35.280,14.25,384,1.000,bicubic,-63.727,-34.410,-15
jx_nest_small,32.280,67.720,63.733,36.267,38.35,224,0.875,bicubic,-63.680,-35.297,+11
xcit_large_24_p16_224,32.760,67.240,62.120,37.880,189.10,224,1.000,bicubic,-62.660,-36.500,+81
ssl_resnext101_32x16d,32.653,67.347,64.040,35.960,194.03,224,0.875,bilinear,-63.137,-35.140,+33
swin_small_patch4_window7_224,32.587,67.413,65.453,34.547,49.61,224,0.900,bicubic,-63.323,-33.567,+19
mobilevitv2_175_384_in22ft1k,32.453,67.547,64.720,35.280,14.25,384,1.000,bicubic,-63.727,-34.410,-14
jx_nest_small,32.280,67.720,63.733,36.267,38.35,224,0.875,bicubic,-63.680,-35.297,+13
tf_efficientnet_b5,31.853,68.147,65.307,34.693,30.39,456,0.934,bicubic,-64.497,-34.003,-34
swinv2_tiny_window16_256,31.720,68.280,65.587,34.413,28.35,256,0.900,bicubic,-64.220,-33.553,+11
swinv2_tiny_window16_256,31.720,68.280,65.587,34.413,28.35,256,0.900,bicubic,-64.220,-33.553,+13
swinv2_cr_small_224,31.680,68.320,62.507,37.493,49.70,224,0.900,bicubic,-64.380,-36.363,+1
regnetz_c16_evos,31.493,68.507,66.280,33.720,13.49,320,0.950,bicubic,-64.637,-33.080,-10
resnest101e,31.400,68.600,64.347,35.653,48.28,256,0.875,bilinear,-64.460,-34.833,+16
crossvit_base_240,31.347,68.653,61.293,38.707,105.03,240,0.875,bicubic,-64.173,-37.527,+50
resnest101e,31.400,68.600,64.347,35.653,48.28,256,0.875,bilinear,-64.460,-34.863,+17
crossvit_base_240,31.347,68.653,61.293,38.707,105.03,240,0.875,bicubic,-64.173,-37.527,+52
regnetv_040,31.333,68.667,64.667,35.333,20.64,288,1.000,bicubic,-64.857,-34.663,-24
convnext_small,31.320,68.680,66.040,33.960,50.22,224,0.875,bicubic,-64.850,-33.060,-22
cait_s24_224,31.200,68.800,64.560,35.440,46.92,224,1.000,bicubic,-65.180,-34.590,-46
efficientnet_b4,30.840,69.160,64.600,35.400,19.34,384,1.000,bicubic,-65.310,-34.650,-20
regnety_040,30.613,69.387,63.827,36.173,20.65,288,1.000,bicubic,-65.397,-35.353,-4
crossvit_18_240,30.600,69.400,61.947,38.053,43.27,240,0.875,bicubic,-64.840,-36.843,+58
sequencer2d_m,30.600,69.400,62.933,37.067,38.31,224,0.875,bicubic,-65.210,-36.177,+12
dm_nfnet_f0,30.547,69.453,62.867,37.133,71.49,256,0.900,bicubic,-65.603,-36.323,-22
xcit_small_24_p16_224_dist,30.520,69.480,64.760,35.240,47.67,224,1.000,bicubic,-65.690,-34.450,-34
crossvit_18_dagger_240,30.507,69.493,61.840,38.160,44.27,240,0.875,bicubic,-65.063,-37.220,+32
xcit_medium_24_p16_224,30.187,69.813,59.333,40.667,84.40,224,1.000,bicubic,-65.343,-39.797,+35
cait_xxs24_384,30.040,69.960,63.920,36.080,12.03,384,1.000,bicubic,-65.240,-35.040,+69
twins_pcpvt_base,29.973,70.027,64.600,35.400,43.83,224,0.900,bicubic,-65.817,-34.530,+10
swsl_resnet50,29.840,70.160,63.827,36.173,25.56,224,0.875,bilinear,-65.570,-35.473,+56
mobilevitv2_150_384_in22ft1k,29.840,70.160,62.213,37.787,10.59,384,1.000,bicubic,-65.860,-36.927,+17
vit_relpos_base_patch16_clsgap_224,29.720,70.280,62.867,37.133,86.43,224,0.900,bicubic,-66.040,-36.253,+9
efficientnet_b4,30.840,69.160,64.600,35.400,19.34,384,1.000,bicubic,-65.310,-34.590,-20
regnety_040,30.613,69.387,63.827,36.173,20.65,288,1.000,bicubic,-65.397,-35.353,-2
sequencer2d_m,30.600,69.400,62.933,37.067,38.31,224,0.875,bicubic,-65.210,-36.177,+16
crossvit_18_240,30.600,69.400,61.947,38.053,43.27,240,0.875,bicubic,-64.840,-36.843,+59
dm_nfnet_f0,30.547,69.453,62.867,37.133,71.49,256,0.900,bicubic,-65.603,-36.383,-25
xcit_small_24_p16_224_dist,30.520,69.480,64.760,35.240,47.67,224,1.000,bicubic,-65.690,-34.450,-35
crossvit_18_dagger_240,30.507,69.493,61.840,38.160,44.27,240,0.875,bicubic,-65.063,-37.220,+33
xcit_medium_24_p16_224,30.187,69.813,59.333,40.667,84.40,224,1.000,bicubic,-65.343,-39.407,+40
cait_xxs24_384,30.040,69.960,63.920,36.080,12.03,384,1.000,bicubic,-65.240,-35.040,+72
twins_pcpvt_base,29.973,70.027,64.600,35.400,43.83,224,0.900,bicubic,-65.817,-34.530,+12
swsl_resnet50,29.840,70.160,63.827,36.173,25.56,224,0.875,bilinear,-65.570,-35.473,+58
mobilevitv2_150_384_in22ft1k,29.840,70.160,62.213,37.787,10.59,384,1.000,bicubic,-65.860,-36.927,+18
vit_relpos_base_patch16_clsgap_224,29.720,70.280,62.867,37.133,86.43,224,0.900,bicubic,-66.040,-36.173,+12
deit_base_distilled_patch16_224,29.600,70.400,64.440,35.560,87.34,224,0.900,bicubic,-66.490,-34.750,-22
convit_base,29.507,70.493,61.760,38.240,86.54,224,0.875,bicubic,-66.043,-37.110,+25
vit_relpos_medium_patch16_cls_224,29.320,70.680,60.653,39.347,38.76,224,0.900,bicubic,-66.160,-38.297,+39
ssl_resnext101_32x8d,29.120,70.880,61.013,38.987,88.79,224,0.875,bilinear,-66.370,-38.107,+37
tf_efficientnetv2_s,29.053,70.947,61.227,38.773,21.46,384,1.000,bicubic,-67.287,-37.973,-58
xception65p,28.987,71.013,59.920,40.080,39.82,299,0.940,bicubic,-67.223,-39.260,-48
resnet101d,28.987,71.013,62.040,37.960,44.57,320,1.000,bicubic,-67.313,-37.190,-56
resnetrs152,28.920,71.080,60.507,39.493,86.62,320,1.000,bicubic,-67.660,-38.733,-86
regnetz_c16,28.907,71.093,63.347,36.653,13.46,320,0.940,bicubic,-66.893,-35.753,-4
vit_relpos_medium_patch16_224,28.840,71.160,62.013,37.987,38.75,224,0.900,bicubic,-66.620,-36.947,+34
cs3sedarknet_x,29.573,70.427,61.493,38.507,35.40,288,1.000,bicubic,-66.467,-37.617,-18
convit_base,29.507,70.493,61.760,38.240,86.54,224,0.875,bicubic,-66.043,-37.110,+27
vit_relpos_medium_patch16_cls_224,29.320,70.680,60.653,39.347,38.76,224,0.900,bicubic,-66.160,-38.297,+40
ssl_resnext101_32x8d,29.120,70.880,61.013,38.987,88.79,224,0.875,bilinear,-66.370,-38.107,+38
tf_efficientnetv2_s,29.053,70.947,61.227,38.773,21.46,384,1.000,bicubic,-67.287,-37.973,-59
resnet101d,28.987,71.013,62.040,37.960,44.57,320,1.000,bicubic,-67.313,-37.190,-57
xception65p,28.987,71.013,59.920,40.080,39.82,299,0.940,bicubic,-67.223,-39.260,-49
resnetrs152,28.920,71.080,60.507,39.493,86.62,320,1.000,bicubic,-67.660,-38.733,-88
regnetz_c16,28.907,71.093,63.347,36.653,13.46,320,0.940,bicubic,-66.893,-35.753,-3
vit_relpos_medium_patch16_224,28.840,71.160,62.013,37.987,38.75,224,0.900,bicubic,-66.620,-36.947,+35
xcit_tiny_24_p8_224_dist,28.733,71.267,61.373,38.627,12.11,224,1.000,bicubic,-67.077,-37.837,-7
xcit_tiny_24_p8_224,28.707,71.293,60.440,39.560,12.11,224,1.000,bicubic,-66.963,-38.610,+6
crossvit_15_dagger_240,28.533,71.467,60.333,39.667,28.21,240,0.875,bicubic,-67.157,-38.497,+3
xcit_small_24_p16_224,28.347,71.653,58.707,41.293,47.67,224,1.000,bicubic,-67.183,-40.343,+17
xcit_tiny_24_p8_224,28.707,71.293,60.440,39.560,12.11,224,1.000,bicubic,-66.963,-38.610,+7
crossvit_15_dagger_240,28.533,71.467,60.333,39.667,28.21,240,0.875,bicubic,-67.157,-38.497,+4
xcit_small_24_p16_224,28.347,71.653,58.707,41.293,47.67,224,1.000,bicubic,-67.183,-40.063,+19
cs3edgenet_x,28.333,71.667,60.813,39.187,47.82,288,1.000,bicubic,-67.717,-38.327,-33
coat_lite_small,27.547,72.453,58.560,41.440,19.84,224,0.900,bicubic,-67.993,-40.300,+14
deit_base_patch16_224,27.440,72.560,58.893,41.107,86.57,224,0.900,bicubic,-68.000,-39.947,+30
vit_relpos_base_patch16_224,27.347,72.653,61.147,38.853,86.43,224,0.900,bicubic,-68.223,-37.883,+8
resnetv2_50x1_bitm,27.307,72.693,62.853,37.147,25.55,448,1.000,bilinear,-67.703,-36.037,+83
deit_base_patch16_224,27.440,72.560,58.893,41.107,86.57,224,0.900,bicubic,-68.000,-39.947,+31
vit_relpos_base_patch16_224,27.347,72.653,61.147,38.853,86.43,224,0.900,bicubic,-68.223,-37.883,+9
resnetv2_50x1_bitm,27.307,72.693,62.853,37.147,25.55,448,1.000,bilinear,-67.703,-36.207,+84
xcit_small_12_p16_224_dist,27.120,72.880,59.800,40.200,26.25,224,1.000,bicubic,-68.900,-39.330,-35
vit_small_patch16_224,27.013,72.987,59.187,40.813,22.05,224,0.900,bicubic,-68.357,-39.963,+39
vit_small_patch16_224,27.013,72.987,59.187,40.813,22.05,224,0.900,bicubic,-68.357,-39.963,+38
sequencer2d_s,26.813,73.187,60.613,39.387,27.65,224,0.875,bicubic,-69.177,-38.437,-35
mobilevitv2_200_in22ft1k,26.680,73.320,59.373,40.627,18.45,256,0.888,bicubic,-68.480,-39.577,+55
swin_s3_tiny_224,26.520,73.480,60.320,39.680,28.33,224,0.900,bicubic,-68.640,-38.620,+53
swin_s3_tiny_224,26.520,73.480,60.320,39.680,28.33,224,0.900,bicubic,-68.640,-38.620,+56
swinv2_tiny_window8_256,26.413,73.587,60.560,39.440,28.35,256,0.900,bicubic,-69.087,-38.560,+16
tf_efficientnet_b4,26.320,73.680,60.107,39.893,19.34,380,0.922,bicubic,-69.580,-39.063,-30
tf_efficientnet_b4_ap,26.240,73.760,60.213,39.787,19.34,380,0.922,bicubic,-69.920,-39.067,-60
deit3_small_patch16_224,26.213,73.787,54.413,45.587,22.06,224,0.900,bicubic,-68.787,-44.047,+77
tf_efficientnet_b4,26.320,73.680,60.107,39.893,19.34,380,0.922,bicubic,-69.580,-39.063,-31
tf_efficientnet_b4_ap,26.240,73.760,60.213,39.787,19.34,380,0.922,bicubic,-69.920,-39.067,-63
nfnet_l0,26.213,73.787,61.720,38.280,35.07,288,1.000,bicubic,-69.907,-37.520,-55
regnety_032,26.200,73.800,60.973,39.027,19.44,288,1.000,bicubic,-69.770,-38.157,-41
fbnetv3_g,26.120,73.880,61.067,38.933,16.62,288,0.950,bilinear,-69.390,-37.923,+6
ecaresnet50t,26.120,73.880,59.987,40.013,25.57,320,0.950,bicubic,-69.390,-39.133,+7
deit3_small_patch16_224,26.213,73.787,54.413,45.587,22.06,224,0.900,bicubic,-68.787,-44.047,+78
regnety_032,26.200,73.800,60.973,39.027,19.44,288,1.000,bicubic,-69.770,-38.217,-42
fbnetv3_g,26.120,73.880,61.067,38.933,16.62,288,0.950,bilinear,-69.390,-37.923,+8
ecaresnet50t,26.120,73.880,59.987,40.013,25.57,320,0.950,bicubic,-69.390,-39.133,+4
ecaresnet101d,26.040,73.960,59.000,41.000,44.57,224,0.875,bicubic,-69.490,-40.130,-2
mobilevitv2_175_in22ft1k,26.040,73.960,58.453,41.547,14.25,256,0.888,bicubic,-69.190,-40.337,+37
ecaresnet101d,26.040,73.960,59.000,41.000,44.57,224,0.875,bicubic,-69.490,-39.770,0
visformer_small,25.840,74.160,58.907,41.093,40.22,224,0.900,bicubic,-69.630,-39.993,+9
halo2botnet50ts_256,25.587,74.413,56.853,43.147,22.64,256,0.950,bicubic,-69.833,-41.767,+16
coat_mini,25.493,74.507,57.707,42.293,10.34,224,0.900,bicubic,-69.477,-41.073,+71
crossvit_15_240,25.453,74.547,57.547,42.453,27.53,240,0.875,bicubic,-69.697,-41.383,+44
halo2botnet50ts_256,25.587,74.413,56.853,43.147,22.64,256,0.950,bicubic,-69.833,-42.157,+16
coat_mini,25.493,74.507,57.707,42.293,10.34,224,0.900,bicubic,-69.477,-41.073,+72
vit_relpos_medium_patch16_rpn_224,25.453,74.547,58.627,41.373,38.73,224,0.900,bicubic,-70.057,-40.453,-1
vit_srelpos_medium_patch16_224,25.387,74.613,58.480,41.520,38.74,224,0.900,bicubic,-69.843,-40.510,+29
crossvit_15_240,25.453,74.547,57.547,42.453,27.53,240,0.875,bicubic,-69.697,-41.383,+43
vit_srelpos_medium_patch16_224,25.387,74.613,58.480,41.520,38.74,224,0.900,bicubic,-69.843,-40.510,+30
xcit_small_12_p16_224,25.173,74.827,56.080,43.920,26.25,224,1.000,bicubic,-70.247,-42.760,+12
resnetv2_50x1_bit_distilled,25.133,74.867,59.653,40.347,25.55,224,0.875,bicubic,-70.987,-39.627,-67
convit_small,25.107,74.893,57.280,42.720,27.78,224,0.875,bicubic,-70.093,-41.600,+31
vit_base_patch16_rpn_224,25.080,74.920,58.653,41.347,86.54,224,0.900,bicubic,-70.300,-40.277,+14
resnetv2_50x1_bit_distilled,25.133,74.867,59.653,40.347,25.55,224,0.875,bicubic,-70.987,-39.627,-70
convit_small,25.107,74.893,57.280,42.720,27.78,224,0.875,bicubic,-70.093,-41.620,+31
vit_base_patch16_rpn_224,25.080,74.920,58.653,41.347,86.54,224,0.900,bicubic,-70.300,-40.277,+13
gc_efficientnetv2_rw_t,25.053,74.947,57.720,42.280,13.68,288,1.000,bicubic,-70.687,-41.300,-33
eca_nfnet_l0,24.813,75.187,60.093,39.907,24.14,288,1.000,bicubic,-71.137,-39.117,-55
xception41p,24.800,75.200,55.173,44.827,26.91,299,0.940,bicubic,-70.710,-43.737,-11
tnt_s_patch16_224,24.720,75.280,58.187,41.813,23.76,224,0.900,bicubic,-70.320,-40.643,+51
xception41p,24.800,75.200,55.173,44.827,26.91,299,0.940,bicubic,-70.710,-43.737,-7
tnt_s_patch16_224,24.720,75.280,58.187,41.813,23.76,224,0.900,bicubic,-70.320,-40.643,+52
resnetv2_50d_evos,24.467,75.533,56.387,43.613,25.59,288,0.950,bicubic,-71.143,-42.643,-25
xcit_tiny_12_p16_384_dist,24.440,75.560,57.067,42.933,6.72,384,1.000,bicubic,-70.690,-41.783,+35
cs3darknet_x,24.360,75.640,57.813,42.187,35.05,288,1.000,bicubic,-71.500,-41.397,-52
xcit_tiny_12_p16_384_dist,24.440,75.560,57.067,42.933,6.72,384,1.000,bicubic,-70.690,-41.953,+36
cs3darknet_x,24.360,75.640,57.813,42.187,35.05,288,1.000,bicubic,-71.500,-41.367,-51
efficientnetv2_rw_t,24.280,75.720,57.360,42.640,13.65,288,1.000,bicubic,-71.320,-41.710,-27
convnext_tiny,24.267,75.733,59.333,40.667,28.59,224,0.875,bicubic,-71.283,-39.667,-24
ssl_resnext101_32x4d,24.173,75.827,57.413,42.587,44.18,224,0.875,bilinear,-71.267,-41.717,-6
swinv2_cr_tiny_ns_224,24.120,75.880,58.227,41.773,28.33,224,0.900,bicubic,-71.250,-40.713,+4
twins_svt_small,24.107,75.893,57.133,42.867,24.06,224,0.900,bicubic,-71.093,-41.767,+17
vit_small_r26_s32_224,24.080,75.920,56.173,43.827,36.43,224,0.900,bicubic,-71.560,-42.497,-35
mobilevitv2_150_in22ft1k,24.053,75.947,55.987,44.013,10.59,256,0.888,bicubic,-71.087,-42.783,+25
poolformer_m48,24.027,75.973,57.280,42.720,73.47,224,0.950,bicubic,-71.613,-41.660,-38
convnext_tiny,24.267,75.733,59.333,40.667,28.59,224,0.875,bicubic,-71.283,-39.667,-25
ssl_resnext101_32x4d,24.173,75.827,57.413,42.587,44.18,224,0.875,bilinear,-71.267,-41.717,-8
swinv2_cr_tiny_ns_224,24.120,75.880,58.227,41.773,28.33,224,0.900,bicubic,-71.250,-40.713,+5
twins_svt_small,24.107,75.893,57.133,42.867,24.06,224,0.900,bicubic,-71.093,-41.747,+19
vit_small_r26_s32_224,24.080,75.920,56.173,43.827,36.43,224,0.900,bicubic,-71.560,-43.017,-37
mobilevitv2_150_in22ft1k,24.053,75.947,55.987,44.013,10.59,256,0.888,bicubic,-71.087,-42.873,+26
vit_relpos_small_patch16_224,24.027,75.973,58.200,41.800,21.98,224,0.900,bicubic,-71.133,-40.750,+20
tf_efficientnet_b2_ns,24.013,75.987,57.280,42.720,9.11,260,0.890,bicubic,-71.747,-41.760,-50
cs3sedarknet_l,23.960,76.040,58.707,41.293,21.91,288,0.950,bicubic,-71.350,-40.423,+1
poolformer_m48,24.027,75.973,57.280,42.720,73.47,224,0.950,bicubic,-71.613,-41.660,-39
tf_efficientnet_b2_ns,24.013,75.987,57.280,42.720,9.11,260,0.890,bicubic,-71.747,-41.840,-51
cs3sedarknet_l,23.960,76.040,58.707,41.293,21.91,288,0.950,bicubic,-71.350,-40.423,+2
resnetv2_50d_gn,23.920,76.080,56.307,43.693,25.57,288,0.950,bicubic,-71.510,-42.733,-13
vit_small_patch32_384,23.760,76.240,57.293,42.707,22.92,384,1.000,bicubic,-71.290,-41.697,+33
lamhalobotnet50ts_256,23.573,76.427,55.333,44.667,22.57,256,0.950,bicubic,-71.577,-43.547,+16
vit_small_patch32_384,23.760,76.240,57.293,42.707,22.92,384,1.000,bicubic,-71.290,-41.697,+34
convnext_nano,23.640,76.360,55.800,44.200,15.59,288,1.000,bicubic,-71.720,-43.050,-3
lamhalobotnet50ts_256,23.573,76.427,55.333,44.667,22.57,256,0.950,bicubic,-71.577,-43.547,+17
resnet152,23.560,76.440,53.680,46.320,60.19,224,0.950,bicubic,-72.340,-45.400,-71
nasnetalarge,23.467,76.533,55.013,44.987,88.75,331,0.911,bicubic,-72.213,-43.917,-49
nasnetalarge,23.467,76.533,55.013,44.987,88.75,331,0.911,bicubic,-72.213,-43.917,-50
crossvit_small_240,23.440,76.560,56.813,43.187,26.86,240,0.875,bicubic,-71.390,-42.207,+53
levit_384,23.427,76.573,56.373,43.627,39.13,224,0.900,bicubic,-72.103,-42.367,-36
levit_384,23.427,76.573,56.373,43.627,39.13,224,0.900,bicubic,-72.103,-42.677,-38
pnasnet5large,23.320,76.680,53.640,46.360,86.06,331,0.911,bicubic,-72.390,-45.280,-56
convnext_tiny_hnf,23.227,76.773,55.200,44.800,28.59,224,0.950,bicubic,-72.283,-43.820,-31
efficientnet_b3,23.213,76.787,55.960,44.040,12.23,320,1.000,bicubic,-72.497,-43.080,-59
jx_nest_tiny,23.173,76.827,56.213,43.787,17.06,224,0.875,bicubic,-72.067,-42.767,-6
resnet61q,22.987,77.013,55.747,44.253,36.85,288,1.000,bicubic,-72.793,-43.243,-65
halonet50ts,22.920,77.080,54.000,46.000,22.73,256,0.940,bicubic,-72.220,-44.860,+9
vit_srelpos_small_patch16_224,22.907,77.093,55.733,44.267,21.97,224,0.900,bicubic,-72.123,-43.227,+25
resmlp_big_24_224,22.853,77.147,54.293,45.707,129.14,224,0.875,bicubic,-71.807,-44.507,+58
convnext_tiny_hnf,23.227,76.773,55.200,44.800,28.59,224,0.950,bicubic,-72.283,-43.820,-34
efficientnet_b3,23.213,76.787,55.960,44.040,12.23,320,1.000,bicubic,-72.497,-43.080,-60
jx_nest_tiny,23.173,76.827,56.213,43.787,17.06,224,0.875,bicubic,-72.067,-42.767,-5
resnet61q,22.987,77.013,55.747,44.253,36.85,288,1.000,bicubic,-72.793,-43.243,-66
halonet50ts,22.920,77.080,54.000,46.000,22.73,256,0.940,bicubic,-72.220,-44.770,+9
vit_srelpos_small_patch16_224,22.907,77.093,55.733,44.267,21.97,224,0.900,bicubic,-72.123,-43.227,+24
resmlp_big_24_224,22.853,77.147,54.293,45.707,129.14,224,0.875,bicubic,-71.807,-44.187,+59
twins_pcpvt_small,22.707,77.293,56.853,43.147,24.11,224,0.900,bicubic,-72.503,-42.027,-6
poolformer_m36,22.507,77.493,55.293,44.707,56.17,224,0.950,bicubic,-72.873,-43.557,-22
vit_base_patch32_224,22.400,77.600,53.987,46.013,88.22,224,0.900,bicubic,-72.600,-45.043,+26
pit_s_distilled_224,22.360,77.640,57.093,42.907,24.04,224,0.900,bicubic,-72.880,-41.957,-13
vit_base_patch32_224,22.400,77.600,53.987,46.013,88.22,224,0.900,bicubic,-72.600,-45.043,+25
pit_s_distilled_224,22.360,77.640,57.093,42.907,24.04,224,0.900,bicubic,-72.880,-41.957,-14
xcit_tiny_12_p8_224_dist,22.067,77.933,54.280,45.720,6.71,224,1.000,bicubic,-73.033,-44.630,+7
tresnet_m,21.667,78.333,53.840,46.160,31.39,224,0.875,bilinear,-74.043,-45.190,-68
tresnet_m,21.667,78.333,53.840,46.160,31.39,224,0.875,bilinear,-74.043,-45.190,-70
convmixer_1536_20,21.213,78.787,55.520,44.480,51.63,224,0.960,bicubic,-73.857,-43.510,+10
swin_tiny_patch4_window7_224,21.147,78.853,55.973,44.027,28.29,224,0.900,bicubic,-73.983,-43.047,+1
swin_tiny_patch4_window7_224,21.147,78.853,55.973,44.027,28.29,224,0.900,bicubic,-73.983,-42.877,+1
pit_s_224,21.093,78.907,53.587,46.413,23.46,224,0.900,bicubic,-73.497,-45.113,+56
xcit_tiny_12_p8_224,21.027,78.973,52.467,47.533,6.71,224,1.000,bicubic,-73.663,-46.363,+45
resnet51q,20.960,79.040,55.693,44.307,35.70,288,1.000,bilinear,-74.910,-43.437,-91
resnet51q,20.960,79.040,55.693,44.307,35.70,288,1.000,bilinear,-74.910,-43.437,-92
regnetz_b16,20.933,79.067,53.853,46.147,9.72,288,0.940,bicubic,-74.127,-45.197,+7
resnetrs101,20.867,79.133,52.813,47.187,63.62,288,0.940,bicubic,-74.563,-46.217,-39
resnetrs101,20.867,79.133,52.813,47.187,63.62,288,0.940,bicubic,-74.563,-46.217,-40
sebotnet33ts_256,20.733,79.267,48.787,51.213,13.70,256,0.940,bicubic,-73.847,-49.713,+52
deit_small_distilled_patch16_224,20.707,79.293,55.147,44.853,22.44,224,0.900,bicubic,-74.003,-43.883,+38
resnest50d_4s2x40d,20.373,79.627,52.827,47.173,30.42,224,0.875,bicubic,-74.587,-46.243,+16
resnetaa50,20.093,79.907,52.000,48.000,25.56,288,1.000,bicubic,-75.117,-46.930,-23
ssl_resnext50_32x4d,20.013,79.987,53.627,46.373,25.03,224,0.875,bilinear,-74.857,-45.263,+22
haloregnetz_b,19.987,80.013,50.013,49.987,11.68,224,0.940,bicubic,-74.713,-48.647,+35
resnetv2_101,19.960,80.040,49.227,50.773,44.54,224,0.950,bicubic,-75.660,-49.763,-74
xcit_nano_12_p8_384_dist,19.800,80.200,50.573,49.427,3.05,384,1.000,bicubic,-73.720,-47.927,+152
resnetv2_101,19.960,80.040,49.227,50.773,44.54,224,0.950,bicubic,-75.660,-49.763,-75
xcit_nano_12_p8_384_dist,19.800,80.200,50.573,49.427,3.05,384,1.000,bicubic,-73.720,-47.967,+151
tresnet_xl,19.640,80.360,53.133,46.867,78.44,224,0.875,bilinear,-75.800,-45.917,-53
gluon_senet154,19.333,80.667,47.573,52.427,115.09,224,0.875,bicubic,-75.587,-51.187,+13
resnet101,19.320,80.680,49.587,50.413,44.55,224,0.950,bicubic,-76.040,-49.273,-40
resnet101,19.320,80.680,49.587,50.413,44.55,224,0.950,bicubic,-76.040,-49.273,-41
rexnet_200,19.227,80.773,52.720,47.280,16.37,224,0.875,bicubic,-75.723,-46.290,+8
levit_256,19.187,80.813,50.093,49.907,18.89,224,0.900,bicubic,-75.823,-48.817,+1
lambda_resnet50ts,19.133,80.867,49.307,50.693,21.54,256,0.950,bicubic,-75.647,-49.263,+21
repvgg_b3,19.133,80.867,50.280,49.720,123.09,224,0.875,bilinear,-75.437,-48.500,+39
levit_256,19.187,80.813,50.093,49.907,18.89,224,0.900,bicubic,-75.823,-48.797,+1
repvgg_b3,19.133,80.867,50.280,49.720,123.09,224,0.875,bilinear,-75.437,-48.500,+40
lambda_resnet50ts,19.133,80.867,49.307,50.693,21.54,256,0.950,bicubic,-75.647,-49.153,+20
mixer_b16_224_miil,19.040,80.960,51.227,48.773,59.88,224,0.875,bilinear,-76.260,-47.653,-42
legacy_senet154,19.027,80.973,47.960,52.040,115.09,224,0.875,bilinear,-76.043,-50.870,-12
gluon_seresnext101_64x4d,18.933,81.067,49.160,50.840,88.23,224,0.875,bicubic,-75.987,-49.670,+4
gluon_seresnext101_64x4d,18.933,81.067,49.160,50.840,88.23,224,0.875,bicubic,-75.987,-49.670,+3
deit_small_patch16_224,18.920,81.080,51.400,48.600,22.05,224,0.900,bicubic,-75.470,-47.290,+60
mobilevitv2_200,18.920,81.080,50.560,49.440,18.45,256,0.888,bicubic,-75.910,-48.150,+13
edgenext_small,18.667,81.333,53.600,46.400,5.59,320,1.000,bicubic,-76.743,-45.500,-56
tf_efficientnet_b1_ns,18.667,81.333,51.693,48.307,7.79,240,0.882,bicubic,-76.513,-47.417,-37
poolformer_s36,18.400,81.600,51.867,48.133,30.86,224,0.900,bicubic,-76.690,-47.043,-22
seresnext50_32x4d,18.360,81.640,50.960,49.040,27.56,224,0.875,bicubic,-76.670,-47.920,-14
poolformer_s36,18.400,81.600,51.867,48.133,30.86,224,0.900,bicubic,-76.690,-47.043,-23
seresnext50_32x4d,18.360,81.640,50.960,49.040,27.56,224,0.875,bicubic,-76.670,-47.920,-13
cs3darknet_l,18.307,81.693,51.867,48.133,21.16,288,0.950,bicubic,-76.813,-47.113,-28
ecaresnet50d,18.267,81.733,51.840,48.160,25.58,224,0.875,bicubic,-76.353,-47.050,+24
cait_xxs36_224,18.267,81.733,49.427,50.573,17.30,224,1.000,bicubic,-75.993,-49.293,+65
sehalonet33ts,18.227,81.773,47.787,52.213,13.69,256,0.940,bicubic,-76.553,-50.673,+6
tf_efficientnet_lite4,18.133,81.867,50.720,49.280,13.01,380,0.920,bilinear,-76.747,-48.300,-3
ecaresnet50d,18.267,81.733,51.840,48.160,25.58,224,0.875,bicubic,-76.353,-47.050,+23
cait_xxs36_224,18.267,81.733,49.427,50.573,17.30,224,1.000,bicubic,-75.993,-49.293,+63
sehalonet33ts,18.227,81.773,47.787,52.213,13.69,256,0.940,bicubic,-76.553,-50.783,+6
tf_efficientnet_lite4,18.133,81.867,50.720,49.280,13.01,380,0.920,bilinear,-76.747,-48.300,-4
vit_tiny_patch16_384,18.013,81.987,50.333,49.667,5.79,384,1.000,bicubic,-75.637,-48.267,+120
mobilevitv2_175,17.773,82.227,49.760,50.240,14.25,256,0.888,bicubic,-77.117,-49.100,-7
resnest50d_1s4x24d,17.693,82.307,49.800,50.200,25.68,224,0.875,bicubic,-77.057,-49.180,+5
resnest50d,17.360,82.640,50.733,49.267,27.48,224,0.875,bilinear,-77.490,-48.147,-5
resnest50d,17.360,82.640,50.733,49.267,27.48,224,0.875,bilinear,-77.490,-48.147,-4
gluon_seresnext101_32x4d,17.360,82.640,46.373,53.627,48.96,224,0.875,bicubic,-77.560,-52.437,-12
efficientnet_el,17.320,82.680,50.000,50.000,10.59,300,0.904,bicubic,-77.800,-48.980,-37
inception_v4,17.280,82.720,45.933,54.067,42.68,299,0.875,bicubic,-77.100,-52.647,+44
tf_efficientnet_b3_ap,17.200,82.800,49.667,50.333,12.23,300,0.904,bicubic,-78.120,-49.233,-65
xcit_tiny_24_p16_224_dist,17.187,82.813,47.480,52.520,12.12,224,1.000,bicubic,-77.343,-51.300,+25
tf_efficientnet_b3,17.000,83.000,49.267,50.733,12.23,300,0.904,bicubic,-78.010,-49.793,-26
tf_efficientnet_b3,17.000,83.000,49.267,50.733,12.23,300,0.904,bicubic,-78.010,-49.643,-26
xception71,17.000,83.000,45.533,54.467,42.34,299,0.903,bicubic,-77.280,-53.107,+49
cs3darknet_focus_l,16.973,83.027,50.480,49.520,21.15,288,0.950,bicubic,-78.197,-48.480,-55
resmlp_36_distilled_224,16.880,83.120,51.480,48.520,44.69,224,0.875,bicubic,-78.000,-47.360,-17
gluon_resnext101_64x4d,16.880,83.120,44.173,55.827,83.46,224,0.875,bicubic,-77.780,-54.617,+3
tf_efficientnetv2_b3,16.667,83.333,48.680,51.320,14.36,300,0.904,bicubic,-78.493,-50.140,-55
resmlp_36_distilled_224,16.880,83.120,51.480,48.520,44.69,224,0.875,bicubic,-78.000,-47.360,-16
gluon_resnext101_64x4d,16.880,83.120,44.173,55.827,83.46,224,0.875,bicubic,-77.780,-54.477,+2
tf_efficientnetv2_b3,16.667,83.333,48.680,51.320,14.36,300,0.904,bicubic,-78.493,-50.140,-54
gluon_resnet152_v1d,16.600,83.400,44.293,55.707,60.21,224,0.875,bicubic,-78.140,-54.447,-7
tresnet_l,16.573,83.427,49.947,50.053,55.99,224,0.875,bilinear,-78.717,-49.063,-72
inception_resnet_v2,16.573,83.427,44.933,55.067,55.84,299,0.897,bicubic,-77.957,-53.847,+16
tresnet_l,16.573,83.427,49.947,50.053,55.99,224,0.875,bilinear,-78.717,-49.063,-71
inception_resnet_v2,16.573,83.427,44.933,55.067,55.84,299,0.897,bicubic,-77.957,-53.847,+15
gluon_resnet152_v1s,16.560,83.440,44.507,55.493,60.32,224,0.875,bicubic,-78.480,-54.423,-40
gmlp_s16_224,16.547,83.453,45.120,54.880,19.42,224,0.875,bicubic,-77.613,-53.380,+57
mobilevitv2_150,16.480,83.520,48.453,51.547,10.59,256,0.888,bicubic,-78.070,-50.297,+5
gluon_xception65,16.440,83.560,46.040,53.960,39.92,299,0.903,bicubic,-77.820,-52.530,+39
resmlp_24_distilled_224,16.440,83.560,50.373,49.627,30.02,224,0.875,bicubic,-78.020,-48.397,+20
mobilevitv2_150,16.480,83.520,48.453,51.547,10.59,256,0.888,bicubic,-78.070,-50.257,+8
resmlp_24_distilled_224,16.440,83.560,50.373,49.627,30.02,224,0.875,bicubic,-78.020,-48.397,+21
gluon_xception65,16.440,83.560,46.040,53.960,39.92,299,0.903,bicubic,-77.820,-52.530,+40
gcresnet50t,16.373,83.627,48.227,51.773,25.90,256,0.900,bicubic,-78.477,-50.563,-23
gernet_l,16.347,83.653,47.213,52.787,31.08,256,0.875,bilinear,-78.743,-51.687,-54
gernet_l,16.347,83.653,47.213,52.787,31.08,256,0.875,bilinear,-78.743,-51.687,-53
wide_resnet50_2,16.307,83.693,48.400,51.600,68.88,224,0.875,bicubic,-78.773,-50.570,-52
xcit_tiny_24_p16_224,16.280,83.720,45.973,54.027,12.12,224,1.000,bicubic,-77.790,-52.557,+57
gcresnext50ts,16.240,83.760,46.533,53.467,15.67,256,0.900,bicubic,-78.250,-52.087,+10
gcresnext50ts,16.240,83.760,46.533,53.467,15.67,256,0.900,bicubic,-78.250,-52.137,+9
repvgg_b3g4,16.227,83.773,47.640,52.360,83.83,224,0.875,bilinear,-78.293,-51.330,+6
ens_adv_inception_resnet_v2,16.213,83.787,43.613,56.387,55.84,299,0.897,bicubic,-77.947,-54.987,+46
edgenext_small_rw,15.960,84.040,49.667,50.333,7.83,320,1.000,bicubic,-78.700,-48.813,-16
edgenext_small_rw,15.960,84.040,49.667,50.333,7.83,320,1.000,bicubic,-78.700,-49.123,-16
ssl_resnet50,15.920,84.080,49.400,50.600,25.56,224,0.875,bilinear,-78.520,-49.520,+13
regnety_320,15.653,84.347,44.827,55.173,145.05,224,0.875,bicubic,-78.887,-54.033,-2
regnety_320,15.653,84.347,44.827,55.173,145.05,224,0.875,bicubic,-78.887,-54.033,-3
ecaresnet101d_pruned,15.600,84.400,48.053,51.947,24.88,224,0.875,bicubic,-79.480,-50.927,-61
convmixer_768_32,15.533,84.467,47.960,52.040,21.11,224,0.960,bicubic,-78.967,-50.890,+1
ecaresnet26t,15.467,84.533,47.907,52.093,16.01,320,0.950,bicubic,-78.853,-50.813,+21
coat_tiny,15.387,84.613,45.640,54.360,5.50,224,0.900,bicubic,-78.203,-52.780,+89
skresnext50_32x4d,15.347,84.653,44.507,55.493,27.48,224,0.875,bicubic,-78.903,-53.953,+26
vit_relpos_base_patch32_plus_rpn_256,15.240,84.760,42.613,57.387,119.42,256,0.900,bicubic,-78.490,-55.457,+75
vit_relpos_base_patch32_plus_rpn_256,15.240,84.760,42.613,57.387,119.42,256,0.900,bicubic,-78.490,-55.457,+76
cait_xxs24_224,15.160,84.840,44.947,55.053,11.96,224,1.000,bicubic,-78.440,-53.493,+85
ecaresnetlight,15.147,84.853,45.800,54.200,30.16,224,0.875,bicubic,-79.623,-53.000,-34
levit_192,14.893,85.107,44.920,55.080,10.95,224,0.900,bicubic,-79.287,-53.620,+32
rexnet_150,14.707,85.293,46.920,53.080,9.73,224,0.875,bicubic,-79.773,-51.870,-3
darknet53,14.680,85.320,47.120,52.880,41.61,288,1.000,bicubic,-79.950,-51.640,-26
darknetaa53,14.573,85.427,45.453,54.547,36.02,288,1.000,bilinear,-79.897,-53.307,-4
darknet53,14.680,85.320,47.120,52.880,41.61,288,1.000,bicubic,-79.950,-51.770,-26
darknetaa53,14.573,85.427,45.453,54.547,36.02,288,1.000,bilinear,-79.897,-53.307,-3
resnext50_32x4d,14.533,85.467,44.187,55.813,25.03,224,0.950,bicubic,-80.007,-54.423,-14
coat_lite_mini,14.493,85.507,44.547,55.453,11.01,224,0.900,bicubic,-79.557,-54.013,+39
efficientnet_el_pruned,14.480,85.520,46.080,53.920,10.59,300,0.904,bicubic,-79.920,-52.660,+1
efficientnet_el_pruned,14.480,85.520,46.080,53.920,10.59,300,0.904,bicubic,-79.920,-52.660,0
efficientnet_b2,14.440,85.560,46.067,53.933,9.11,288,1.000,bicubic,-80.170,-52.643,-27
seresnet33ts,14.427,85.573,46.133,53.867,19.78,256,0.900,bicubic,-80.433,-52.657,-51
poolformer_s24,14.267,85.733,47.227,52.773,21.39,224,0.900,bicubic,-80.283,-51.483,-23
poolformer_s24,14.267,85.733,47.227,52.773,21.39,224,0.900,bicubic,-80.283,-51.653,-25
legacy_seresnext101_32x4d,14.160,85.840,43.013,56.987,48.96,224,0.875,bilinear,-80.210,-55.637,0
seresnet50,14.147,85.853,45.507,54.493,28.09,224,0.875,bicubic,-80.403,-53.283,-24
seresnet50,14.147,85.853,45.507,54.493,28.09,224,0.875,bicubic,-80.403,-53.243,-25
fbnetv3_d,14.107,85.893,46.480,53.520,10.31,256,0.950,bilinear,-79.823,-52.260,+43
eca_resnet33ts,14.080,85.920,47.360,52.640,19.68,256,0.900,bicubic,-80.110,-51.400,+16
gernet_m,14.053,85.947,46.013,53.987,21.14,224,0.875,bilinear,-80.567,-52.847,-36
gernet_m,14.053,85.947,46.013,53.987,21.14,224,0.875,bilinear,-80.567,-52.847,-35
mobilevitv2_125,14.000,86.000,44.987,55.013,7.48,256,0.888,bicubic,-79.970,-53.573,+36
gluon_resnext101_32x4d,13.867,86.133,41.653,58.347,44.18,224,0.875,bicubic,-80.673,-56.977,-28
gcresnet33ts,13.760,86.240,45.053,54.947,19.88,256,0.900,bicubic,-80.710,-53.717,-17
gluon_resnext101_32x4d,13.867,86.133,41.653,58.347,44.18,224,0.875,bicubic,-80.673,-56.977,-27
gcresnet33ts,13.760,86.240,45.053,54.947,19.88,256,0.900,bicubic,-80.710,-53.717,-18
gluon_seresnext50_32x4d,13.613,86.387,43.720,56.280,27.56,224,0.875,bicubic,-80.717,-54.890,-4
resmlp_36_224,13.520,86.480,46.693,53.307,44.69,224,0.875,bicubic,-80.680,-51.967,+9
resnet50_gn,13.467,86.533,42.747,57.253,25.56,224,0.940,bicubic,-80.883,-55.963,-8
repvgg_b2g4,13.427,86.573,43.827,56.173,61.76,224,0.875,bilinear,-80.413,-54.763,+40
repvgg_b2g4,13.427,86.573,43.827,56.173,61.76,224,0.875,bilinear,-80.413,-54.763,+41
eca_botnext26ts_256,13.373,86.627,42.173,57.827,10.59,256,0.950,bicubic,-80.407,-56.327,+45
ese_vovnet39b,13.333,86.667,43.813,56.187,24.57,224,0.875,bicubic,-80.757,-54.847,+18
regnetx_320,13.320,86.680,40.720,59.280,107.81,224,0.875,bicubic,-81.140,-58.020,-22
pit_xs_distilled_224,13.267,86.733,44.560,55.440,11.00,224,0.900,bicubic,-80.553,-54.110,+39
efficientnet_b3_pruned,13.173,86.827,45.227,54.773,9.86,300,0.904,bicubic,-81.457,-53.663,-50
gluon_resnet101_v1d,13.173,86.827,41.480,58.520,44.57,224,0.875,bicubic,-81.057,-57.070,-1
mixnet_xl,13.120,86.880,43.240,56.760,11.90,224,0.875,bicubic,-81.070,-55.100,+2
efficientnet_b3_pruned,13.173,86.827,45.227,54.773,9.86,300,0.904,bicubic,-81.457,-53.533,-49
gluon_resnet101_v1d,13.173,86.827,41.480,58.520,44.57,224,0.875,bicubic,-81.057,-57.070,-2
mixnet_xl,13.120,86.880,43.240,56.760,11.90,224,0.875,bicubic,-81.070,-55.100,+3
cspresnext50,13.053,86.947,45.000,55.000,20.57,256,0.887,bilinear,-81.777,-53.770,-68
nf_regnet_b1,12.947,87.053,44.387,55.613,10.22,288,0.900,bicubic,-81.163,-54.243,+10
eca_halonext26ts,12.933,87.067,42.800,57.200,10.76,256,0.940,bicubic,-81.107,-55.690,+14
mobilevit_s,12.880,87.120,40.787,59.213,5.58,256,0.900,bicubic,-80.300,-57.653,+86
pit_xs_224,12.813,87.187,42.827,57.173,10.62,224,0.900,bicubic,-80.307,-55.503,+90
gluon_inception_v3,12.640,87.360,40.493,59.507,23.83,299,0.875,bicubic,-80.810,-58.077,+63
pit_xs_224,12.813,87.187,42.827,57.173,10.62,224,0.900,bicubic,-80.307,-55.503,+91
gluon_inception_v3,12.640,87.360,40.493,59.507,23.83,299,0.875,bicubic,-80.810,-58.077,+62
crossvit_9_dagger_240,12.573,87.427,41.787,58.213,8.78,240,0.875,bicubic,-80.317,-56.463,+101
coat_lite_tiny,12.547,87.453,41.133,58.867,5.72,224,0.900,bicubic,-80.683,-57.127,+80
resmlp_24_224,12.507,87.493,43.427,56.573,30.02,224,0.875,bicubic,-81.513,-55.193,+10
resmlp_24_224,12.507,87.493,43.427,56.573,30.02,224,0.875,bicubic,-81.513,-54.903,+10
regnety_120,12.400,87.600,42.213,57.787,51.82,224,0.875,bicubic,-82.080,-56.597,-41
efficientnet_em,12.360,87.640,43.853,56.147,6.90,240,0.882,bicubic,-81.480,-54.957,+23
cspdarknet53,12.027,87.973,43.280,56.720,27.64,256,0.887,bilinear,-82.633,-55.370,-68
hrnet_w64,12.000,88.000,40.813,59.187,128.06,224,0.875,bilinear,-82.020,-57.517,+5
efficientnet_em,12.360,87.640,43.853,56.147,6.90,240,0.882,bicubic,-81.480,-54.957,+22
cspdarknet53,12.027,87.973,43.280,56.720,27.64,256,0.887,bilinear,-82.633,-55.520,-68
hrnet_w64,12.000,88.000,40.813,59.187,128.06,224,0.875,bilinear,-82.020,-57.807,+5
xcit_tiny_12_p16_224_dist,11.973,88.027,40.107,59.893,6.72,224,1.000,bicubic,-81.427,-58.373,+59
gluon_resnet101_v1s,11.880,88.120,40.973,59.027,44.67,224,0.875,bicubic,-82.840,-57.847,-75
gmixer_24_224,11.867,88.133,37.787,62.213,24.72,224,0.875,bicubic,-80.963,-60.393,+96
nf_resnet50,11.760,88.240,45.933,54.067,25.56,288,0.940,bicubic,-82.790,-52.947,-60
fbnetv3_b,11.733,88.267,44.387,55.613,8.60,256,0.950,bilinear,-82.237,-54.243,+6
gmixer_24_224,11.867,88.133,37.787,62.213,24.72,224,0.875,bicubic,-80.963,-60.093,+97
nf_resnet50,11.760,88.240,45.933,54.067,25.56,288,0.940,bicubic,-82.790,-52.857,-60
fbnetv3_b,11.733,88.267,44.387,55.613,8.60,256,0.950,bilinear,-82.237,-54.243,+4
resnet50d,11.720,88.280,42.467,57.533,25.58,224,0.875,bicubic,-82.540,-56.253,-27
dpn92,11.613,88.387,40.293,59.707,37.67,224,0.875,bicubic,-82.617,-58.437,-24
dla102x2,11.600,88.400,41.267,58.733,41.28,224,0.875,bilinear,-82.370,-57.233,+1
dla102x2,11.600,88.400,41.267,58.733,41.28,224,0.875,bilinear,-82.370,-57.233,+3
xception41,11.600,88.400,39.147,60.853,26.97,299,0.903,bicubic,-81.830,-59.283,+48
botnet26t_256,11.587,88.413,40.133,59.867,12.49,256,0.950,bicubic,-81.923,-58.167,+39
vit_small_patch32_224,11.480,88.520,39.547,60.453,22.88,224,0.900,bicubic,-80.550,-58.683,+136
levit_128,11.387,88.613,40.240,59.760,9.21,224,0.900,bicubic,-81.943,-58.140,+52
lambda_resnet26t,11.373,88.627,40.173,59.827,10.96,256,0.940,bicubic,-82.457,-58.477,+9
tf_efficientnet_el,11.373,88.627,42.040,57.960,10.59,300,0.904,bicubic,-83.027,-56.670,-49
vit_small_patch32_224,11.480,88.520,39.547,60.453,22.88,224,0.900,bicubic,-80.550,-58.683,+135
levit_128,11.387,88.613,40.240,59.760,9.21,224,0.900,bicubic,-81.943,-58.140,+53
tf_efficientnet_el,11.373,88.627,42.040,57.960,10.59,300,0.904,bicubic,-83.027,-56.670,-47
lambda_resnet26t,11.373,88.627,40.173,59.827,10.96,256,0.940,bicubic,-82.457,-58.477,+8
efficientnet_b2_pruned,11.347,88.653,42.013,57.987,8.31,260,0.890,bicubic,-82.803,-56.517,-20
xcit_nano_12_p16_384_dist,11.227,88.773,39.853,60.147,3.05,384,1.000,bicubic,-80.603,-58.167,+141
halonet26t,11.120,88.880,38.813,61.187,12.48,256,0.950,bicubic,-82.890,-59.687,-10
@ -431,18 +435,18 @@ hrnet_w48,11.093,88.907,40.293,59.707,77.47,224,0.875,bilinear,-82.827,-58.317,-
vit_tiny_r_s16_p8_384,11.093,88.907,39.973,60.027,6.36,384,1.000,bicubic,-80.947,-58.317,+126
gluon_resnet152_v1c,11.093,88.907,37.120,62.880,60.21,224,0.875,bicubic,-83.067,-61.520,-28
dpn107,11.053,88.947,38.640,61.360,86.92,224,0.875,bicubic,-83.257,-59.830,-46
mobilevitv2_100,11.013,88.987,40.653,59.347,4.90,256,0.888,bicubic,-82.287,-57.627,+49
ecaresnet50d_pruned,11.013,88.987,41.960,58.040,19.94,224,0.875,bicubic,-83.207,-56.770,-38
ecaresnet50d_pruned,11.013,88.987,41.960,58.040,19.94,224,0.875,bicubic,-83.207,-56.770,-37
mobilevitv2_100,11.013,88.987,40.653,59.347,4.90,256,0.888,bicubic,-82.287,-57.627,+48
tf_efficientnetv2_b2,11.000,89.000,39.760,60.240,10.10,260,0.890,bicubic,-83.420,-58.810,-60
adv_inception_v3,11.000,89.000,36.720,63.280,23.83,299,0.875,bicubic,-81.880,-61.420,+71
xcit_tiny_12_p16_224,10.973,89.027,37.027,62.973,6.72,224,1.000,bicubic,-81.527,-61.213,+97
tf_efficientnet_b0_ns,10.973,89.027,40.067,59.933,5.29,224,0.875,bicubic,-82.657,-58.573,+13
xcit_tiny_12_p16_224,10.973,89.027,37.027,62.973,6.72,224,1.000,bicubic,-81.527,-61.213,+97
resnetv2_50,10.960,89.040,39.333,60.667,25.55,224,0.950,bicubic,-83.470,-59.397,-65
tf_inception_v3,10.813,89.187,36.840,63.160,23.83,299,0.875,bicubic,-82.507,-61.190,+38
tf_inception_v3,10.813,89.187,36.840,63.160,23.83,299,0.875,bicubic,-82.507,-61.190,+39
xcit_nano_12_p8_224_dist,10.800,89.200,38.120,61.880,3.05,224,1.000,bicubic,-81.300,-60.030,+113
dpn131,10.720,89.280,37.187,62.813,79.25,224,0.875,bicubic,-83.270,-61.533,-23
tf_efficientnet_b2_ap,10.533,89.467,40.107,59.893,9.11,260,0.890,bicubic,-83.957,-58.563,-78
resnext50d_32x4d,10.413,89.587,39.733,60.267,25.05,224,0.875,bicubic,-83.777,-58.827,-43
tf_efficientnet_b2_ap,10.533,89.467,40.107,59.893,9.11,260,0.890,bicubic,-83.957,-58.513,-77
resnext50d_32x4d,10.413,89.587,39.733,60.267,25.05,224,0.875,bicubic,-83.777,-58.827,-44
rexnet_130,10.400,89.600,41.547,58.453,7.56,224,0.875,bicubic,-83.500,-56.853,-17
hrnet_w44,10.307,89.693,39.480,60.520,67.06,224,0.875,bilinear,-83.243,-59.220,+10
xcit_nano_12_p8_224,10.293,89.707,37.000,63.000,3.05,224,1.000,bicubic,-80.727,-60.790,+146
@ -451,11 +455,11 @@ resnext101_32x8d,10.173,89.827,37.800,62.200,88.79,224,0.875,bilinear,-83.647,-6
regnetx_160,10.147,89.853,38.000,62.000,54.28,224,0.875,bicubic,-83.983,-60.740,-42
dpn98,10.133,89.867,36.587,63.413,61.57,224,0.875,bicubic,-83.987,-61.993,-42
resnet50,10.120,89.880,37.907,62.093,25.56,224,0.950,bicubic,-84.220,-60.533,-69
legacy_seresnext50_32x4d,10.093,89.907,39.200,60.800,27.56,224,0.875,bilinear,-83.637,-59.380,-10
legacy_seresnext50_32x4d,10.093,89.907,39.200,60.800,27.56,224,0.875,bilinear,-83.637,-59.380,-11
resnetrs50,10.067,89.933,37.507,62.493,35.69,224,0.910,bicubic,-84.233,-61.133,-67
inception_v3,10.027,89.973,35.227,64.773,23.83,299,0.875,bicubic,-82.693,-62.743,+65
efficientnet_b1,9.987,90.013,37.560,62.440,7.79,256,1.000,bicubic,-83.253,-60.740,+29
xception,9.987,90.013,38.040,61.960,22.86,299,0.897,bicubic,-83.483,-60.490,+7
xception,9.987,90.013,38.040,61.960,22.86,299,0.897,bicubic,-83.483,-60.490,+8
efficientnet_b1,9.987,90.013,37.560,62.440,7.79,256,1.000,bicubic,-83.253,-60.740,+28
dpn68b,9.787,90.213,38.027,61.973,12.61,224,0.875,bicubic,-83.903,-60.493,-12
gluon_resnet152_v1b,9.747,90.253,36.080,63.920,60.19,224,0.875,bicubic,-84.323,-62.380,-46
tf_efficientnet_lite3,9.653,90.347,38.987,61.013,8.20,300,0.904,bilinear,-84.557,-59.653,-63
@ -467,43 +471,43 @@ cspresnet50,9.293,90.707,39.613,60.387,21.62,256,0.887,bilinear,-84.437,-59.027,
resnet33ts,9.240,90.760,38.667,61.333,19.68,256,0.900,bicubic,-84.360,-59.863,-14
hrnet_w40,9.227,90.773,36.880,63.120,57.56,224,0.875,bilinear,-84.263,-61.700,-4
regnetx_120,9.187,90.813,37.187,62.813,46.11,224,0.875,bicubic,-85.053,-61.463,-75
seresnext26d_32x4d,9.147,90.853,36.813,63.187,16.81,224,0.875,bicubic,-83.543,-61.257,+54
seresnext26d_32x4d,9.147,90.853,36.813,63.187,16.81,224,0.875,bicubic,-83.543,-61.337,+53
crossvit_tiny_240,9.107,90.893,34.600,65.400,7.01,240,0.875,bicubic,-81.133,-62.990,+141
resnest26d,9.067,90.933,37.840,62.160,17.07,224,0.875,bilinear,-84.263,-60.790,+6
resnest26d,9.067,90.933,37.840,62.160,17.07,224,0.875,bilinear,-84.263,-60.790,+4
vit_tiny_patch16_224,9.053,90.947,34.627,65.373,5.72,224,0.900,bicubic,-82.717,-63.413,+99
vit_base_patch16_224_sam,8.987,91.013,36.173,63.827,86.57,224,0.900,bicubic,-85.153,-62.497,-66
gluon_resnext50_32x4d,8.973,91.027,36.307,63.693,25.03,224,0.875,bicubic,-84.837,-62.103,-38
rexnet_100,8.907,91.093,36.373,63.627,4.80,224,0.875,bicubic,-84.123,-61.817,+24
seresnext26t_32x4d,8.893,91.107,36.893,63.107,16.81,224,0.875,bicubic,-83.927,-61.477,+37
bat_resnext26ts,8.867,91.133,36.413,63.587,10.73,256,0.900,bicubic,-84.463,-61.937,-1
mixnet_l,8.853,91.147,36.213,63.787,7.33,224,0.875,bicubic,-84.597,-62.007,-13
mobilenetv3_large_100_miil,8.853,91.147,33.080,66.920,5.48,224,0.875,bilinear,-83.417,-64.560,+69
seresnext26t_32x4d,8.893,91.107,36.893,63.107,16.81,224,0.875,bicubic,-83.927,-61.477,+36
bat_resnext26ts,8.867,91.133,36.413,63.587,10.73,256,0.900,bicubic,-84.463,-61.937,0
mixnet_l,8.853,91.147,36.213,63.787,7.33,224,0.875,bicubic,-84.597,-62.007,-11
mobilenetv3_large_100_miil,8.853,91.147,33.080,66.920,5.48,224,0.875,bilinear,-83.417,-64.560,+68
convit_tiny,8.813,91.187,34.360,65.640,5.71,224,0.875,bicubic,-81.827,-63.380,+125
resnet32ts,8.760,91.240,37.227,62.773,17.96,256,0.900,bicubic,-84.700,-61.263,-16
gcresnext26ts,8.707,91.293,35.733,64.267,10.48,256,0.900,bicubic,-84.073,-62.527,+32
levit_128s,8.707,91.293,33.160,66.840,7.78,224,0.900,bicubic,-83.223,-64.910,+79
dla169,8.653,91.347,35.947,64.053,53.39,224,0.875,bilinear,-84.687,-62.643,-10
hrnet_w30,8.600,91.400,37.027,62.973,37.71,224,0.875,bilinear,-84.600,-61.383,+2
mixer_b16_224,8.600,91.400,29.440,70.560,59.88,224,0.875,bicubic,-83.270,-67.810,+81
hrnet_w30,8.600,91.400,37.027,62.973,37.71,224,0.875,bilinear,-84.600,-61.383,+1
legacy_seresnet101,8.533,91.467,36.013,63.987,49.33,224,0.875,bilinear,-84.757,-62.497,-4
tf_efficientnet_b1_ap,8.453,91.547,35.227,64.773,7.79,240,0.882,bicubic,-85.227,-63.133,-41
repvgg_b2,8.427,91.573,36.453,63.547,89.02,224,0.875,bilinear,-85.063,-62.277,-27
resmlp_12_distilled_224,8.307,91.693,36.840,63.160,15.35,224,0.875,bicubic,-84.533,-61.300,+19
resnetblur50,8.253,91.747,37.373,62.627,25.56,224,0.875,bicubic,-85.687,-61.207,-68
resnetblur50,8.253,91.747,37.373,62.627,25.56,224,0.875,bicubic,-85.687,-61.207,-67
crossvit_9_240,8.253,91.747,34.107,65.893,8.55,240,0.875,bicubic,-82.377,-63.633,+114
dla102x,8.213,91.787,37.040,62.960,26.31,224,0.875,bilinear,-85.307,-61.500,-35
dla102x,8.213,91.787,37.040,62.960,26.31,224,0.875,bilinear,-85.307,-61.460,-34
eca_resnext26ts,8.080,91.920,35.960,64.040,10.30,256,0.900,bicubic,-84.530,-62.300,+35
hrnet_w32,8.027,91.973,37.520,62.480,41.23,224,0.875,bilinear,-85.503,-60.940,-38
gluon_resnet101_v1c,7.987,92.013,33.360,66.640,44.57,224,0.875,bicubic,-85.683,-65.060,-48
cs3darknet_m,7.987,92.013,36.507,63.493,9.31,288,0.950,bicubic,-85.373,-62.093,-24
cs3darknet_m,7.987,92.013,36.507,63.493,9.31,288,0.950,bicubic,-85.373,-62.093,-23
gluon_resnet101_v1c,7.987,92.013,33.360,66.640,44.57,224,0.875,bicubic,-85.683,-65.060,-49
gluon_resnet50_v1d,7.933,92.067,35.000,65.000,25.58,224,0.875,bicubic,-85.837,-63.390,-60
dla60_res2next,7.827,92.173,34.987,65.013,17.03,224,0.875,bilinear,-85.343,-63.413,-12
res2net50_26w_8s,7.827,92.173,33.720,66.280,48.40,224,0.875,bilinear,-85.593,-64.450,-30
mobilevitv2_075,7.827,92.173,33.693,66.307,2.87,256,0.888,bicubic,-83.933,-64.087,+72
dla60_res2next,7.827,92.173,34.987,65.013,17.03,224,0.875,bilinear,-85.343,-63.413,-10
res2net50_26w_8s,7.827,92.173,33.720,66.280,48.40,224,0.875,bilinear,-85.593,-64.450,-31
mobilevitv2_075,7.827,92.173,33.693,66.307,2.87,256,0.888,bicubic,-83.933,-64.167,+71
mobilevit_xs,7.747,92.253,32.533,67.467,2.32,256,0.900,bicubic,-83.073,-65.387,+98
densenetblur121d,7.733,92.267,34.773,65.227,8.00,224,0.875,bicubic,-84.177,-63.297,+61
tf_efficientnetv2_b1,7.707,92.293,34.653,65.347,8.14,240,0.882,bicubic,-86.233,-63.967,-80
deit_tiny_distilled_patch16_224,7.693,92.307,33.547,66.453,5.91,224,0.900,bicubic,-83.017,-64.023,+98
tf_efficientnetv2_b1,7.707,92.293,34.653,65.347,8.14,240,0.882,bicubic,-86.233,-63.967,-81
deit_tiny_distilled_patch16_224,7.693,92.307,33.547,66.453,5.91,224,0.900,bicubic,-83.017,-64.023,+97
dla60_res2net,7.600,92.400,34.600,65.400,20.85,224,0.875,bilinear,-85.560,-63.800,-16
efficientnet_b1_pruned,7.427,92.573,34.507,65.493,6.33,240,0.882,bicubic,-85.343,-63.533,+8
wide_resnet101_2,7.360,92.640,34.160,65.840,126.89,224,0.875,bilinear,-86.350,-64.380,-63
@ -511,35 +515,35 @@ regnetx_064,7.347,92.653,34.373,65.627,26.21,224,0.875,bicubic,-86.543,-64.257,-
deit_tiny_patch16_224,7.320,92.680,30.707,69.293,5.72,224,0.900,bicubic,-82.340,-66.743,+112
hardcorenas_e,7.253,92.747,33.293,66.707,8.07,224,0.875,bilinear,-85.317,-64.807,+20
gluon_resnet101_v1b,7.240,92.760,32.773,67.227,44.55,224,0.875,bicubic,-86.510,-65.607,-73
efficientnet_b0,7.227,92.773,34.013,65.987,5.29,224,0.875,bicubic,-85.463,-64.277,+8
efficientnet_b0,7.227,92.773,34.013,65.987,5.29,224,0.875,bicubic,-85.463,-64.057,+10
gluon_resnet50_v1s,7.213,92.787,33.493,66.507,25.68,224,0.875,bicubic,-86.407,-64.967,-63
tf_efficientnet_b1,7.147,92.853,33.053,66.947,7.79,240,0.882,bicubic,-86.353,-65.307,-54
tf_mixnet_l,7.147,92.853,31.627,68.373,7.33,224,0.875,bicubic,-86.173,-66.883,-36
tf_efficientnet_cc_b0_8e,7.120,92.880,31.827,68.173,24.01,224,0.875,bicubic,-85.710,-66.053,-6
tf_mixnet_l,7.147,92.853,31.627,68.373,7.33,224,0.875,bicubic,-86.173,-66.403,-36
tf_efficientnet_cc_b0_8e,7.120,92.880,31.827,68.173,24.01,224,0.875,bicubic,-85.710,-66.353,-7
convmixer_1024_20_ks9_p14,7.080,92.920,33.067,66.933,24.38,224,0.960,bicubic,-85.350,-65.203,+20
seresnext26ts,7.053,92.947,34.920,65.080,10.39,256,0.900,bicubic,-85.637,-63.230,+3
seresnext26ts,7.053,92.947,34.920,65.080,10.39,256,0.900,bicubic,-85.637,-63.370,+2
resmlp_12_224,7.013,92.987,33.947,66.053,15.35,224,0.875,bicubic,-85.197,-64.213,+29
cs3darknet_focus_m,6.947,93.053,34.640,65.360,9.30,288,0.950,bicubic,-86.023,-63.550,-19
cs3darknet_focus_m,6.947,93.053,34.640,65.360,9.30,288,0.950,bicubic,-86.023,-63.750,-19
hardcorenas_f,6.853,93.147,34.067,65.933,8.20,224,0.875,bilinear,-86.107,-64.093,-18
selecsls60b,6.733,93.267,33.253,66.747,32.77,224,0.875,bicubic,-86.557,-65.027,-39
res2net50_26w_6s,6.720,93.280,31.640,68.360,37.05,224,0.875,bilinear,-86.690,-66.640,-54
ese_vovnet19b_dw,6.707,93.293,33.400,66.600,6.54,224,0.875,bicubic,-85.573,-64.690,+21
efficientnet_es,6.680,93.320,33.827,66.173,5.44,224,0.875,bicubic,-86.460,-64.593,-35
mixnet_m,6.640,93.360,32.053,67.947,5.01,224,0.875,bicubic,-85.790,-65.807,+12
tinynet_a,6.640,93.360,32.227,67.773,6.19,192,0.875,bicubic,-85.800,-65.853,+9
tinynet_a,6.640,93.360,32.227,67.773,6.19,192,0.875,bicubic,-85.800,-65.853,+10
mixnet_m,6.640,93.360,32.053,67.947,5.01,224,0.875,bicubic,-85.790,-65.807,+11
pit_ti_distilled_224,6.627,93.373,30.747,69.253,5.10,224,0.900,bicubic,-84.273,-66.973,+68
legacy_seresnext26_32x4d,6.613,93.387,33.280,66.720,16.79,224,0.875,bicubic,-86.027,-64.850,-4
poolformer_s12,6.560,93.440,34.453,65.547,11.92,224,0.900,bicubic,-86.070,-63.747,-4
skresnet34,6.467,93.533,31.587,68.413,22.28,224,0.875,bicubic,-85.923,-66.493,+9
repvgg_b1,6.467,93.533,33.813,66.187,57.42,224,0.875,bilinear,-86.853,-64.217,-53
repvgg_b1,6.467,93.533,33.813,66.187,57.42,224,0.875,bilinear,-86.853,-64.697,-54
skresnet34,6.467,93.533,31.587,68.413,22.28,224,0.875,bicubic,-85.923,-66.563,+8
dla60x,6.427,93.573,34.120,65.880,17.35,224,0.875,bilinear,-86.693,-64.390,-42
hardcorenas_d,6.413,93.587,32.200,67.800,7.50,224,0.875,bilinear,-85.977,-65.950,+6
hardcorenas_d,6.413,93.587,32.200,67.800,7.50,224,0.875,bilinear,-85.977,-65.880,+7
resnet34d,6.400,93.600,31.507,68.493,21.82,224,0.875,bicubic,-86.280,-66.803,-12
edgenext_x_small,6.373,93.627,29.720,70.280,2.34,256,0.900,bicubic,-84.717,-67.830,+53
regnetx_080,6.307,93.693,32.333,67.667,39.57,224,0.875,bicubic,-87.563,-66.187,-108
swsl_resnet18,6.253,93.747,31.600,68.400,11.69,224,0.875,bilinear,-84.437,-66.100,+65
legacy_seresnet50,6.187,93.813,32.653,67.347,28.09,224,0.875,bilinear,-86.783,-65.737,-37
resnet26t,6.133,93.867,32.227,67.773,16.01,256,0.940,bicubic,-86.617,-66.003,-25
legacy_seresnet50,6.187,93.813,32.653,67.347,28.09,224,0.875,bilinear,-86.783,-65.537,-37
resnet26t,6.133,93.867,32.227,67.773,16.01,256,0.940,bicubic,-86.617,-66.003,-24
pit_ti_224,6.107,93.893,30.240,69.760,4.85,224,0.900,bicubic,-83.843,-67.200,+75
tv_resnet152,6.027,93.973,32.067,67.933,60.19,224,0.875,bilinear,-87.283,-66.323,-62
tf_efficientnet_cc_b0_4e,5.987,94.013,29.587,70.413,13.31,224,0.875,bicubic,-86.603,-68.493,-14
@ -548,11 +552,11 @@ tf_efficientnetv2_b0,5.893,94.107,30.773,69.227,7.14,224,0.875,bicubic,-87.217,-
mixer_l16_224,5.867,94.133,18.533,81.467,208.20,224,0.875,bicubic,-81.273,-74.987,+98
dla102,5.853,94.147,32.720,67.280,33.27,224,0.875,bilinear,-87.207,-65.830,-52
selecsls60,5.667,94.333,32.493,67.507,30.67,224,0.875,bicubic,-87.353,-65.807,-49
regnety_016,5.653,94.347,30.440,69.560,11.20,224,0.875,bicubic,-87.377,-67.910,-53
hardcorenas_c,5.640,94.360,30.453,69.547,5.52,224,0.875,bilinear,-86.390,-67.387,+8
res2next50,5.640,94.360,30.867,69.133,24.67,224,0.875,bilinear,-87.220,-67.323,-44
regnety_016,5.653,94.347,30.440,69.560,11.20,224,0.875,bicubic,-87.377,-67.910,-52
res2next50,5.640,94.360,30.867,69.133,24.67,224,0.875,bilinear,-87.220,-67.323,-43
hardcorenas_c,5.640,94.360,30.453,69.547,5.52,224,0.875,bilinear,-86.390,-67.387,+7
hrnet_w18,5.493,94.507,30.987,69.013,21.30,224,0.875,bilinear,-86.827,-67.263,-10
resnest14d,5.467,94.533,28.547,71.453,10.61,224,0.875,bilinear,-86.253,-69.323,+20
resnest14d,5.467,94.533,28.547,71.453,10.61,224,0.875,bilinear,-86.253,-69.323,+21
tf_efficientnet_lite2,5.360,94.640,30.920,69.080,6.09,260,0.890,bicubic,-87.290,-67.310,-30
tf_efficientnet_em,5.347,94.653,31.107,68.893,6.90,240,0.882,bicubic,-87.583,-67.093,-51
tf_efficientnet_b0_ap,5.307,94.693,28.827,71.173,5.29,224,0.875,bicubic,-86.893,-69.193,-6
@ -566,54 +570,54 @@ mobilenetv3_large_100,5.067,94.933,28.187,71.813,5.48,224,0.875,bicubic,-86.263,
tf_mixnet_m,5.067,94.933,28.147,71.853,5.01,224,0.875,bicubic,-87.253,-69.743,-21
tf_efficientnet_b0,5.053,94.947,28.720,71.280,5.29,224,0.875,bicubic,-87.197,-69.270,-18
res2net50_14w_8s,5.040,94.960,28.773,71.227,25.06,224,0.875,bilinear,-87.700,-69.407,-48
hardcorenas_b,4.947,95.053,28.067,71.933,5.18,224,0.875,bilinear,-86.813,-69.793,+5
hardcorenas_b,4.947,95.053,28.067,71.933,5.18,224,0.875,bilinear,-86.813,-69.713,+5
mixnet_s,4.920,95.080,28.547,71.453,4.13,224,0.875,bicubic,-86.900,-69.143,+1
mobilenetv3_rw,4.907,95.093,29.853,70.147,5.48,224,0.875,bicubic,-86.303,-67.807,+14
gluon_resnet50_v1c,4.893,95.107,28.147,71.853,25.58,224,0.875,bicubic,-88.137,-70.243,-73
gluon_resnet50_v1c,4.893,95.107,28.147,71.853,25.58,224,0.875,bicubic,-88.137,-70.243,-74
hardcorenas_a,4.880,95.120,28.093,71.907,5.26,224,0.875,bilinear,-86.470,-69.767,+8
regnetx_032,4.853,95.147,30.253,69.747,15.30,224,0.875,bicubic,-88.267,-68.137,-80
xcit_nano_12_p16_224,4.853,95.147,25.453,74.547,3.05,224,1.000,bicubic,-83.757,-71.337,+61
regnetx_032,4.853,95.147,30.253,69.747,15.30,224,0.875,bicubic,-88.267,-68.137,-79
tv_resnext50_32x4d,4.840,95.160,30.280,69.720,25.03,224,0.875,bilinear,-87.910,-68.000,-58
tv_resnext50_32x4d,4.840,95.160,30.280,69.720,25.03,224,0.875,bilinear,-87.910,-68.000,-59
densenet161,4.720,95.280,29.560,70.440,28.68,224,0.875,bicubic,-87.780,-68.730,-42
tv_resnet101,4.720,95.280,29.373,70.627,44.55,224,0.875,bilinear,-88.100,-68.877,-64
densenet161,4.720,95.280,29.560,70.440,28.68,224,0.875,bicubic,-87.780,-68.730,-43
resnext26ts,4.680,95.320,29.013,70.987,10.30,256,0.900,bicubic,-87.190,-68.907,-11
resnext26ts,4.680,95.320,29.013,70.987,10.30,256,0.900,bicubic,-87.190,-68.907,-12
selecsls42b,4.667,95.333,28.613,71.387,32.46,224,0.875,bicubic,-87.613,-69.527,-34
tf_efficientnet_lite1,4.613,95.387,28.413,71.587,5.42,240,0.882,bicubic,-88.007,-69.667,-52
mobilenetv2_120d,4.533,95.467,29.293,70.707,5.83,224,0.875,bicubic,-87.867,-68.757,-41
vit_base_patch32_224_sam,4.333,95.667,24.387,75.613,88.22,224,0.900,bicubic,-85.417,-72.613,+37
efficientnet_es_pruned,4.187,95.813,26.547,73.453,5.44,224,0.875,bicubic,-86.993,-71.203,+2
tinynet_b,4.187,95.813,26.720,73.280,3.73,188,0.875,bicubic,-86.733,-70.950,+13
fbnetc_100,4.133,95.867,25.933,74.067,5.57,224,0.875,bilinear,-86.577,-71.277,+17
gluon_resnet50_v1b,4.120,95.880,26.920,73.080,25.56,224,0.875,bicubic,-88.420,-71.160,-54
densenet201,4.120,95.880,27.533,72.467,20.01,224,0.875,bicubic,-88.620,-70.697,-69
efficientnet_es_pruned,4.187,95.813,26.547,73.453,5.44,224,0.875,bicubic,-86.993,-71.203,+2
fbnetc_100,4.133,95.867,25.933,74.067,5.57,224,0.875,bilinear,-86.577,-71.277,+18
densenet201,4.120,95.880,27.533,72.467,20.01,224,0.875,bicubic,-88.620,-70.697,-68
gluon_resnet50_v1b,4.120,95.880,26.920,73.080,25.56,224,0.875,bicubic,-88.420,-71.250,-55
resnet26d,4.040,95.960,28.507,71.493,16.01,224,0.875,bicubic,-88.030,-69.463,-33
semnasnet_100,3.960,96.040,26.933,73.067,3.89,224,0.875,bicubic,-87.320,-70.627,-7
repvgg_a2,3.933,96.067,27.280,72.720,28.21,224,0.875,bilinear,-88.007,-70.870,-29
mobilevitv2_050,3.933,96.067,23.867,76.133,1.37,256,0.888,bicubic,-84.297,-73.123,+48
tf_mixnet_s,3.893,96.107,25.280,74.720,4.13,224,0.875,bicubic,-87.617,-72.330,-15
dpn68,3.867,96.133,26.067,73.933,12.61,224,0.875,bicubic,-88.163,-71.983,-37
semnasnet_075,3.867,96.133,27.000,73.000,2.91,224,0.875,bicubic,-86.193,-70.430,+22
dpn68,3.867,96.133,26.067,73.933,12.61,224,0.875,bicubic,-88.163,-71.983,-36
mobilevit_xxs,3.827,96.173,21.707,78.293,1.27,256,0.900,bicubic,-83.363,-74.393,+49
tf_efficientnet_es,3.813,96.187,26.120,73.880,5.44,224,0.875,bicubic,-88.167,-71.740,-36
regnety_008,3.813,96.187,27.160,72.840,6.26,224,0.875,bicubic,-87.907,-71.020,-22
tf_efficientnet_es,3.813,96.187,26.120,73.880,5.44,224,0.875,bicubic,-88.167,-71.740,-37
edgenext_xx_small,3.787,96.213,23.693,76.307,1.33,256,0.900,bicubic,-84.563,-72.827,+40
dla60,3.773,96.227,27.973,72.027,22.04,224,0.875,bilinear,-88.437,-70.127,-49
ssl_resnet18,3.747,96.253,25.440,74.560,11.69,224,0.875,bilinear,-86.463,-72.110,+12
mobilenetv2_140,3.720,96.280,26.747,73.253,6.11,224,0.875,bicubic,-88.110,-71.103,-32
densenet169,3.693,96.307,25.600,74.400,14.15,224,0.875,bicubic,-88.227,-72.500,-39
regnetx_016,3.613,96.387,26.253,73.747,9.19,224,0.875,bicubic,-88.547,-71.947,-51
res2net50_48w_2s,3.587,96.413,26.613,73.387,25.29,224,0.875,bilinear,-88.953,-71.557,-71
spnasnet_100,3.560,96.440,24.293,75.707,4.42,224,0.875,bilinear,-86.780,-72.897,+5
tf_mobilenetv3_large_100,3.560,96.440,25.093,74.907,5.48,224,0.875,bilinear,-87.660,-72.567,-23
res2net50_48w_2s,3.587,96.413,26.613,73.387,25.29,224,0.875,bilinear,-88.953,-71.467,-71
tf_mobilenetv3_large_100,3.560,96.440,25.093,74.907,5.48,224,0.875,bilinear,-87.660,-72.567,-22
spnasnet_100,3.560,96.440,24.293,75.707,4.42,224,0.875,bilinear,-86.780,-72.897,+4
regnety_006,3.467,96.533,24.893,75.107,6.06,224,0.875,bicubic,-87.903,-72.817,-28
legacy_seresnet34,3.333,96.667,23.813,76.187,21.96,224,0.875,bilinear,-87.567,-73.767,-10
dla34,3.253,96.747,23.613,76.387,15.74,224,0.875,bilinear,-87.527,-74.047,-8
efficientnet_lite0,3.253,96.747,25.880,74.120,4.65,224,0.875,bicubic,-87.857,-71.750,-21
efficientnet_lite0,3.253,96.747,25.880,74.120,4.65,224,0.875,bicubic,-87.857,-71.750,-20
dla34,3.253,96.747,23.613,76.387,15.74,224,0.875,bilinear,-87.527,-74.047,-9
ghostnet_100,3.227,96.773,24.867,75.133,5.18,224,0.875,bilinear,-86.803,-72.503,+5
regnety_004,3.200,96.800,22.667,77.333,4.34,224,0.875,bicubic,-87.310,-74.873,-5
mobilenetv2_110d,3.187,96.813,24.573,75.427,4.52,224,0.875,bicubic,-87.773,-73.067,-19
tinynet_c,3.107,96.893,21.533,78.467,2.46,184,0.875,bicubic,-84.673,-74.837,+25
mobilenetv2_110d,3.187,96.813,24.573,75.427,4.52,224,0.875,bicubic,-87.773,-72.987,-18
mnasnet_100,3.107,96.893,24.200,75.800,4.38,224,0.875,bicubic,-87.403,-73.270,-6
tinynet_c,3.107,96.893,21.533,78.467,2.46,184,0.875,bicubic,-84.673,-74.837,+25
tf_efficientnet_lite0,3.093,96.907,22.920,77.080,4.65,224,0.875,bicubic,-87.947,-74.670,-24
skresnet18,3.000,97.000,22.773,77.227,11.96,224,0.875,bicubic,-86.660,-74.467,+6
vgg19_bn,2.947,97.053,23.480,76.520,143.68,224,0.875,bilinear,-87.133,-74.100,-4
@ -622,8 +626,8 @@ tf_mobilenetv3_large_075,2.867,97.133,21.560,78.440,3.99,224,0.875,bilinear,-86.
tinynet_d,2.867,97.133,17.787,82.213,2.34,152,0.875,bicubic,-81.893,-77.393,+33
resnet14t,2.760,97.240,19.280,80.720,10.08,224,0.950,bilinear,-86.280,-77.320,+6
hrnet_w18_small_v2,2.707,97.293,23.707,76.293,15.60,224,0.875,bilinear,-88.483,-74.193,-38
gluon_resnet34_v1b,2.667,97.333,21.667,78.333,21.80,224,0.875,bicubic,-88.293,-75.893,-30
regnetx_008,2.667,97.333,22.467,77.533,7.26,224,0.875,bicubic,-88.383,-75.243,-33
gluon_resnet34_v1b,2.667,97.333,21.667,78.333,21.80,224,0.875,bicubic,-88.293,-75.973,-31
vgg16_bn,2.653,97.347,23.787,76.213,138.37,224,0.875,bilinear,-87.437,-73.583,-13
vgg16,2.627,97.373,20.427,79.573,138.36,224,0.875,bilinear,-85.923,-76.363,+9
lcnet_100,2.613,97.387,20.867,79.133,2.95,224,0.875,bicubic,-86.177,-75.863,+5
@ -643,8 +647,8 @@ tf_mobilenetv3_small_100,2.013,97.987,15.853,84.147,2.54,224,0.875,bilinear,-83.
mobilenetv3_small_100,2.000,98.000,17.080,82.920,2.54,224,0.875,bicubic,-83.220,-78.550,+10
tf_mobilenetv3_small_075,2.000,98.000,14.813,85.187,2.04,224,0.875,bilinear,-81.520,-79.987,+16
regnetx_004,1.947,98.053,19.160,80.840,5.16,224,0.875,bicubic,-86.953,-77.960,-13
tv_resnet34,1.867,98.133,20.000,80.000,21.80,224,0.875,bilinear,-88.063,-77.340,-28
vgg13,1.867,98.133,17.960,82.040,133.05,224,0.875,bilinear,-85.183,-78.360,+1
tv_resnet34,1.867,98.133,20.000,80.000,21.80,224,0.875,bilinear,-88.063,-77.340,-27
vgg13,1.867,98.133,17.960,82.040,133.05,224,0.875,bilinear,-85.183,-78.360,0
tinynet_e,1.853,98.147,14.013,85.987,2.04,106,0.875,bicubic,-77.047,-78.547,+16
mobilenetv3_small_050,1.840,98.160,12.507,87.493,1.59,224,0.875,bicubic,-75.150,-78.793,+16
lcnet_050,1.813,98.187,13.893,86.107,1.88,224,0.875,bicubic,-79.967,-79.827,+12
@ -653,8 +657,8 @@ mnasnet_small,1.760,98.240,15.093,84.907,2.03,224,0.875,bicubic,-82.680,-80.087,
resnet10t,1.733,98.267,15.813,84.187,5.44,224,0.950,bilinear,-84.477,-79.847,-3
vgg11_bn,1.720,98.280,18.080,81.920,132.87,224,0.875,bilinear,-85.780,-78.740,-12
dla60x_c,1.627,98.373,18.053,81.947,1.32,224,0.875,bilinear,-84.643,-78.117,-6
mobilenetv2_050,1.613,98.387,14.187,85.813,1.97,224,0.875,bicubic,-82.277,-80.533,+1
tf_mobilenetv3_large_minimal_100,1.613,98.387,17.120,82.880,3.92,224,0.875,bilinear,-87.357,-79.730,-25
mobilenetv2_050,1.613,98.387,14.187,85.813,1.97,224,0.875,bicubic,-82.277,-80.533,+1
vgg11,1.560,98.440,16.227,83.773,132.86,224,0.875,bilinear,-84.990,-80.053,-10
gluon_resnet18_v1b,1.547,98.453,16.613,83.387,11.69,224,0.875,bicubic,-86.853,-80.067,-21
hrnet_w18_small,1.533,98.467,18.133,81.867,13.19,224,0.875,bilinear,-87.497,-78.977,-30

1 model top1 top1_err top5 top5_err param_count img_size crop_pct interpolation top1_diff top5_diff rank_diff
5 deit3_large_patch16_384_in21ft1k 79.213 20.787 93.627 6.373 304.76 384 1.000 bicubic -19.247 -6.133 +1
6 beit_large_patch16_384 79.120 20.880 94.280 5.720 305.00 384 1.000 bicubic -19.400 -5.540 -2
7 swinv2_large_window12to24_192to384_22kft1k 73.867 26.133 91.747 8.253 196.74 384 1.000 bicubic -24.283 -7.943 +6
8 deit3_base_patch16_384_in21ft1k 71.280 28.720 89.947 10.053 86.88 384 1.000 bicubic -26.550 -9.743 -9.733 +15 +16
9 swinv2_base_window12to24_192to384_22kft1k 71.267 28.733 91.280 8.720 87.92 384 1.000 bicubic -26.873 -8.500 +5
10 vit_large_patch16_384 71.227 28.773 89.853 10.147 304.72 384 1.000 bicubic -26.993 -9.947 -1 -2
11 convnext_xlarge_384_in22ft1k 70.787 29.213 90.400 9.600 350.20 384 1.000 bicubic -27.563 -9.400 -4
12 deit3_huge_patch14_224_in21ft1k 70.227 29.773 90.720 9.280 632.13 224 1.000 bicubic -27.943 -9.010 -1 0
13 volo_d5_512 69.653 30.347 90.413 9.587 296.09 512 1.150 bicubic -28.117 -9.257 +13
14 swin_large_patch4_window12_384 69.613 30.387 89.573 10.427 196.74 384 1.000 bicubic -28.427 -10.117 +1
15 deit3_large_patch16_224_in21ft1k 68.707 31.293 90.013 9.987 304.37 224 1.000 bicubic -29.463 -9.747 -3 -4
16 beit_large_patch16_224 68.507 31.493 89.573 10.427 304.43 224 0.900 bicubic -29.673 -10.187 -6
17 volo_d5_448 68.107 31.893 89.707 10.293 295.91 448 1.150 bicubic -29.653 -9.913 +10
18 convnext_large_384_in22ft1k 67.947 32.053 89.200 10.800 197.77 384 1.000 bicubic -30.273 -10.530 -10 -9
19 swinv2_large_window12to16_192to256_22kft1k 67.280 32.720 88.013 11.987 196.74 256 0.900 bicubic -30.580 -11.637 +1 +2
20 tf_efficientnet_b7_ns 67.080 32.920 88.640 11.360 66.35 600 0.949 bicubic -30.840 -11.080 -2 -3
21 tf_efficientnetv2_xl_in21ft1k 67.000 33.000 86.867 13.133 208.12 512 1.000 bicubic -30.660 -12.623 +9
22 volo_d4_448 66.680 33.320 88.987 11.013 193.41 448 1.150 bicubic -30.990 -10.623 +7
23 tf_efficientnetv2_l_in21ft1k 66.320 33.680 87.840 12.160 118.52 480 1.000 bicubic -31.380 -11.830 +5
26 convnext_base_384_in22ft1k 65.000 35.000 87.867 12.133 88.59 384 1.000 bicubic -32.950 -11.783 -10
27 swin_base_patch4_window12_384 64.467 35.533 87.493 12.507 87.90 384 1.000 bicubic -33.423 -12.217 -8
28 vit_base_patch16_384 63.693 36.307 86.707 13.293 86.86 384 1.000 bicubic -34.147 -12.963 -6
29 swinv2_base_window12to16_192to256_22kft1k 63.227 36.773 87.493 12.507 87.92 256 0.900 bicubic -34.423 -12.227 +3 +2
30 convnext_xlarge_in22ft1k 62.627 37.373 86.000 14.000 350.20 224 0.875 bicubic -35.293 -13.680 -13 -12
31 cait_m48_448 62.347 37.653 86.453 13.547 356.46 448 1.000 bicubic -35.133 -13.097 +15
32 tf_efficientnet_b6_ns 62.267 37.733 85.173 14.827 43.04 528 0.942 bicubic -35.363 -14.407 +2
33 vit_large_r50_s32_384 61.493 38.507 83.960 16.040 329.09 384 1.000 bicubic -36.367 -15.710 -12 -13
34 tf_efficientnetv2_m_in21ft1k 61.387 38.613 85.413 14.587 54.14 480 1.000 bicubic -36.093 -14.117 +13
35 ig_resnext101_32x48d 61.013 38.987 83.333 16.667 828.41 224 0.875 bilinear -36.607 -16.367 0
36 swin_large_patch4_window7_224 60.907 39.093 85.867 14.133 196.53 224 0.900 bicubic -36.743 -13.713 -5 -4
37 resnetv2_152x4_bitm 60.787 39.213 83.560 16.440 936.53 480 1.000 bilinear -36.703 -16.040 -16.050 +7
38 deit3_large_patch16_384 60.507 39.493 85.707 14.293 304.76 384 1.000 bicubic -36.913 -13.913 +12
39 tf_efficientnet_b5_ns 60.293 39.707 84.480 15.520 30.39 456 0.934 bicubic -37.207 -15.150 +4
40 xcit_large_24_p8_384_dist 59.880 40.120 85.480 14.520 188.93 384 1.000 bicubic -37.640 -14.060 +1
41 convnext_large_in22ft1k 59.773 40.227 84.040 15.960 197.77 224 0.875 bicubic -38.057 -15.640 -15.650 -17 -18
42 dm_nfnet_f6 59.173 40.827 82.333 17.667 438.36 576 0.956 bicubic -38.427 -17.217 -6
43 vit_base_patch8_224 58.920 41.080 82.733 17.267 86.58 224 0.900 bicubic -38.660 -16.937 -5 -6
44 volo_d2_384 58.600 41.400 84.253 15.747 58.87 384 1.000 bicubic -38.710 -15.347 +12
45 dm_nfnet_f5 58.560 41.440 82.773 17.227 377.21 544 0.954 bicubic -38.980 -16.797 -5
46 dm_nfnet_f4 58.133 41.867 81.973 18.027 316.07 512 0.951 bicubic -39.447 -17.537 -9 -8
47 ig_resnext101_32x32d 58.040 41.960 80.613 19.387 468.53 224 0.875 bilinear -39.330 -19.067 +6
48 cait_m36_384 57.813 42.187 84.827 15.173 271.22 384 1.000 bicubic -39.587 -14.683 +3
49 deit3_base_patch16_224_in21ft1k 57.253 42.747 83.520 16.480 86.59 224 1.000 bicubic -40.237 -16.090 -16.080 -4
50 volo_d5_224 57.120 42.880 82.720 17.280 295.46 224 0.960 bicubic -40.270 -16.850 +2
51 deit3_small_patch16_384_in21ft1k 57.067 42.933 83.080 16.920 22.21 384 1.000 bicubic -40.063 -16.420 +19
52 xcit_medium_24_p8_384_dist 56.693 43.307 83.400 16.600 84.32 384 1.000 bicubic -40.597 -16.110 +6
56 convnext_base_in22ft1k 54.627 45.373 82.173 17.827 88.59 224 0.875 bicubic -42.843 -17.427 -8
57 vit_base_r50_s16_384 54.627 45.373 81.213 18.787 98.95 384 1.000 bicubic -42.553 -18.347 +11
58 cait_s36_384 54.387 45.613 81.360 18.640 68.37 384 1.000 bicubic -42.943 -18.170 -3
59 volo_d1_384 54.333 45.667 80.973 19.027 26.78 384 1.000 bicubic -42.577 -18.437 -18.547 +35
60 deit3_huge_patch14_224 54.320 45.680 82.093 17.907 632.13 224 0.900 bicubic -42.570 -17.387 +37
61 xcit_small_24_p8_384_dist 54.267 45.733 81.533 18.467 47.63 384 1.000 bicubic -42.973 -18.077 +1
62 resnetv2_101x3_bitm 54.027 45.973 81.040 18.960 387.93 448 1.000 bilinear -42.963 -18.370 -18.450 +23
63 resnetv2_152x2_bitm 54.013 45.987 82.013 17.987 236.34 448 1.000 bilinear -42.997 -17.577 +19
64 deit3_base_patch16_384 53.427 46.573 80.573 19.427 86.88 384 1.000 bicubic -43.593 -18.817 +16 +17
65 tf_efficientnetv2_l 53.173 46.827 79.147 20.853 118.52 480 1.000 bicubic -44.107 -20.403 -6
66 ig_resnext101_32x16d 53.093 46.907 76.933 23.067 194.03 224 0.875 bilinear -43.717 -22.667 +36
67 volo_d4_224 52.933 47.067 80.440 19.560 192.96 224 0.960 bicubic -44.367 -19.080 -10
68 xcit_large_24_p16_384_dist 52.840 47.160 81.827 18.173 189.10 384 1.000 bicubic -44.680 -17.653 -26
69 swin_base_patch4_window7_224 51.427 48.573 79.973 20.027 87.77 224 0.900 bicubic -45.823 -19.557 -8
70 tf_efficientnet_b4_ns 51.253 48.747 79.173 20.827 19.34 380 0.922 bicubic -45.697 -20.407 +20 +19
71 swsl_resnext101_32x8d 51.227 48.773 78.240 21.760 88.79 224 0.875 bilinear -45.973 -21.300 -21.330 -5 -7
72 resnetv2_152x2_bit_teacher_384 51.173 48.827 78.480 21.520 236.34 384 1.000 bicubic -45.657 -20.970 +29
73 beit_base_patch16_224 50.707 49.293 79.693 20.307 86.53 224 0.900 bicubic -46.383 -19.917 0
74 xcit_small_12_p8_384_dist 50.587 49.413 79.600 20.400 26.21 384 1.000 bicubic -46.643 -19.880 -11
76 cait_s24_384 49.733 50.267 78.733 21.267 47.06 384 1.000 bicubic -47.337 -20.697 +2
77 xcit_medium_24_p16_384_dist 49.333 50.667 79.853 20.147 84.40 384 1.000 bicubic -47.947 -19.607 -17
78 deit_base_distilled_patch16_384 49.320 50.680 79.253 20.747 87.63 384 1.000 bicubic -47.640 -20.227 +10
79 tf_efficientnet_b8 48.960 51.040 77.240 22.760 87.41 672 0.954 bicubic -48.240 -22.330 -22.260 -14 -12
80 dm_nfnet_f2 48.920 51.080 77.147 22.853 193.78 352 0.920 bicubic -48.100 -22.293 +1 0
81 deit3_large_patch16_224 48.627 51.373 78.133 21.867 304.37 224 0.900 bicubic -48.313 -21.207 +10
82 tf_efficientnetv2_s_in21ft1k 48.507 51.493 77.893 22.107 21.46 384 1.000 bicubic -48.213 -21.527 +29 +28
83 resnest269e 48.200 51.800 74.333 25.667 110.93 416 0.928 bicubic -48.320 -25.017 +57
84 xcit_large_24_p8_224_dist 48.120 51.880 79.107 20.893 188.93 224 1.000 bicubic -48.950 -20.313 -5
85 regnetz_e8 47.827 52.173 76.200 23.800 57.70 320 1.000 bicubic -49.373 -23.300 -18 -19
86 resnetv2_50x3_bitm 47.280 52.720 77.333 22.667 217.32 448 1.000 bilinear -49.430 -22.217 +27 +26
87 xcit_large_24_p8_224 47.160 52.840 74.400 25.600 188.93 224 1.000 bicubic -49.250 -24.960 -24.580 +61 +62
88 xcit_small_24_p16_384_dist 46.947 53.053 77.160 22.840 47.67 384 1.000 bicubic -50.173 -22.290 -17
89 tf_efficientnet_b8_ap 46.893 53.107 76.507 23.493 87.41 672 0.954 bicubic -50.217 -23.153 -17
90 efficientnetv2_rw_m 46.280 53.720 75.680 24.320 53.24 416 1.000 bicubic -50.700 -23.860 -3
91 swinv2_base_window16_256 46.267 53.733 75.187 24.813 87.92 256 0.900 bicubic -50.493 -24.183 -24.163 +17
92 swsl_resnext101_32x16d 46.133 53.867 72.253 27.747 194.03 224 0.875 bilinear -50.467 -27.277 +39 +38
93 volo_d2_224 46.080 53.920 75.253 24.747 58.68 224 0.960 bicubic -50.920 -24.137 -9
94 vit_small_patch16_384 45.920 54.080 76.707 23.293 22.20 384 1.000 bicubic -50.780 -22.663 -22.773 +22
95 ecaresnet269d 45.880 54.120 75.133 24.867 102.09 352 1.000 bicubic -51.200 -24.487 -24.337 -18
96 vit_small_r26_s32_384 45.733 54.267 76.053 23.947 36.47 384 1.000 bicubic -50.947 -23.527 +25
97 tf_efficientnetv2_m 45.533 54.467 74.533 25.467 54.14 480 1.000 bicubic -51.607 -24.877 -28
98 tf_efficientnet_b7_ap 45.373 54.627 74.213 25.787 66.35 600 0.949 bicubic -51.827 -25.287 -25.327 -34 -33
99 dm_nfnet_f1 45.320 54.680 74.107 25.893 132.63 320 0.910 bicubic -51.590 -25.413 -25.303 -3
100 ig_resnext101_32x8d 45.293 54.707 70.853 29.147 88.79 224 0.875 bilinear -51.017 -28.577 +60 +61
101 xcit_medium_24_p8_224_dist 45.213 54.787 76.720 23.280 84.32 224 1.000 bicubic -51.707 -22.670 -8
102 eca_nfnet_l2 44.960 55.040 75.893 24.107 56.72 384 1.000 bicubic -52.130 -23.617 -28
103 convnext_tiny_384_in22ft1k 44.840 55.160 76.680 23.320 28.59 384 1.000 bicubic -52.040 -22.790 -5 -4
104 convnext_small_in22ft1k 44.813 55.187 77.373 22.627 50.22 224 0.875 bicubic -52.177 -22.117 -22.037 -18
105 crossvit_18_dagger_408 44.293 55.707 73.827 26.173 44.61 408 1.000 bicubic -52.237 -25.433 +33 +34
106 resnest200e 44.133 55.867 73.467 26.533 70.20 320 0.909 bicubic -52.477 -25.973 -25.883 +22 +23
107 cait_xs24_384 43.947 56.053 75.160 24.840 26.67 384 1.000 bicubic -52.593 -24.110 -24.260 +29 +28
108 seresnextaa101d_32x8d 43.947 56.053 73.400 26.600 93.59 288 1.000 bicubic -53.003 -25.990 -19 -18
109 resnetrs200 43.747 56.253 72.813 27.187 93.21 320 1.000 bicubic -52.953 -26.477 -26.557 +8
110 tresnet_xl_448 43.467 56.533 72.453 27.547 78.44 448 0.875 bilinear -52.503 -26.737 -26.677 +88 +92
111 xcit_small_12_p16_384_dist 43.267 56.733 73.880 26.120 26.25 384 1.000 bicubic -53.663 -25.520 -19
112 vit_base_patch16_224 43.253 56.747 72.893 27.107 86.57 224 0.900 bicubic -53.627 -26.637 -13 -14
113 resnetrs420 43.147 56.853 70.467 29.533 191.89 416 1.000 bicubic -53.763 -28.993 -18
114 xcit_medium_24_p8_224 43.093 56.907 70.347 29.653 84.32 224 1.000 bicubic -53.017 -28.543 +72 +74
115 tf_efficientnet_b7 42.960 57.040 73.133 26.867 66.35 600 0.949 bicubic -54.050 -26.387 -32
116 xcit_tiny_24_p8_384_dist 42.467 57.533 72.867 27.133 12.11 384 1.000 bicubic -54.083 -26.453 +18
117 swinv2_small_window16_256 42.293 57.707 72.920 27.080 49.73 256 0.900 bicubic -54.167 -26.280 +26
118 crossvit_15_dagger_408 41.907 58.093 72.067 27.933 28.50 408 1.000 bicubic -54.483 -27.093 +33 +34
119 xcit_small_24_p8_224_dist 41.893 58.107 73.680 26.320 47.63 224 1.000 bicubic -54.977 -25.800 -19
120 xcit_small_24_p8_224 41.773 58.227 71.013 28.987 47.63 224 1.000 bicubic -54.627 -28.137 +29 +30
121 vit_large_r50_s32_224 41.653 58.347 70.253 29.747 328.99 224 0.900 bicubic -55.137 -29.097 -17
122 swsl_resnext101_32x4d 41.560 58.440 71.747 28.253 44.18 224 0.875 bilinear -54.870 -27.723 +24 +25
123 swinv2_base_window8_256 41.507 58.493 72.440 27.560 87.92 256 0.900 bicubic -55.033 -26.920 -26.830 +12 +14
124 convnext_large 41.373 58.627 73.293 26.707 197.77 224 0.875 bicubic -55.387 -26.057 -26.007 -15
125 deit3_small_patch16_224_in21ft1k 41.240 58.760 71.933 28.067 22.06 224 1.000 bicubic -55.420 -27.397 0
126 seresnext101d_32x8d 41.133 58.867 70.880 29.120 93.59 288 1.000 bicubic -55.577 -28.480 -14 -11
127 tf_efficientnet_b6_ap 40.813 59.187 71.627 28.373 43.04 528 0.942 bicubic -56.267 -27.843 -27.993 -51
128 resmlp_big_24_224_in22ft1k 40.373 59.627 74.787 25.213 129.14 224 0.875 bicubic -56.247 -24.663 -24.723 -2
129 deit3_small_patch16_384 40.307 59.693 70.333 29.667 22.21 384 1.000 bicubic -55.893 -28.957 +42 +43
130 tresnet_l_448 40.213 59.787 69.907 30.093 55.99 448 0.875 bilinear -55.647 -29.343 -29.213 +78 +84
131 deit_base_patch16_384 40.173 59.827 70.760 29.240 86.86 384 1.000 bicubic -55.977 -28.420 -28.380 +49 +51
132 regnetz_d8_evos 40.093 59.907 72.187 27.813 23.46 320 0.950 bicubic -56.517 -27.163 -27.253 -3 -4
133 regnetz_040h 40.000 60.000 71.333 28.667 28.94 320 1.000 bicubic -56.710 -28.167 -18 -20
134 resnetrs350 39.947 60.053 68.933 31.067 163.96 384 1.000 bicubic -56.813 -30.367 -30.437 -27
135 regnetz_d8 39.933 60.067 71.640 28.360 23.37 320 1.000 bicubic -56.687 -27.870 -27.810 -8
136 swin_s3_base_224 39.787 60.213 70.493 29.507 71.13 224 0.900 bicubic -56.463 -28.647 +30 +31
137 seresnext101_32x8d 39.547 60.453 69.467 30.533 93.57 288 1.000 bicubic -57.223 -29.983 -29.883 -32 -31
138 deit3_base_patch16_224 39.200 60.800 71.027 28.973 86.59 224 0.900 bicubic -57.100 -28.153 +23 +25
139 volo_d1_224 38.947 61.053 70.267 29.733 26.63 224 0.960 bicubic -57.383 -29.043 +20 +21
140 vit_large_patch32_384 resnetv2_101x1_bitm 38.933 61.067 68.947 71.040 31.053 28.960 306.63 44.54 384 448 1.000 bicubic bilinear -56.897 -57.167 -30.203 -28.240 +73 +49
141 resnetv2_101x1_bitm vit_large_patch32_384 38.933 61.067 71.040 68.947 28.960 31.053 44.54 306.63 448 384 1.000 bilinear bicubic -57.167 -56.897 -28.230 -30.203 +48 +75
142 regnetz_040 38.733 61.267 70.413 29.587 27.12 320 1.000 bicubic -57.977 -29.057 -28
143 xcit_small_12_p8_224_dist 38.213 61.787 71.280 28.720 26.21 224 1.000 bicubic -58.477 -28.110 -24
144 resnet200d 38.147 61.853 68.627 31.373 64.69 320 1.000 bicubic -58.573 -30.703 -34 -33
145 swinv2_small_window8_256 37.787 62.213 69.867 30.133 49.73 256 0.900 bicubic -58.503 -29.343 +18 +19
146 xcit_large_24_p16_224_dist 37.680 62.320 71.587 28.413 189.10 224 1.000 bicubic -59.120 -27.763 -43
147 seresnet152d 37.653 62.347 69.480 30.520 66.84 320 1.000 bicubic -59.117 -29.870 -29.970 -41 -42
148 eca_nfnet_l1 37.533 62.467 70.960 29.040 41.41 320 1.000 bicubic -59.167 -28.520 -28.330 -30
149 xcit_small_12_p8_224 37.533 62.467 68.213 31.787 26.21 224 1.000 bicubic -58.577 -30.947 +38
150 twins_svt_large 37.213 62.787 69.227 30.773 99.27 224 0.900 bicubic -59.057 -29.943 +14 +15
151 regnetz_d32 37.133 62.867 70.480 29.520 27.58 320 0.950 bicubic -59.467 -28.900 -21 -20
152 vit_base_patch32_384 37.107 62.893 69.787 30.213 88.30 384 1.000 bicubic -59.383 -29.623 -11
153 regnety_064 37.000 63.000 68.187 31.813 30.58 288 1.000 bicubic -59.360 -31.043 0 +2
154 swin_s3_small_224 36.867 63.133 68.213 31.787 49.74 224 0.900 bicubic -59.363 -30.877 +13 +14
155 efficientnetv2_rw_s 36.813 63.187 68.320 31.680 23.94 384 1.000 bicubic -59.727 -31.100 -31.040 -18 -19
156 regnety_160 36.787 63.213 69.107 30.893 83.59 288 1.000 bicubic -59.563 -30.223 -1 0
157 convnext_base 36.747 63.253 70.413 29.587 88.59 224 0.875 bicubic -59.723 -28.817 -15
158 resnext101_64x4d 36.720 63.280 66.653 33.347 83.46 288 1.000 bicubic -59.360 -32.587 +33 +34
159 convnext_tiny_in22ft1k 36.267 63.733 69.560 30.440 28.59 224 0.875 bicubic -59.953 -29.780 +9 +10
160 cait_xxs36_384 36.253 63.747 67.800 32.200 17.37 384 1.000 bicubic -59.587 -31.290 +52 +55
161 jx_nest_base 36.067 63.933 66.760 33.240 67.72 224 0.875 bicubic -60.183 -32.450 +4 +5
162 pit_b_distilled_224 35.627 64.373 69.120 30.880 74.79 224 0.900 bicubic -61.043 -30.230 -39 -38
163 regnety_080 sequencer2d_l 35.560 64.440 67.240 67.333 32.760 32.667 39.18 54.30 288 224 1.000 0.875 bicubic -60.970 -60.580 -32.080 -31.827 -24 +20
164 sequencer2d_l regnety_080 35.560 64.440 67.333 67.240 32.667 32.760 54.30 39.18 224 288 0.875 1.000 bicubic -60.580 -60.970 -31.827 -32.080 +18 -26
165 tf_efficientnet_b3_ns 35.507 64.493 67.747 32.253 12.23 300 0.904 bicubic -60.883 -31.603 -15 -14
166 tf_efficientnet_b6 cs3se_edgenet_x 35.227 35.427 64.773 64.573 67.720 67.280 32.280 32.720 43.04 50.72 528 320 0.942 1.000 bicubic -61.443 -61.013 -31.650 -32.120 -42 -20
167 resnetrs270 tf_efficientnet_b6 35.000 35.227 65.000 64.773 65.480 67.720 34.520 32.280 129.86 43.04 352 528 1.000 0.942 bicubic -61.690 -61.443 -33.870 -31.650 -47 -44
168 tf_efficientnet_b5_ap resnetrs270 34.800 35.000 65.200 65.000 67.467 65.480 32.533 34.520 30.39 129.86 456 352 0.934 1.000 bicubic -61.880 -61.690 -31.993 -33.870 -46 -48
169 tf_efficientnet_b5_ap 34.800 65.200 67.467 32.533 30.39 456 0.934 bicubic -61.880 -31.993 -47
170 xcit_tiny_12_p8_384_dist 34.653 65.347 66.280 33.720 6.71 384 1.000 bicubic -61.427 -32.860 +23
171 vit_base_patch16_224_miil 34.520 65.480 65.000 35.000 86.54 224 0.875 bilinear -61.930 -34.300 -26
172 xcit_medium_24_p16_224_dist 34.320 65.680 67.893 32.107 84.40 224 1.000 bicubic -62.270 -31.377 -39 -40
173 resnet152d 34.307 65.693 65.907 34.093 60.21 320 1.000 bicubic -62.053 -33.483 -18 -19
174 tresnet_m_448 34.107 65.893 64.507 35.493 31.39 448 0.875 bilinear -60.883 -34.473 +144 +147
175 resmlp_big_24_distilled_224 34.067 65.933 69.600 30.400 129.14 224 0.875 bicubic -62.383 -29.710 -29 -31
176 regnetv_064 33.987 66.013 67.867 32.133 30.58 288 1.000 bicubic -62.423 -31.113 -31.493 -28
177 xcit_tiny_24_p16_384_dist 33.827 66.173 65.387 34.613 12.12 384 1.000 bicubic -62.093 -33.833 +27 +29
178 twins_pcpvt_large 33.413 66.587 67.933 32.067 60.99 224 0.900 bicubic -62.737 -31.207 -31.247 +1 +3
179 twins_svt_base 33.173 66.827 65.773 34.227 56.07 224 0.900 bicubic -62.987 -33.287 -2 -1
180 pit_b_224 33.160 66.840 62.347 37.653 73.76 224 0.900 bicubic -62.480 -36.843 -36.323 +51 +55
181 resnetv2_152x2_bit_teacher 33.053 66.947 64.253 35.747 236.34 224 0.875 bicubic -63.047 -35.027 -35.017 +8 +9
182 swsl_resnext50_32x4d 33.027 66.973 65.080 34.920 25.03 224 0.875 bilinear -62.833 -34.040 -34.170 +30 +29
183 mobilevitv2_200_384_in22ft1k 32.960 67.040 65.480 34.520 18.45 384 1.000 bicubic -63.080 -33.600 +12 +14
184 swinv2_cr_small_ns_224 32.933 67.067 65.960 34.040 49.70 224 0.900 bicubic -63.247 -33.180 -9 -10
185 xception65 32.760 67.240 62.973 37.027 39.92 299 0.940 bicubic -63.590 -36.267 -27
186 xcit_large_24_p16_224 32.760 67.240 62.120 37.880 189.10 224 1.000 bicubic -62.660 -36.890 -36.500 +79 +81
187 ssl_resnext101_32x16d 32.653 67.347 64.040 35.960 194.03 224 0.875 bilinear -63.137 -35.140 +31 +33
188 swin_small_patch4_window7_224 32.587 67.413 65.453 34.547 49.61 224 0.900 bicubic -63.323 -33.567 +17 +19
189 mobilevitv2_175_384_in22ft1k 32.453 67.547 64.720 35.280 14.25 384 1.000 bicubic -63.727 -34.410 -15 -14
190 jx_nest_small 32.280 67.720 63.733 36.267 38.35 224 0.875 bicubic -63.680 -35.297 +11 +13
191 tf_efficientnet_b5 31.853 68.147 65.307 34.693 30.39 456 0.934 bicubic -64.497 -34.003 -34
192 swinv2_tiny_window16_256 31.720 68.280 65.587 34.413 28.35 256 0.900 bicubic -64.220 -33.553 +11 +13
193 swinv2_cr_small_224 31.680 68.320 62.507 37.493 49.70 224 0.900 bicubic -64.380 -36.363 +1
194 regnetz_c16_evos 31.493 68.507 66.280 33.720 13.49 320 0.950 bicubic -64.637 -33.080 -10
195 resnest101e 31.400 68.600 64.347 35.653 48.28 256 0.875 bilinear -64.460 -34.833 -34.863 +16 +17
196 crossvit_base_240 31.347 68.653 61.293 38.707 105.03 240 0.875 bicubic -64.173 -37.527 +50 +52
197 regnetv_040 31.333 68.667 64.667 35.333 20.64 288 1.000 bicubic -64.857 -34.663 -24
198 convnext_small 31.320 68.680 66.040 33.960 50.22 224 0.875 bicubic -64.850 -33.060 -22
199 cait_s24_224 31.200 68.800 64.560 35.440 46.92 224 1.000 bicubic -65.180 -34.590 -46
200 efficientnet_b4 30.840 69.160 64.600 35.400 19.34 384 1.000 bicubic -65.310 -34.650 -34.590 -20
201 regnety_040 30.613 69.387 63.827 36.173 20.65 288 1.000 bicubic -65.397 -35.353 -4 -2
202 crossvit_18_240 sequencer2d_m 30.600 69.400 61.947 62.933 38.053 37.067 43.27 38.31 240 224 0.875 bicubic -64.840 -65.210 -36.843 -36.177 +58 +16
203 sequencer2d_m crossvit_18_240 30.600 69.400 62.933 61.947 37.067 38.053 38.31 43.27 224 240 0.875 bicubic -65.210 -64.840 -36.177 -36.843 +12 +59
204 dm_nfnet_f0 30.547 69.453 62.867 37.133 71.49 256 0.900 bicubic -65.603 -36.323 -36.383 -22 -25
205 xcit_small_24_p16_224_dist 30.520 69.480 64.760 35.240 47.67 224 1.000 bicubic -65.690 -34.450 -34 -35
206 crossvit_18_dagger_240 30.507 69.493 61.840 38.160 44.27 240 0.875 bicubic -65.063 -37.220 +32 +33
207 xcit_medium_24_p16_224 30.187 69.813 59.333 40.667 84.40 224 1.000 bicubic -65.343 -39.797 -39.407 +35 +40
208 cait_xxs24_384 30.040 69.960 63.920 36.080 12.03 384 1.000 bicubic -65.240 -35.040 +69 +72
209 twins_pcpvt_base 29.973 70.027 64.600 35.400 43.83 224 0.900 bicubic -65.817 -34.530 +10 +12
210 swsl_resnet50 29.840 70.160 63.827 36.173 25.56 224 0.875 bilinear -65.570 -35.473 +56 +58
211 mobilevitv2_150_384_in22ft1k 29.840 70.160 62.213 37.787 10.59 384 1.000 bicubic -65.860 -36.927 +17 +18
212 vit_relpos_base_patch16_clsgap_224 29.720 70.280 62.867 37.133 86.43 224 0.900 bicubic -66.040 -36.253 -36.173 +9 +12
213 deit_base_distilled_patch16_224 29.600 70.400 64.440 35.560 87.34 224 0.900 bicubic -66.490 -34.750 -22
214 convit_base cs3sedarknet_x 29.507 29.573 70.493 70.427 61.760 61.493 38.240 38.507 86.54 35.40 224 288 0.875 1.000 bicubic -66.043 -66.467 -37.110 -37.617 +25 -18
215 vit_relpos_medium_patch16_cls_224 convit_base 29.320 29.507 70.680 70.493 60.653 61.760 39.347 38.240 38.76 86.54 224 0.900 0.875 bicubic -66.160 -66.043 -38.297 -37.110 +39 +27
216 ssl_resnext101_32x8d vit_relpos_medium_patch16_cls_224 29.120 29.320 70.880 70.680 61.013 60.653 38.987 39.347 88.79 38.76 224 0.875 0.900 bilinear bicubic -66.370 -66.160 -38.107 -38.297 +37 +40
217 tf_efficientnetv2_s ssl_resnext101_32x8d 29.053 29.120 70.947 70.880 61.227 61.013 38.773 38.987 21.46 88.79 384 224 1.000 0.875 bicubic bilinear -67.287 -66.370 -37.973 -38.107 -58 +38
218 xception65p tf_efficientnetv2_s 28.987 29.053 71.013 70.947 59.920 61.227 40.080 38.773 39.82 21.46 299 384 0.940 1.000 bicubic -67.223 -67.287 -39.260 -37.973 -48 -59
219 resnet101d 28.987 71.013 62.040 37.960 44.57 320 1.000 bicubic -67.313 -37.190 -56 -57
220 resnetrs152 xception65p 28.920 28.987 71.080 71.013 60.507 59.920 39.493 40.080 86.62 39.82 320 299 1.000 0.940 bicubic -67.660 -67.223 -38.733 -39.260 -86 -49
221 regnetz_c16 resnetrs152 28.907 28.920 71.093 71.080 63.347 60.507 36.653 39.493 13.46 86.62 320 0.940 1.000 bicubic -66.893 -67.660 -35.753 -38.733 -4 -88
222 vit_relpos_medium_patch16_224 regnetz_c16 28.840 28.907 71.160 71.093 62.013 63.347 37.987 36.653 38.75 13.46 224 320 0.900 0.940 bicubic -66.620 -66.893 -36.947 -35.753 +34 -3
223 vit_relpos_medium_patch16_224 28.840 71.160 62.013 37.987 38.75 224 0.900 bicubic -66.620 -36.947 +35
224 xcit_tiny_24_p8_224_dist 28.733 71.267 61.373 38.627 12.11 224 1.000 bicubic -67.077 -37.837 -7
225 xcit_tiny_24_p8_224 28.707 71.293 60.440 39.560 12.11 224 1.000 bicubic -66.963 -38.610 +6 +7
226 crossvit_15_dagger_240 28.533 71.467 60.333 39.667 28.21 240 0.875 bicubic -67.157 -38.497 +3 +4
227 xcit_small_24_p16_224 28.347 71.653 58.707 41.293 47.67 224 1.000 bicubic -67.183 -40.343 -40.063 +17 +19
228 cs3edgenet_x 28.333 71.667 60.813 39.187 47.82 288 1.000 bicubic -67.717 -38.327 -33
229 coat_lite_small 27.547 72.453 58.560 41.440 19.84 224 0.900 bicubic -67.993 -40.300 +14
230 deit_base_patch16_224 27.440 72.560 58.893 41.107 86.57 224 0.900 bicubic -68.000 -39.947 +30 +31
231 vit_relpos_base_patch16_224 27.347 72.653 61.147 38.853 86.43 224 0.900 bicubic -68.223 -37.883 +8 +9
232 resnetv2_50x1_bitm 27.307 72.693 62.853 37.147 25.55 448 1.000 bilinear -67.703 -36.037 -36.207 +83 +84
233 xcit_small_12_p16_224_dist 27.120 72.880 59.800 40.200 26.25 224 1.000 bicubic -68.900 -39.330 -35
234 vit_small_patch16_224 27.013 72.987 59.187 40.813 22.05 224 0.900 bicubic -68.357 -39.963 +39 +38
235 sequencer2d_s 26.813 73.187 60.613 39.387 27.65 224 0.875 bicubic -69.177 -38.437 -35
236 mobilevitv2_200_in22ft1k 26.680 73.320 59.373 40.627 18.45 256 0.888 bicubic -68.480 -39.577 +55
237 swin_s3_tiny_224 26.520 73.480 60.320 39.680 28.33 224 0.900 bicubic -68.640 -38.620 +53 +56
238 swinv2_tiny_window8_256 26.413 73.587 60.560 39.440 28.35 256 0.900 bicubic -69.087 -38.560 +16
239 tf_efficientnet_b4 26.320 73.680 60.107 39.893 19.34 380 0.922 bicubic -69.580 -39.063 -30 -31
240 tf_efficientnet_b4_ap 26.240 73.760 60.213 39.787 19.34 380 0.922 bicubic -69.920 -39.067 -60 -63
deit3_small_patch16_224 26.213 73.787 54.413 45.587 22.06 224 0.900 bicubic -68.787 -44.047 +77
241 nfnet_l0 26.213 73.787 61.720 38.280 35.07 288 1.000 bicubic -69.907 -37.520 -55
242 regnety_032 deit3_small_patch16_224 26.200 26.213 73.800 73.787 60.973 54.413 39.027 45.587 19.44 22.06 288 224 1.000 0.900 bicubic -69.770 -68.787 -38.157 -44.047 -41 +78
243 fbnetv3_g regnety_032 26.120 26.200 73.880 73.800 61.067 60.973 38.933 39.027 16.62 19.44 288 0.950 1.000 bilinear bicubic -69.390 -69.770 -37.923 -38.217 +6 -42
244 ecaresnet50t fbnetv3_g 26.120 73.880 59.987 61.067 40.013 38.933 25.57 16.62 320 288 0.950 bicubic bilinear -69.390 -39.133 -37.923 +7 +8
245 ecaresnet50t 26.120 73.880 59.987 40.013 25.57 320 0.950 bicubic -69.390 -39.133 +4
246 ecaresnet101d 26.040 73.960 59.000 41.000 44.57 224 0.875 bicubic -69.490 -40.130 -2
247 mobilevitv2_175_in22ft1k 26.040 73.960 58.453 41.547 14.25 256 0.888 bicubic -69.190 -40.337 +37
ecaresnet101d 26.040 73.960 59.000 41.000 44.57 224 0.875 bicubic -69.490 -39.770 0
248 visformer_small 25.840 74.160 58.907 41.093 40.22 224 0.900 bicubic -69.630 -39.993 +9
249 halo2botnet50ts_256 25.587 74.413 56.853 43.147 22.64 256 0.950 bicubic -69.833 -41.767 -42.157 +16
250 coat_mini 25.493 74.507 57.707 42.293 10.34 224 0.900 bicubic -69.477 -41.073 +71 +72
crossvit_15_240 25.453 74.547 57.547 42.453 27.53 240 0.875 bicubic -69.697 -41.383 +44
251 vit_relpos_medium_patch16_rpn_224 25.453 74.547 58.627 41.373 38.73 224 0.900 bicubic -70.057 -40.453 -1
252 vit_srelpos_medium_patch16_224 crossvit_15_240 25.387 25.453 74.613 74.547 58.480 57.547 41.520 42.453 38.74 27.53 224 240 0.900 0.875 bicubic -69.843 -69.697 -40.510 -41.383 +29 +43
253 vit_srelpos_medium_patch16_224 25.387 74.613 58.480 41.520 38.74 224 0.900 bicubic -69.843 -40.510 +30
254 xcit_small_12_p16_224 25.173 74.827 56.080 43.920 26.25 224 1.000 bicubic -70.247 -42.760 +12
255 resnetv2_50x1_bit_distilled 25.133 74.867 59.653 40.347 25.55 224 0.875 bicubic -70.987 -39.627 -67 -70
256 convit_small 25.107 74.893 57.280 42.720 27.78 224 0.875 bicubic -70.093 -41.600 -41.620 +31
257 vit_base_patch16_rpn_224 25.080 74.920 58.653 41.347 86.54 224 0.900 bicubic -70.300 -40.277 +14 +13
258 gc_efficientnetv2_rw_t 25.053 74.947 57.720 42.280 13.68 288 1.000 bicubic -70.687 -41.300 -33
259 eca_nfnet_l0 24.813 75.187 60.093 39.907 24.14 288 1.000 bicubic -71.137 -39.117 -55
260 xception41p 24.800 75.200 55.173 44.827 26.91 299 0.940 bicubic -70.710 -43.737 -11 -7
261 tnt_s_patch16_224 24.720 75.280 58.187 41.813 23.76 224 0.900 bicubic -70.320 -40.643 +51 +52
262 resnetv2_50d_evos 24.467 75.533 56.387 43.613 25.59 288 0.950 bicubic -71.143 -42.643 -25
263 xcit_tiny_12_p16_384_dist 24.440 75.560 57.067 42.933 6.72 384 1.000 bicubic -70.690 -41.783 -41.953 +35 +36
264 cs3darknet_x 24.360 75.640 57.813 42.187 35.05 288 1.000 bicubic -71.500 -41.397 -41.367 -52 -51
265 efficientnetv2_rw_t 24.280 75.720 57.360 42.640 13.65 288 1.000 bicubic -71.320 -41.710 -27
266 convnext_tiny 24.267 75.733 59.333 40.667 28.59 224 0.875 bicubic -71.283 -39.667 -24 -25
267 ssl_resnext101_32x4d 24.173 75.827 57.413 42.587 44.18 224 0.875 bilinear -71.267 -41.717 -6 -8
268 swinv2_cr_tiny_ns_224 24.120 75.880 58.227 41.773 28.33 224 0.900 bicubic -71.250 -40.713 +4 +5
269 twins_svt_small 24.107 75.893 57.133 42.867 24.06 224 0.900 bicubic -71.093 -41.767 -41.747 +17 +19
270 vit_small_r26_s32_224 24.080 75.920 56.173 43.827 36.43 224 0.900 bicubic -71.560 -42.497 -43.017 -35 -37
271 mobilevitv2_150_in22ft1k 24.053 75.947 55.987 44.013 10.59 256 0.888 bicubic -71.087 -42.783 -42.873 +25 +26
poolformer_m48 24.027 75.973 57.280 42.720 73.47 224 0.950 bicubic -71.613 -41.660 -38
272 vit_relpos_small_patch16_224 24.027 75.973 58.200 41.800 21.98 224 0.900 bicubic -71.133 -40.750 +20
273 tf_efficientnet_b2_ns poolformer_m48 24.013 24.027 75.987 75.973 57.280 42.720 9.11 73.47 260 224 0.890 0.950 bicubic -71.747 -71.613 -41.760 -41.660 -50 -39
274 cs3sedarknet_l tf_efficientnet_b2_ns 23.960 24.013 76.040 75.987 58.707 57.280 41.293 42.720 21.91 9.11 288 260 0.950 0.890 bicubic -71.350 -71.747 -40.423 -41.840 +1 -51
275 cs3sedarknet_l 23.960 76.040 58.707 41.293 21.91 288 0.950 bicubic -71.350 -40.423 +2
276 resnetv2_50d_gn 23.920 76.080 56.307 43.693 25.57 288 0.950 bicubic -71.510 -42.733 -13
277 vit_small_patch32_384 23.760 76.240 57.293 42.707 22.92 384 1.000 bicubic -71.290 -41.697 +33 +34
278 lamhalobotnet50ts_256 convnext_nano 23.573 23.640 76.427 76.360 55.333 55.800 44.667 44.200 22.57 15.59 256 288 0.950 1.000 bicubic -71.577 -71.720 -43.547 -43.050 +16 -3
279 lamhalobotnet50ts_256 23.573 76.427 55.333 44.667 22.57 256 0.950 bicubic -71.577 -43.547 +17
280 resnet152 23.560 76.440 53.680 46.320 60.19 224 0.950 bicubic -72.340 -45.400 -71
281 nasnetalarge 23.467 76.533 55.013 44.987 88.75 331 0.911 bicubic -72.213 -43.917 -49 -50
282 crossvit_small_240 23.440 76.560 56.813 43.187 26.86 240 0.875 bicubic -71.390 -42.207 +53
283 levit_384 23.427 76.573 56.373 43.627 39.13 224 0.900 bicubic -72.103 -42.367 -42.677 -36 -38
284 pnasnet5large 23.320 76.680 53.640 46.360 86.06 331 0.911 bicubic -72.390 -45.280 -56
285 convnext_tiny_hnf 23.227 76.773 55.200 44.800 28.59 224 0.950 bicubic -72.283 -43.820 -31 -34
286 efficientnet_b3 23.213 76.787 55.960 44.040 12.23 320 1.000 bicubic -72.497 -43.080 -59 -60
287 jx_nest_tiny 23.173 76.827 56.213 43.787 17.06 224 0.875 bicubic -72.067 -42.767 -6 -5
288 resnet61q 22.987 77.013 55.747 44.253 36.85 288 1.000 bicubic -72.793 -43.243 -65 -66
289 halonet50ts 22.920 77.080 54.000 46.000 22.73 256 0.940 bicubic -72.220 -44.860 -44.770 +9
290 vit_srelpos_small_patch16_224 22.907 77.093 55.733 44.267 21.97 224 0.900 bicubic -72.123 -43.227 +25 +24
291 resmlp_big_24_224 22.853 77.147 54.293 45.707 129.14 224 0.875 bicubic -71.807 -44.507 -44.187 +58 +59
292 twins_pcpvt_small 22.707 77.293 56.853 43.147 24.11 224 0.900 bicubic -72.503 -42.027 -6
293 poolformer_m36 22.507 77.493 55.293 44.707 56.17 224 0.950 bicubic -72.873 -43.557 -22
294 vit_base_patch32_224 22.400 77.600 53.987 46.013 88.22 224 0.900 bicubic -72.600 -45.043 +26 +25
295 pit_s_distilled_224 22.360 77.640 57.093 42.907 24.04 224 0.900 bicubic -72.880 -41.957 -13 -14
296 xcit_tiny_12_p8_224_dist 22.067 77.933 54.280 45.720 6.71 224 1.000 bicubic -73.033 -44.630 +7
297 tresnet_m 21.667 78.333 53.840 46.160 31.39 224 0.875 bilinear -74.043 -45.190 -68 -70
298 convmixer_1536_20 21.213 78.787 55.520 44.480 51.63 224 0.960 bicubic -73.857 -43.510 +10
299 swin_tiny_patch4_window7_224 21.147 78.853 55.973 44.027 28.29 224 0.900 bicubic -73.983 -43.047 -42.877 +1
300 pit_s_224 21.093 78.907 53.587 46.413 23.46 224 0.900 bicubic -73.497 -45.113 +56
301 xcit_tiny_12_p8_224 21.027 78.973 52.467 47.533 6.71 224 1.000 bicubic -73.663 -46.363 +45
302 resnet51q 20.960 79.040 55.693 44.307 35.70 288 1.000 bilinear -74.910 -43.437 -91 -92
303 regnetz_b16 20.933 79.067 53.853 46.147 9.72 288 0.940 bicubic -74.127 -45.197 +7
304 resnetrs101 20.867 79.133 52.813 47.187 63.62 288 0.940 bicubic -74.563 -46.217 -39 -40
305 sebotnet33ts_256 20.733 79.267 48.787 51.213 13.70 256 0.940 bicubic -73.847 -49.713 +52
306 deit_small_distilled_patch16_224 20.707 79.293 55.147 44.853 22.44 224 0.900 bicubic -74.003 -43.883 +38
307 resnest50d_4s2x40d 20.373 79.627 52.827 47.173 30.42 224 0.875 bicubic -74.587 -46.243 +16
308 resnetaa50 20.093 79.907 52.000 48.000 25.56 288 1.000 bicubic -75.117 -46.930 -23
309 ssl_resnext50_32x4d 20.013 79.987 53.627 46.373 25.03 224 0.875 bilinear -74.857 -45.263 +22
310 haloregnetz_b 19.987 80.013 50.013 49.987 11.68 224 0.940 bicubic -74.713 -48.647 +35
311 resnetv2_101 19.960 80.040 49.227 50.773 44.54 224 0.950 bicubic -75.660 -49.763 -74 -75
312 xcit_nano_12_p8_384_dist 19.800 80.200 50.573 49.427 3.05 384 1.000 bicubic -73.720 -47.927 -47.967 +152 +151
313 tresnet_xl 19.640 80.360 53.133 46.867 78.44 224 0.875 bilinear -75.800 -45.917 -53
314 gluon_senet154 19.333 80.667 47.573 52.427 115.09 224 0.875 bicubic -75.587 -51.187 +13
315 resnet101 19.320 80.680 49.587 50.413 44.55 224 0.950 bicubic -76.040 -49.273 -40 -41
316 rexnet_200 19.227 80.773 52.720 47.280 16.37 224 0.875 bicubic -75.723 -46.290 +8
317 levit_256 19.187 80.813 50.093 49.907 18.89 224 0.900 bicubic -75.823 -48.817 -48.797 +1
318 lambda_resnet50ts repvgg_b3 19.133 80.867 49.307 50.280 50.693 49.720 21.54 123.09 256 224 0.950 0.875 bicubic bilinear -75.647 -75.437 -49.263 -48.500 +21 +40
319 repvgg_b3 lambda_resnet50ts 19.133 80.867 50.280 49.307 49.720 50.693 123.09 21.54 224 256 0.875 0.950 bilinear bicubic -75.437 -75.647 -48.500 -49.153 +39 +20
320 mixer_b16_224_miil 19.040 80.960 51.227 48.773 59.88 224 0.875 bilinear -76.260 -47.653 -42
321 legacy_senet154 19.027 80.973 47.960 52.040 115.09 224 0.875 bilinear -76.043 -50.870 -12
322 gluon_seresnext101_64x4d 18.933 81.067 49.160 50.840 88.23 224 0.875 bicubic -75.987 -49.670 +4 +3
323 deit_small_patch16_224 18.920 81.080 51.400 48.600 22.05 224 0.900 bicubic -75.470 -47.290 +60
324 mobilevitv2_200 18.920 81.080 50.560 49.440 18.45 256 0.888 bicubic -75.910 -48.150 +13
325 edgenext_small 18.667 81.333 53.600 46.400 5.59 320 1.000 bicubic -76.743 -45.500 -56
326 tf_efficientnet_b1_ns 18.667 81.333 51.693 48.307 7.79 240 0.882 bicubic -76.513 -47.417 -37
327 poolformer_s36 18.400 81.600 51.867 48.133 30.86 224 0.900 bicubic -76.690 -47.043 -22 -23
328 seresnext50_32x4d 18.360 81.640 50.960 49.040 27.56 224 0.875 bicubic -76.670 -47.920 -14 -13
329 cs3darknet_l 18.307 81.693 51.867 48.133 21.16 288 0.950 bicubic -76.813 -47.113 -28
330 ecaresnet50d 18.267 81.733 51.840 48.160 25.58 224 0.875 bicubic -76.353 -47.050 +24 +23
331 cait_xxs36_224 18.267 81.733 49.427 50.573 17.30 224 1.000 bicubic -75.993 -49.293 +65 +63
332 sehalonet33ts 18.227 81.773 47.787 52.213 13.69 256 0.940 bicubic -76.553 -50.673 -50.783 +6
333 tf_efficientnet_lite4 18.133 81.867 50.720 49.280 13.01 380 0.920 bilinear -76.747 -48.300 -3 -4
334 vit_tiny_patch16_384 18.013 81.987 50.333 49.667 5.79 384 1.000 bicubic -75.637 -48.267 +120
335 mobilevitv2_175 17.773 82.227 49.760 50.240 14.25 256 0.888 bicubic -77.117 -49.100 -7
336 resnest50d_1s4x24d 17.693 82.307 49.800 50.200 25.68 224 0.875 bicubic -77.057 -49.180 +5
337 resnest50d 17.360 82.640 50.733 49.267 27.48 224 0.875 bilinear -77.490 -48.147 -5 -4
338 gluon_seresnext101_32x4d 17.360 82.640 46.373 53.627 48.96 224 0.875 bicubic -77.560 -52.437 -12
339 efficientnet_el 17.320 82.680 50.000 50.000 10.59 300 0.904 bicubic -77.800 -48.980 -37
340 inception_v4 17.280 82.720 45.933 54.067 42.68 299 0.875 bicubic -77.100 -52.647 +44
341 tf_efficientnet_b3_ap 17.200 82.800 49.667 50.333 12.23 300 0.904 bicubic -78.120 -49.233 -65
342 xcit_tiny_24_p16_224_dist 17.187 82.813 47.480 52.520 12.12 224 1.000 bicubic -77.343 -51.300 +25
343 tf_efficientnet_b3 17.000 83.000 49.267 50.733 12.23 300 0.904 bicubic -78.010 -49.793 -49.643 -26
344 xception71 17.000 83.000 45.533 54.467 42.34 299 0.903 bicubic -77.280 -53.107 +49
345 cs3darknet_focus_l 16.973 83.027 50.480 49.520 21.15 288 0.950 bicubic -78.197 -48.480 -55
346 resmlp_36_distilled_224 16.880 83.120 51.480 48.520 44.69 224 0.875 bicubic -78.000 -47.360 -17 -16
347 gluon_resnext101_64x4d 16.880 83.120 44.173 55.827 83.46 224 0.875 bicubic -77.780 -54.617 -54.477 +3 +2
348 tf_efficientnetv2_b3 16.667 83.333 48.680 51.320 14.36 300 0.904 bicubic -78.493 -50.140 -55 -54
349 gluon_resnet152_v1d 16.600 83.400 44.293 55.707 60.21 224 0.875 bicubic -78.140 -54.447 -7
350 tresnet_l 16.573 83.427 49.947 50.053 55.99 224 0.875 bilinear -78.717 -49.063 -72 -71
351 inception_resnet_v2 16.573 83.427 44.933 55.067 55.84 299 0.897 bicubic -77.957 -53.847 +16 +15
352 gluon_resnet152_v1s 16.560 83.440 44.507 55.493 60.32 224 0.875 bicubic -78.480 -54.423 -40
353 gmlp_s16_224 16.547 83.453 45.120 54.880 19.42 224 0.875 bicubic -77.613 -53.380 +57
354 mobilevitv2_150 16.480 83.520 48.453 51.547 10.59 256 0.888 bicubic -78.070 -50.297 -50.257 +5 +8
355 gluon_xception65 resmlp_24_distilled_224 16.440 83.560 46.040 50.373 53.960 49.627 39.92 30.02 299 224 0.903 0.875 bicubic -77.820 -78.020 -52.530 -48.397 +39 +21
356 resmlp_24_distilled_224 gluon_xception65 16.440 83.560 50.373 46.040 49.627 53.960 30.02 39.92 224 299 0.875 0.903 bicubic -78.020 -77.820 -48.397 -52.530 +20 +40
357 gcresnet50t 16.373 83.627 48.227 51.773 25.90 256 0.900 bicubic -78.477 -50.563 -23
358 gernet_l 16.347 83.653 47.213 52.787 31.08 256 0.875 bilinear -78.743 -51.687 -54 -53
359 wide_resnet50_2 16.307 83.693 48.400 51.600 68.88 224 0.875 bicubic -78.773 -50.570 -52
360 xcit_tiny_24_p16_224 16.280 83.720 45.973 54.027 12.12 224 1.000 bicubic -77.790 -52.557 +57
361 gcresnext50ts 16.240 83.760 46.533 53.467 15.67 256 0.900 bicubic -78.250 -52.087 -52.137 +10 +9
362 repvgg_b3g4 16.227 83.773 47.640 52.360 83.83 224 0.875 bilinear -78.293 -51.330 +6
363 ens_adv_inception_resnet_v2 16.213 83.787 43.613 56.387 55.84 299 0.897 bicubic -77.947 -54.987 +46
364 edgenext_small_rw 15.960 84.040 49.667 50.333 7.83 320 1.000 bicubic -78.700 -48.813 -49.123 -16
365 ssl_resnet50 15.920 84.080 49.400 50.600 25.56 224 0.875 bilinear -78.520 -49.520 +13
366 regnety_320 15.653 84.347 44.827 55.173 145.05 224 0.875 bicubic -78.887 -54.033 -2 -3
367 ecaresnet101d_pruned 15.600 84.400 48.053 51.947 24.88 224 0.875 bicubic -79.480 -50.927 -61
368 convmixer_768_32 15.533 84.467 47.960 52.040 21.11 224 0.960 bicubic -78.967 -50.890 +1
369 ecaresnet26t 15.467 84.533 47.907 52.093 16.01 320 0.950 bicubic -78.853 -50.813 +21
370 coat_tiny 15.387 84.613 45.640 54.360 5.50 224 0.900 bicubic -78.203 -52.780 +89
371 skresnext50_32x4d 15.347 84.653 44.507 55.493 27.48 224 0.875 bicubic -78.903 -53.953 +26
372 vit_relpos_base_patch32_plus_rpn_256 15.240 84.760 42.613 57.387 119.42 256 0.900 bicubic -78.490 -55.457 +75 +76
373 cait_xxs24_224 15.160 84.840 44.947 55.053 11.96 224 1.000 bicubic -78.440 -53.493 +85
374 ecaresnetlight 15.147 84.853 45.800 54.200 30.16 224 0.875 bicubic -79.623 -53.000 -34
375 levit_192 14.893 85.107 44.920 55.080 10.95 224 0.900 bicubic -79.287 -53.620 +32
376 rexnet_150 14.707 85.293 46.920 53.080 9.73 224 0.875 bicubic -79.773 -51.870 -3
377 darknet53 14.680 85.320 47.120 52.880 41.61 288 1.000 bicubic -79.950 -51.640 -51.770 -26
378 darknetaa53 14.573 85.427 45.453 54.547 36.02 288 1.000 bilinear -79.897 -53.307 -4 -3
379 resnext50_32x4d 14.533 85.467 44.187 55.813 25.03 224 0.950 bicubic -80.007 -54.423 -14
380 coat_lite_mini 14.493 85.507 44.547 55.453 11.01 224 0.900 bicubic -79.557 -54.013 +39
381 efficientnet_el_pruned 14.480 85.520 46.080 53.920 10.59 300 0.904 bicubic -79.920 -52.660 +1 0
382 efficientnet_b2 14.440 85.560 46.067 53.933 9.11 288 1.000 bicubic -80.170 -52.643 -27
383 seresnet33ts 14.427 85.573 46.133 53.867 19.78 256 0.900 bicubic -80.433 -52.657 -51
384 poolformer_s24 14.267 85.733 47.227 52.773 21.39 224 0.900 bicubic -80.283 -51.483 -51.653 -23 -25
385 legacy_seresnext101_32x4d 14.160 85.840 43.013 56.987 48.96 224 0.875 bilinear -80.210 -55.637 0
386 seresnet50 14.147 85.853 45.507 54.493 28.09 224 0.875 bicubic -80.403 -53.283 -53.243 -24 -25
387 fbnetv3_d 14.107 85.893 46.480 53.520 10.31 256 0.950 bilinear -79.823 -52.260 +43
388 eca_resnet33ts 14.080 85.920 47.360 52.640 19.68 256 0.900 bicubic -80.110 -51.400 +16
389 gernet_m 14.053 85.947 46.013 53.987 21.14 224 0.875 bilinear -80.567 -52.847 -36 -35
390 mobilevitv2_125 14.000 86.000 44.987 55.013 7.48 256 0.888 bicubic -79.970 -53.573 +36
391 gluon_resnext101_32x4d 13.867 86.133 41.653 58.347 44.18 224 0.875 bicubic -80.673 -56.977 -28 -27
392 gcresnet33ts 13.760 86.240 45.053 54.947 19.88 256 0.900 bicubic -80.710 -53.717 -17 -18
393 gluon_seresnext50_32x4d 13.613 86.387 43.720 56.280 27.56 224 0.875 bicubic -80.717 -54.890 -4
394 resmlp_36_224 13.520 86.480 46.693 53.307 44.69 224 0.875 bicubic -80.680 -51.967 +9
395 resnet50_gn 13.467 86.533 42.747 57.253 25.56 224 0.940 bicubic -80.883 -55.963 -8
396 repvgg_b2g4 13.427 86.573 43.827 56.173 61.76 224 0.875 bilinear -80.413 -54.763 +40 +41
397 eca_botnext26ts_256 13.373 86.627 42.173 57.827 10.59 256 0.950 bicubic -80.407 -56.327 +45
398 ese_vovnet39b 13.333 86.667 43.813 56.187 24.57 224 0.875 bicubic -80.757 -54.847 +18
399 regnetx_320 13.320 86.680 40.720 59.280 107.81 224 0.875 bicubic -81.140 -58.020 -22
400 pit_xs_distilled_224 13.267 86.733 44.560 55.440 11.00 224 0.900 bicubic -80.553 -54.110 +39
401 efficientnet_b3_pruned 13.173 86.827 45.227 54.773 9.86 300 0.904 bicubic -81.457 -53.663 -53.533 -50 -49
402 gluon_resnet101_v1d 13.173 86.827 41.480 58.520 44.57 224 0.875 bicubic -81.057 -57.070 -1 -2
403 mixnet_xl 13.120 86.880 43.240 56.760 11.90 224 0.875 bicubic -81.070 -55.100 +2 +3
404 cspresnext50 13.053 86.947 45.000 55.000 20.57 256 0.887 bilinear -81.777 -53.770 -68
405 nf_regnet_b1 12.947 87.053 44.387 55.613 10.22 288 0.900 bicubic -81.163 -54.243 +10
406 eca_halonext26ts 12.933 87.067 42.800 57.200 10.76 256 0.940 bicubic -81.107 -55.690 +14
407 mobilevit_s 12.880 87.120 40.787 59.213 5.58 256 0.900 bicubic -80.300 -57.653 +86
408 pit_xs_224 12.813 87.187 42.827 57.173 10.62 224 0.900 bicubic -80.307 -55.503 +90 +91
409 gluon_inception_v3 12.640 87.360 40.493 59.507 23.83 299 0.875 bicubic -80.810 -58.077 +63 +62
410 crossvit_9_dagger_240 12.573 87.427 41.787 58.213 8.78 240 0.875 bicubic -80.317 -56.463 +101
411 coat_lite_tiny 12.547 87.453 41.133 58.867 5.72 224 0.900 bicubic -80.683 -57.127 +80
412 resmlp_24_224 12.507 87.493 43.427 56.573 30.02 224 0.875 bicubic -81.513 -55.193 -54.903 +10
413 regnety_120 12.400 87.600 42.213 57.787 51.82 224 0.875 bicubic -82.080 -56.597 -41
414 efficientnet_em 12.360 87.640 43.853 56.147 6.90 240 0.882 bicubic -81.480 -54.957 +23 +22
415 cspdarknet53 12.027 87.973 43.280 56.720 27.64 256 0.887 bilinear -82.633 -55.370 -55.520 -68
416 hrnet_w64 12.000 88.000 40.813 59.187 128.06 224 0.875 bilinear -82.020 -57.517 -57.807 +5
417 xcit_tiny_12_p16_224_dist 11.973 88.027 40.107 59.893 6.72 224 1.000 bicubic -81.427 -58.373 +59
418 gluon_resnet101_v1s 11.880 88.120 40.973 59.027 44.67 224 0.875 bicubic -82.840 -57.847 -75
419 gmixer_24_224 11.867 88.133 37.787 62.213 24.72 224 0.875 bicubic -80.963 -60.393 -60.093 +96 +97
420 nf_resnet50 11.760 88.240 45.933 54.067 25.56 288 0.940 bicubic -82.790 -52.947 -52.857 -60
421 fbnetv3_b 11.733 88.267 44.387 55.613 8.60 256 0.950 bilinear -82.237 -54.243 +6 +4
422 resnet50d 11.720 88.280 42.467 57.533 25.58 224 0.875 bicubic -82.540 -56.253 -27
423 dpn92 11.613 88.387 40.293 59.707 37.67 224 0.875 bicubic -82.617 -58.437 -24
424 dla102x2 11.600 88.400 41.267 58.733 41.28 224 0.875 bilinear -82.370 -57.233 +1 +3
425 xception41 11.600 88.400 39.147 60.853 26.97 299 0.903 bicubic -81.830 -59.283 +48
426 botnet26t_256 11.587 88.413 40.133 59.867 12.49 256 0.950 bicubic -81.923 -58.167 +39
427 vit_small_patch32_224 11.480 88.520 39.547 60.453 22.88 224 0.900 bicubic -80.550 -58.683 +136 +135
428 levit_128 11.387 88.613 40.240 59.760 9.21 224 0.900 bicubic -81.943 -58.140 +52 +53
429 lambda_resnet26t tf_efficientnet_el 11.373 88.627 40.173 42.040 59.827 57.960 10.96 10.59 256 300 0.940 0.904 bicubic -82.457 -83.027 -58.477 -56.670 +9 -47
430 tf_efficientnet_el lambda_resnet26t 11.373 88.627 42.040 40.173 57.960 59.827 10.59 10.96 300 256 0.904 0.940 bicubic -83.027 -82.457 -56.670 -58.477 -49 +8
431 efficientnet_b2_pruned 11.347 88.653 42.013 57.987 8.31 260 0.890 bicubic -82.803 -56.517 -20
432 xcit_nano_12_p16_384_dist 11.227 88.773 39.853 60.147 3.05 384 1.000 bicubic -80.603 -58.167 +141
433 halonet26t 11.120 88.880 38.813 61.187 12.48 256 0.950 bicubic -82.890 -59.687 -10
435 vit_tiny_r_s16_p8_384 11.093 88.907 39.973 60.027 6.36 384 1.000 bicubic -80.947 -58.317 +126
436 gluon_resnet152_v1c 11.093 88.907 37.120 62.880 60.21 224 0.875 bicubic -83.067 -61.520 -28
437 dpn107 11.053 88.947 38.640 61.360 86.92 224 0.875 bicubic -83.257 -59.830 -46
438 mobilevitv2_100 ecaresnet50d_pruned 11.013 88.987 40.653 41.960 59.347 58.040 4.90 19.94 256 224 0.888 0.875 bicubic -82.287 -83.207 -57.627 -56.770 +49 -37
439 ecaresnet50d_pruned mobilevitv2_100 11.013 88.987 41.960 40.653 58.040 59.347 19.94 4.90 224 256 0.875 0.888 bicubic -83.207 -82.287 -56.770 -57.627 -38 +48
440 tf_efficientnetv2_b2 11.000 89.000 39.760 60.240 10.10 260 0.890 bicubic -83.420 -58.810 -60
441 adv_inception_v3 11.000 89.000 36.720 63.280 23.83 299 0.875 bicubic -81.880 -61.420 +71
xcit_tiny_12_p16_224 10.973 89.027 37.027 62.973 6.72 224 1.000 bicubic -81.527 -61.213 +97
442 tf_efficientnet_b0_ns 10.973 89.027 40.067 59.933 5.29 224 0.875 bicubic -82.657 -58.573 +13
443 xcit_tiny_12_p16_224 10.973 89.027 37.027 62.973 6.72 224 1.000 bicubic -81.527 -61.213 +97
444 resnetv2_50 10.960 89.040 39.333 60.667 25.55 224 0.950 bicubic -83.470 -59.397 -65
445 tf_inception_v3 10.813 89.187 36.840 63.160 23.83 299 0.875 bicubic -82.507 -61.190 +38 +39
446 xcit_nano_12_p8_224_dist 10.800 89.200 38.120 61.880 3.05 224 1.000 bicubic -81.300 -60.030 +113
447 dpn131 10.720 89.280 37.187 62.813 79.25 224 0.875 bicubic -83.270 -61.533 -23
448 tf_efficientnet_b2_ap 10.533 89.467 40.107 59.893 9.11 260 0.890 bicubic -83.957 -58.563 -58.513 -78 -77
449 resnext50d_32x4d 10.413 89.587 39.733 60.267 25.05 224 0.875 bicubic -83.777 -58.827 -43 -44
450 rexnet_130 10.400 89.600 41.547 58.453 7.56 224 0.875 bicubic -83.500 -56.853 -17
451 hrnet_w44 10.307 89.693 39.480 60.520 67.06 224 0.875 bilinear -83.243 -59.220 +10
452 xcit_nano_12_p8_224 10.293 89.707 37.000 63.000 3.05 224 1.000 bicubic -80.727 -60.790 +146
455 regnetx_160 10.147 89.853 38.000 62.000 54.28 224 0.875 bicubic -83.983 -60.740 -42
456 dpn98 10.133 89.867 36.587 63.413 61.57 224 0.875 bicubic -83.987 -61.993 -42
457 resnet50 10.120 89.880 37.907 62.093 25.56 224 0.950 bicubic -84.220 -60.533 -69
458 legacy_seresnext50_32x4d 10.093 89.907 39.200 60.800 27.56 224 0.875 bilinear -83.637 -59.380 -10 -11
459 resnetrs50 10.067 89.933 37.507 62.493 35.69 224 0.910 bicubic -84.233 -61.133 -67
460 inception_v3 10.027 89.973 35.227 64.773 23.83 299 0.875 bicubic -82.693 -62.743 +65
461 efficientnet_b1 xception 9.987 90.013 37.560 38.040 62.440 61.960 7.79 22.86 256 299 1.000 0.897 bicubic -83.253 -83.483 -60.740 -60.490 +29 +8
462 xception efficientnet_b1 9.987 90.013 38.040 37.560 61.960 62.440 22.86 7.79 299 256 0.897 1.000 bicubic -83.483 -83.253 -60.490 -60.740 +7 +28
463 dpn68b 9.787 90.213 38.027 61.973 12.61 224 0.875 bicubic -83.903 -60.493 -12
464 gluon_resnet152_v1b 9.747 90.253 36.080 63.920 60.19 224 0.875 bicubic -84.323 -62.380 -46
465 tf_efficientnet_lite3 9.653 90.347 38.987 61.013 8.20 300 0.904 bilinear -84.557 -59.653 -63
471 resnet33ts 9.240 90.760 38.667 61.333 19.68 256 0.900 bicubic -84.360 -59.863 -14
472 hrnet_w40 9.227 90.773 36.880 63.120 57.56 224 0.875 bilinear -84.263 -61.700 -4
473 regnetx_120 9.187 90.813 37.187 62.813 46.11 224 0.875 bicubic -85.053 -61.463 -75
474 seresnext26d_32x4d 9.147 90.853 36.813 63.187 16.81 224 0.875 bicubic -83.543 -61.257 -61.337 +54 +53
475 crossvit_tiny_240 9.107 90.893 34.600 65.400 7.01 240 0.875 bicubic -81.133 -62.990 +141
476 resnest26d 9.067 90.933 37.840 62.160 17.07 224 0.875 bilinear -84.263 -60.790 +6 +4
477 vit_tiny_patch16_224 9.053 90.947 34.627 65.373 5.72 224 0.900 bicubic -82.717 -63.413 +99
478 vit_base_patch16_224_sam 8.987 91.013 36.173 63.827 86.57 224 0.900 bicubic -85.153 -62.497 -66
479 gluon_resnext50_32x4d 8.973 91.027 36.307 63.693 25.03 224 0.875 bicubic -84.837 -62.103 -38
480 rexnet_100 8.907 91.093 36.373 63.627 4.80 224 0.875 bicubic -84.123 -61.817 +24
481 seresnext26t_32x4d 8.893 91.107 36.893 63.107 16.81 224 0.875 bicubic -83.927 -61.477 +37 +36
482 bat_resnext26ts 8.867 91.133 36.413 63.587 10.73 256 0.900 bicubic -84.463 -61.937 -1 0
483 mixnet_l 8.853 91.147 36.213 63.787 7.33 224 0.875 bicubic -84.597 -62.007 -13 -11
484 mobilenetv3_large_100_miil 8.853 91.147 33.080 66.920 5.48 224 0.875 bilinear -83.417 -64.560 +69 +68
485 convit_tiny 8.813 91.187 34.360 65.640 5.71 224 0.875 bicubic -81.827 -63.380 +125
486 resnet32ts 8.760 91.240 37.227 62.773 17.96 256 0.900 bicubic -84.700 -61.263 -16
487 gcresnext26ts 8.707 91.293 35.733 64.267 10.48 256 0.900 bicubic -84.073 -62.527 +32
488 levit_128s 8.707 91.293 33.160 66.840 7.78 224 0.900 bicubic -83.223 -64.910 +79
489 dla169 8.653 91.347 35.947 64.053 53.39 224 0.875 bilinear -84.687 -62.643 -10
490 hrnet_w30 8.600 91.400 37.027 62.973 37.71 224 0.875 bilinear -84.600 -61.383 +2
491 mixer_b16_224 8.600 91.400 29.440 70.560 59.88 224 0.875 bicubic -83.270 -67.810 +81
hrnet_w30 8.600 91.400 37.027 62.973 37.71 224 0.875 bilinear -84.600 -61.383 +1
492 legacy_seresnet101 8.533 91.467 36.013 63.987 49.33 224 0.875 bilinear -84.757 -62.497 -4
493 tf_efficientnet_b1_ap 8.453 91.547 35.227 64.773 7.79 240 0.882 bicubic -85.227 -63.133 -41
494 repvgg_b2 8.427 91.573 36.453 63.547 89.02 224 0.875 bilinear -85.063 -62.277 -27
495 resmlp_12_distilled_224 8.307 91.693 36.840 63.160 15.35 224 0.875 bicubic -84.533 -61.300 +19
496 resnetblur50 8.253 91.747 37.373 62.627 25.56 224 0.875 bicubic -85.687 -61.207 -68 -67
497 crossvit_9_240 8.253 91.747 34.107 65.893 8.55 240 0.875 bicubic -82.377 -63.633 +114
498 dla102x 8.213 91.787 37.040 62.960 26.31 224 0.875 bilinear -85.307 -61.500 -61.460 -35 -34
499 eca_resnext26ts 8.080 91.920 35.960 64.040 10.30 256 0.900 bicubic -84.530 -62.300 +35
500 hrnet_w32 8.027 91.973 37.520 62.480 41.23 224 0.875 bilinear -85.503 -60.940 -38
501 gluon_resnet101_v1c cs3darknet_m 7.987 92.013 33.360 36.507 66.640 63.493 44.57 9.31 224 288 0.875 0.950 bicubic -85.683 -85.373 -65.060 -62.093 -48 -23
502 cs3darknet_m gluon_resnet101_v1c 7.987 92.013 36.507 33.360 63.493 66.640 9.31 44.57 288 224 0.950 0.875 bicubic -85.373 -85.683 -62.093 -65.060 -24 -49
503 gluon_resnet50_v1d 7.933 92.067 35.000 65.000 25.58 224 0.875 bicubic -85.837 -63.390 -60
504 dla60_res2next 7.827 92.173 34.987 65.013 17.03 224 0.875 bilinear -85.343 -63.413 -12 -10
505 res2net50_26w_8s 7.827 92.173 33.720 66.280 48.40 224 0.875 bilinear -85.593 -64.450 -30 -31
506 mobilevitv2_075 7.827 92.173 33.693 66.307 2.87 256 0.888 bicubic -83.933 -64.087 -64.167 +72 +71
507 mobilevit_xs 7.747 92.253 32.533 67.467 2.32 256 0.900 bicubic -83.073 -65.387 +98
508 densenetblur121d 7.733 92.267 34.773 65.227 8.00 224 0.875 bicubic -84.177 -63.297 +61
509 tf_efficientnetv2_b1 7.707 92.293 34.653 65.347 8.14 240 0.882 bicubic -86.233 -63.967 -80 -81
510 deit_tiny_distilled_patch16_224 7.693 92.307 33.547 66.453 5.91 224 0.900 bicubic -83.017 -64.023 +98 +97
511 dla60_res2net 7.600 92.400 34.600 65.400 20.85 224 0.875 bilinear -85.560 -63.800 -16
512 efficientnet_b1_pruned 7.427 92.573 34.507 65.493 6.33 240 0.882 bicubic -85.343 -63.533 +8
513 wide_resnet101_2 7.360 92.640 34.160 65.840 126.89 224 0.875 bilinear -86.350 -64.380 -63
515 deit_tiny_patch16_224 7.320 92.680 30.707 69.293 5.72 224 0.900 bicubic -82.340 -66.743 +112
516 hardcorenas_e 7.253 92.747 33.293 66.707 8.07 224 0.875 bilinear -85.317 -64.807 +20
517 gluon_resnet101_v1b 7.240 92.760 32.773 67.227 44.55 224 0.875 bicubic -86.510 -65.607 -73
518 efficientnet_b0 7.227 92.773 34.013 65.987 5.29 224 0.875 bicubic -85.463 -64.277 -64.057 +8 +10
519 gluon_resnet50_v1s 7.213 92.787 33.493 66.507 25.68 224 0.875 bicubic -86.407 -64.967 -63
520 tf_efficientnet_b1 7.147 92.853 33.053 66.947 7.79 240 0.882 bicubic -86.353 -65.307 -54
521 tf_mixnet_l 7.147 92.853 31.627 68.373 7.33 224 0.875 bicubic -86.173 -66.883 -66.403 -36
522 tf_efficientnet_cc_b0_8e 7.120 92.880 31.827 68.173 24.01 224 0.875 bicubic -85.710 -66.053 -66.353 -6 -7
523 convmixer_1024_20_ks9_p14 7.080 92.920 33.067 66.933 24.38 224 0.960 bicubic -85.350 -65.203 +20
524 seresnext26ts 7.053 92.947 34.920 65.080 10.39 256 0.900 bicubic -85.637 -63.230 -63.370 +3 +2
525 resmlp_12_224 7.013 92.987 33.947 66.053 15.35 224 0.875 bicubic -85.197 -64.213 +29
526 cs3darknet_focus_m 6.947 93.053 34.640 65.360 9.30 288 0.950 bicubic -86.023 -63.550 -63.750 -19
527 hardcorenas_f 6.853 93.147 34.067 65.933 8.20 224 0.875 bilinear -86.107 -64.093 -18
528 selecsls60b 6.733 93.267 33.253 66.747 32.77 224 0.875 bicubic -86.557 -65.027 -39
529 res2net50_26w_6s 6.720 93.280 31.640 68.360 37.05 224 0.875 bilinear -86.690 -66.640 -54
530 ese_vovnet19b_dw 6.707 93.293 33.400 66.600 6.54 224 0.875 bicubic -85.573 -64.690 +21
531 efficientnet_es 6.680 93.320 33.827 66.173 5.44 224 0.875 bicubic -86.460 -64.593 -35
532 mixnet_m tinynet_a 6.640 93.360 32.053 32.227 67.947 67.773 5.01 6.19 224 192 0.875 bicubic -85.790 -85.800 -65.807 -65.853 +12 +10
533 tinynet_a mixnet_m 6.640 93.360 32.227 32.053 67.773 67.947 6.19 5.01 192 224 0.875 bicubic -85.800 -85.790 -65.853 -65.807 +9 +11
534 pit_ti_distilled_224 6.627 93.373 30.747 69.253 5.10 224 0.900 bicubic -84.273 -66.973 +68
535 legacy_seresnext26_32x4d 6.613 93.387 33.280 66.720 16.79 224 0.875 bicubic -86.027 -64.850 -4
536 poolformer_s12 6.560 93.440 34.453 65.547 11.92 224 0.900 bicubic -86.070 -63.747 -4
537 skresnet34 repvgg_b1 6.467 93.533 31.587 33.813 68.413 66.187 22.28 57.42 224 0.875 bicubic bilinear -85.923 -86.853 -66.493 -64.697 +9 -54
538 repvgg_b1 skresnet34 6.467 93.533 33.813 31.587 66.187 68.413 57.42 22.28 224 0.875 bilinear bicubic -86.853 -85.923 -64.217 -66.563 -53 +8
539 dla60x 6.427 93.573 34.120 65.880 17.35 224 0.875 bilinear -86.693 -64.390 -42
540 hardcorenas_d 6.413 93.587 32.200 67.800 7.50 224 0.875 bilinear -85.977 -65.950 -65.880 +6 +7
541 resnet34d 6.400 93.600 31.507 68.493 21.82 224 0.875 bicubic -86.280 -66.803 -12
542 edgenext_x_small 6.373 93.627 29.720 70.280 2.34 256 0.900 bicubic -84.717 -67.830 +53
543 regnetx_080 6.307 93.693 32.333 67.667 39.57 224 0.875 bicubic -87.563 -66.187 -108
544 swsl_resnet18 6.253 93.747 31.600 68.400 11.69 224 0.875 bilinear -84.437 -66.100 +65
545 legacy_seresnet50 6.187 93.813 32.653 67.347 28.09 224 0.875 bilinear -86.783 -65.737 -65.537 -37
546 resnet26t 6.133 93.867 32.227 67.773 16.01 256 0.940 bicubic -86.617 -66.003 -25 -24
547 pit_ti_224 6.107 93.893 30.240 69.760 4.85 224 0.900 bicubic -83.843 -67.200 +75
548 tv_resnet152 6.027 93.973 32.067 67.933 60.19 224 0.875 bilinear -87.283 -66.323 -62
549 tf_efficientnet_cc_b0_4e 5.987 94.013 29.587 70.413 13.31 224 0.875 bicubic -86.603 -68.493 -14
552 mixer_l16_224 5.867 94.133 18.533 81.467 208.20 224 0.875 bicubic -81.273 -74.987 +98
553 dla102 5.853 94.147 32.720 67.280 33.27 224 0.875 bilinear -87.207 -65.830 -52
554 selecsls60 5.667 94.333 32.493 67.507 30.67 224 0.875 bicubic -87.353 -65.807 -49
555 regnety_016 5.653 94.347 30.440 69.560 11.20 224 0.875 bicubic -87.377 -67.910 -53 -52
556 hardcorenas_c res2next50 5.640 94.360 30.453 30.867 69.547 69.133 5.52 24.67 224 0.875 bilinear -86.390 -87.220 -67.387 -67.323 +8 -43
557 res2next50 hardcorenas_c 5.640 94.360 30.867 30.453 69.133 69.547 24.67 5.52 224 0.875 bilinear -87.220 -86.390 -67.323 -67.387 -44 +7
558 hrnet_w18 5.493 94.507 30.987 69.013 21.30 224 0.875 bilinear -86.827 -67.263 -10
559 resnest14d 5.467 94.533 28.547 71.453 10.61 224 0.875 bilinear -86.253 -69.323 +20 +21
560 tf_efficientnet_lite2 5.360 94.640 30.920 69.080 6.09 260 0.890 bicubic -87.290 -67.310 -30
561 tf_efficientnet_em 5.347 94.653 31.107 68.893 6.90 240 0.882 bicubic -87.583 -67.093 -51
562 tf_efficientnet_b0_ap 5.307 94.693 28.827 71.173 5.29 224 0.875 bicubic -86.893 -69.193 -6
570 tf_mixnet_m 5.067 94.933 28.147 71.853 5.01 224 0.875 bicubic -87.253 -69.743 -21
571 tf_efficientnet_b0 5.053 94.947 28.720 71.280 5.29 224 0.875 bicubic -87.197 -69.270 -18
572 res2net50_14w_8s 5.040 94.960 28.773 71.227 25.06 224 0.875 bilinear -87.700 -69.407 -48
573 hardcorenas_b 4.947 95.053 28.067 71.933 5.18 224 0.875 bilinear -86.813 -69.793 -69.713 +5
574 mixnet_s 4.920 95.080 28.547 71.453 4.13 224 0.875 bicubic -86.900 -69.143 +1
575 mobilenetv3_rw 4.907 95.093 29.853 70.147 5.48 224 0.875 bicubic -86.303 -67.807 +14
576 gluon_resnet50_v1c 4.893 95.107 28.147 71.853 25.58 224 0.875 bicubic -88.137 -70.243 -73 -74
577 hardcorenas_a 4.880 95.120 28.093 71.907 5.26 224 0.875 bilinear -86.470 -69.767 +8
578 regnetx_032 4.853 95.147 30.253 69.747 15.30 224 0.875 bicubic -88.267 -68.137 -80
579 xcit_nano_12_p16_224 4.853 95.147 25.453 74.547 3.05 224 1.000 bicubic -83.757 -71.337 +61
580 regnetx_032 tv_resnext50_32x4d 4.853 4.840 95.147 95.160 30.253 30.280 69.747 69.720 15.30 25.03 224 0.875 bicubic bilinear -88.267 -87.910 -68.137 -68.000 -79 -59
581 tv_resnext50_32x4d densenet161 4.840 4.720 95.160 95.280 30.280 29.560 69.720 70.440 25.03 28.68 224 0.875 bilinear bicubic -87.910 -87.780 -68.000 -68.730 -58 -42
582 tv_resnet101 4.720 95.280 29.373 70.627 44.55 224 0.875 bilinear -88.100 -68.877 -64
583 densenet161 resnext26ts 4.720 4.680 95.280 95.320 29.560 29.013 70.440 70.987 28.68 10.30 224 256 0.875 0.900 bicubic -87.780 -87.190 -68.730 -68.907 -43 -12
resnext26ts 4.680 95.320 29.013 70.987 10.30 256 0.900 bicubic -87.190 -68.907 -11
584 selecsls42b 4.667 95.333 28.613 71.387 32.46 224 0.875 bicubic -87.613 -69.527 -34
585 tf_efficientnet_lite1 4.613 95.387 28.413 71.587 5.42 240 0.882 bicubic -88.007 -69.667 -52
586 mobilenetv2_120d 4.533 95.467 29.293 70.707 5.83 224 0.875 bicubic -87.867 -68.757 -41
587 vit_base_patch32_224_sam 4.333 95.667 24.387 75.613 88.22 224 0.900 bicubic -85.417 -72.613 +37
efficientnet_es_pruned 4.187 95.813 26.547 73.453 5.44 224 0.875 bicubic -86.993 -71.203 +2
588 tinynet_b 4.187 95.813 26.720 73.280 3.73 188 0.875 bicubic -86.733 -70.950 +13
589 fbnetc_100 efficientnet_es_pruned 4.133 4.187 95.867 95.813 25.933 26.547 74.067 73.453 5.57 5.44 224 0.875 bilinear bicubic -86.577 -86.993 -71.277 -71.203 +17 +2
590 gluon_resnet50_v1b fbnetc_100 4.120 4.133 95.880 95.867 26.920 25.933 73.080 74.067 25.56 5.57 224 0.875 bicubic bilinear -88.420 -86.577 -71.160 -71.277 -54 +18
591 densenet201 4.120 95.880 27.533 72.467 20.01 224 0.875 bicubic -88.620 -70.697 -69 -68
592 gluon_resnet50_v1b 4.120 95.880 26.920 73.080 25.56 224 0.875 bicubic -88.420 -71.250 -55
593 resnet26d 4.040 95.960 28.507 71.493 16.01 224 0.875 bicubic -88.030 -69.463 -33
594 semnasnet_100 3.960 96.040 26.933 73.067 3.89 224 0.875 bicubic -87.320 -70.627 -7
595 repvgg_a2 3.933 96.067 27.280 72.720 28.21 224 0.875 bilinear -88.007 -70.870 -29
596 mobilevitv2_050 3.933 96.067 23.867 76.133 1.37 256 0.888 bicubic -84.297 -73.123 +48
597 tf_mixnet_s 3.893 96.107 25.280 74.720 4.13 224 0.875 bicubic -87.617 -72.330 -15
dpn68 3.867 96.133 26.067 73.933 12.61 224 0.875 bicubic -88.163 -71.983 -37
598 semnasnet_075 3.867 96.133 27.000 73.000 2.91 224 0.875 bicubic -86.193 -70.430 +22
599 dpn68 3.867 96.133 26.067 73.933 12.61 224 0.875 bicubic -88.163 -71.983 -36
600 mobilevit_xxs 3.827 96.173 21.707 78.293 1.27 256 0.900 bicubic -83.363 -74.393 +49
tf_efficientnet_es 3.813 96.187 26.120 73.880 5.44 224 0.875 bicubic -88.167 -71.740 -36
601 regnety_008 3.813 96.187 27.160 72.840 6.26 224 0.875 bicubic -87.907 -71.020 -22
602 tf_efficientnet_es 3.813 96.187 26.120 73.880 5.44 224 0.875 bicubic -88.167 -71.740 -37
603 edgenext_xx_small 3.787 96.213 23.693 76.307 1.33 256 0.900 bicubic -84.563 -72.827 +40
604 dla60 3.773 96.227 27.973 72.027 22.04 224 0.875 bilinear -88.437 -70.127 -49
605 ssl_resnet18 3.747 96.253 25.440 74.560 11.69 224 0.875 bilinear -86.463 -72.110 +12
606 mobilenetv2_140 3.720 96.280 26.747 73.253 6.11 224 0.875 bicubic -88.110 -71.103 -32
607 densenet169 3.693 96.307 25.600 74.400 14.15 224 0.875 bicubic -88.227 -72.500 -39
608 regnetx_016 3.613 96.387 26.253 73.747 9.19 224 0.875 bicubic -88.547 -71.947 -51
609 res2net50_48w_2s 3.587 96.413 26.613 73.387 25.29 224 0.875 bilinear -88.953 -71.557 -71.467 -71
610 spnasnet_100 tf_mobilenetv3_large_100 3.560 96.440 24.293 25.093 75.707 74.907 4.42 5.48 224 0.875 bilinear -86.780 -87.660 -72.897 -72.567 +5 -22
611 tf_mobilenetv3_large_100 spnasnet_100 3.560 96.440 25.093 24.293 74.907 75.707 5.48 4.42 224 0.875 bilinear -87.660 -86.780 -72.567 -72.897 -23 +4
612 regnety_006 3.467 96.533 24.893 75.107 6.06 224 0.875 bicubic -87.903 -72.817 -28
613 legacy_seresnet34 3.333 96.667 23.813 76.187 21.96 224 0.875 bilinear -87.567 -73.767 -10
614 dla34 efficientnet_lite0 3.253 96.747 23.613 25.880 76.387 74.120 15.74 4.65 224 0.875 bilinear bicubic -87.527 -87.857 -74.047 -71.750 -8 -20
615 efficientnet_lite0 dla34 3.253 96.747 25.880 23.613 74.120 76.387 4.65 15.74 224 0.875 bicubic bilinear -87.857 -87.527 -71.750 -74.047 -21 -9
616 ghostnet_100 3.227 96.773 24.867 75.133 5.18 224 0.875 bilinear -86.803 -72.503 +5
617 regnety_004 3.200 96.800 22.667 77.333 4.34 224 0.875 bicubic -87.310 -74.873 -5
618 mobilenetv2_110d 3.187 96.813 24.573 75.427 4.52 224 0.875 bicubic -87.773 -73.067 -72.987 -19 -18
tinynet_c 3.107 96.893 21.533 78.467 2.46 184 0.875 bicubic -84.673 -74.837 +25
619 mnasnet_100 3.107 96.893 24.200 75.800 4.38 224 0.875 bicubic -87.403 -73.270 -6
620 tinynet_c 3.107 96.893 21.533 78.467 2.46 184 0.875 bicubic -84.673 -74.837 +25
621 tf_efficientnet_lite0 3.093 96.907 22.920 77.080 4.65 224 0.875 bicubic -87.947 -74.670 -24
622 skresnet18 3.000 97.000 22.773 77.227 11.96 224 0.875 bicubic -86.660 -74.467 +6
623 vgg19_bn 2.947 97.053 23.480 76.520 143.68 224 0.875 bilinear -87.133 -74.100 -4
626 tinynet_d 2.867 97.133 17.787 82.213 2.34 152 0.875 bicubic -81.893 -77.393 +33
627 resnet14t 2.760 97.240 19.280 80.720 10.08 224 0.950 bilinear -86.280 -77.320 +6
628 hrnet_w18_small_v2 2.707 97.293 23.707 76.293 15.60 224 0.875 bilinear -88.483 -74.193 -38
gluon_resnet34_v1b 2.667 97.333 21.667 78.333 21.80 224 0.875 bicubic -88.293 -75.893 -30
629 regnetx_008 2.667 97.333 22.467 77.533 7.26 224 0.875 bicubic -88.383 -75.243 -33
630 gluon_resnet34_v1b 2.667 97.333 21.667 78.333 21.80 224 0.875 bicubic -88.293 -75.973 -31
631 vgg16_bn 2.653 97.347 23.787 76.213 138.37 224 0.875 bilinear -87.437 -73.583 -13
632 vgg16 2.627 97.373 20.427 79.573 138.36 224 0.875 bilinear -85.923 -76.363 +9
633 lcnet_100 2.613 97.387 20.867 79.133 2.95 224 0.875 bicubic -86.177 -75.863 +5
647 mobilenetv3_small_100 2.000 98.000 17.080 82.920 2.54 224 0.875 bicubic -83.220 -78.550 +10
648 tf_mobilenetv3_small_075 2.000 98.000 14.813 85.187 2.04 224 0.875 bilinear -81.520 -79.987 +16
649 regnetx_004 1.947 98.053 19.160 80.840 5.16 224 0.875 bicubic -86.953 -77.960 -13
650 tv_resnet34 1.867 98.133 20.000 80.000 21.80 224 0.875 bilinear -88.063 -77.340 -28 -27
651 vgg13 1.867 98.133 17.960 82.040 133.05 224 0.875 bilinear -85.183 -78.360 +1 0
652 tinynet_e 1.853 98.147 14.013 85.987 2.04 106 0.875 bicubic -77.047 -78.547 +16
653 mobilenetv3_small_050 1.840 98.160 12.507 87.493 1.59 224 0.875 bicubic -75.150 -78.793 +16
654 lcnet_050 1.813 98.187 13.893 86.107 1.88 224 0.875 bicubic -79.967 -79.827 +12
657 resnet10t 1.733 98.267 15.813 84.187 5.44 224 0.950 bilinear -84.477 -79.847 -3
658 vgg11_bn 1.720 98.280 18.080 81.920 132.87 224 0.875 bilinear -85.780 -78.740 -12
659 dla60x_c 1.627 98.373 18.053 81.947 1.32 224 0.875 bilinear -84.643 -78.117 -6
mobilenetv2_050 1.613 98.387 14.187 85.813 1.97 224 0.875 bicubic -82.277 -80.533 +1
660 tf_mobilenetv3_large_minimal_100 1.613 98.387 17.120 82.880 3.92 224 0.875 bilinear -87.357 -79.730 -25
661 mobilenetv2_050 1.613 98.387 14.187 85.813 1.97 224 0.875 bicubic -82.277 -80.533 +1
662 vgg11 1.560 98.440 16.227 83.773 132.86 224 0.875 bilinear -84.990 -80.053 -10
663 gluon_resnet18_v1b 1.547 98.453 16.613 83.387 11.69 224 0.875 bicubic -86.853 -80.067 -21
664 hrnet_w18_small 1.533 98.467 18.133 81.867 13.19 224 0.875 bilinear -87.497 -78.977 -30

@ -1,7 +1,7 @@
model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation
beit_large_patch16_384,97.810,2.190,99.790,0.210,305.00,384,1.000,bicubic
beit_large_patch16_512,97.780,2.220,99.820,0.180,305.67,512,1.000,bicubic
tf_efficientnet_l2_ns,97.780,2.220,99.890,0.110,480.31,800,0.960,bicubic
beit_large_patch16_512,97.780,2.220,99.820,0.180,305.67,512,1.000,bicubic
tf_efficientnet_l2_ns_475,97.750,2.250,99.820,0.180,480.31,475,0.936,bicubic
deit3_large_patch16_384_in21ft1k,97.560,2.440,99.710,0.290,304.76,384,1.000,bicubic
convnext_xlarge_384_in22ft1k,97.550,2.450,99.800,0.200,350.20,384,1.000,bicubic
@ -13,13 +13,13 @@ deit3_large_patch16_224_in21ft1k,97.310,2.690,99.680,0.320,304.37,224,1.000,bicu
convnext_base_384_in22ft1k,97.290,2.710,99.780,0.220,88.59,384,1.000,bicubic
volo_d5_512,97.290,2.710,99.760,0.240,296.09,512,1.150,bicubic
swinv2_large_window12to24_192to384_22kft1k,97.280,2.720,99.780,0.220,196.74,384,1.000,bicubic
convnext_large_in22ft1k,97.260,2.740,99.650,0.350,197.77,224,0.875,bicubic
swinv2_base_window12to24_192to384_22kft1k,97.260,2.740,99.790,0.210,87.92,384,1.000,bicubic
convnext_large_in22ft1k,97.260,2.740,99.650,0.350,197.77,224,0.875,bicubic
deit3_huge_patch14_224_in21ft1k,97.250,2.750,99.720,0.280,632.13,224,1.000,bicubic
volo_d5_448,97.240,2.760,99.740,0.260,295.91,448,1.150,bicubic
convnext_xlarge_in22ft1k,97.240,2.760,99.730,0.270,350.20,224,0.875,bicubic
deit3_base_patch16_384_in21ft1k,97.240,2.760,99.670,0.330,86.88,384,1.000,bicubic
swinv2_large_window12to16_192to256_22kft1k,97.240,2.760,99.710,0.290,196.74,256,0.900,bicubic
volo_d5_448,97.240,2.760,99.740,0.260,295.91,448,1.150,bicubic
deit3_base_patch16_384_in21ft1k,97.240,2.760,99.670,0.330,86.88,384,1.000,bicubic
tf_efficientnet_b7_ns,97.190,2.810,99.700,0.300,66.35,600,0.949,bicubic
swin_large_patch4_window12_384,97.180,2.820,99.680,0.320,196.74,384,1.000,bicubic
tf_efficientnetv2_xl_in21ft1k,97.150,2.850,99.620,0.380,208.12,512,1.000,bicubic
@ -29,36 +29,36 @@ convnext_small_384_in22ft1k,97.090,2.910,99.690,0.310,50.22,384,1.000,bicubic
vit_base_patch8_224,97.080,2.920,99.620,0.380,86.58,224,0.900,bicubic
volo_d4_448,97.070,2.930,99.750,0.250,193.41,448,1.150,bicubic
swinv2_base_window12to16_192to256_22kft1k,97.060,2.940,99.660,0.340,87.92,256,0.900,bicubic
tf_efficientnet_b6_ns,97.020,2.980,99.710,0.290,43.04,528,0.942,bicubic
vit_base_patch16_384,97.020,2.980,99.710,0.290,86.86,384,1.000,bicubic
volo_d3_448,97.020,2.980,99.680,0.320,86.63,448,1.000,bicubic
tf_efficientnet_b6_ns,97.020,2.980,99.710,0.290,43.04,528,0.942,bicubic
tf_efficientnetv2_m_in21ft1k,96.970,3.030,99.610,0.390,54.14,480,1.000,bicubic
ig_resnext101_32x48d,96.970,3.030,99.670,0.330,828.41,224,0.875,bilinear
swin_large_patch4_window7_224,96.950,3.050,99.660,0.340,196.53,224,0.900,bicubic
tf_efficientnetv2_m_in21ft1k,96.970,3.030,99.610,0.390,54.14,480,1.000,bicubic
vit_large_r50_s32_384,96.950,3.050,99.710,0.290,329.09,384,1.000,bicubic
swin_large_patch4_window7_224,96.950,3.050,99.660,0.340,196.53,224,0.900,bicubic
xcit_large_24_p16_384_dist,96.940,3.060,99.510,0.490,189.10,384,1.000,bicubic
dm_nfnet_f6,96.920,3.080,99.720,0.280,438.36,576,0.956,bicubic
resnetv2_152x4_bitm,96.880,3.120,99.660,0.340,936.53,480,1.000,bilinear
volo_d5_224,96.880,3.120,99.670,0.330,295.46,224,0.960,bicubic
resnetv2_152x4_bitm,96.880,3.120,99.660,0.340,936.53,480,1.000,bilinear
cait_m48_448,96.880,3.120,99.620,0.380,356.46,448,1.000,bicubic
deit3_base_patch16_224_in21ft1k,96.870,3.130,99.620,0.380,86.59,224,1.000,bicubic
tf_efficientnet_b5_ns,96.870,3.130,99.640,0.360,30.39,456,0.934,bicubic
deit3_base_patch16_224_in21ft1k,96.870,3.130,99.620,0.380,86.59,224,1.000,bicubic
deit3_large_patch16_384,96.850,3.150,99.620,0.380,304.76,384,1.000,bicubic
convnext_base_in22ft1k,96.840,3.160,99.650,0.350,88.59,224,0.875,bicubic
cait_m36_384,96.830,3.170,99.660,0.340,271.22,384,1.000,bicubic
dm_nfnet_f5,96.810,3.190,99.670,0.330,377.21,544,0.954,bicubic
xcit_small_24_p8_384_dist,96.810,3.190,99.630,0.370,47.63,384,1.000,bicubic
dm_nfnet_f4,96.780,3.220,99.620,0.380,316.07,512,0.951,bicubic
ig_resnext101_32x32d,96.780,3.220,99.530,0.470,468.53,224,0.875,bilinear
volo_d4_224,96.780,3.220,99.670,0.330,192.96,224,0.960,bicubic
dm_nfnet_f4,96.780,3.220,99.620,0.380,316.07,512,0.951,bicubic
xcit_medium_24_p8_384_dist,96.780,3.220,99.610,0.390,84.32,384,1.000,bicubic
ig_resnext101_32x32d,96.780,3.220,99.530,0.470,468.53,224,0.875,bilinear
xcit_large_24_p8_384_dist,96.760,3.240,99.560,0.440,188.93,384,1.000,bicubic
dm_nfnet_f3,96.730,3.270,99.630,0.370,254.92,416,0.940,bicubic
vit_large_patch16_224,96.710,3.290,99.650,0.350,304.33,224,0.900,bicubic
volo_d2_384,96.710,3.290,99.600,0.400,58.87,384,1.000,bicubic
tf_efficientnet_b4_ns,96.710,3.290,99.640,0.360,19.34,380,0.922,bicubic
tf_efficientnet_b8,96.700,3.300,99.530,0.470,87.41,672,0.954,bicubic
volo_d2_384,96.710,3.290,99.600,0.400,58.87,384,1.000,bicubic
xcit_medium_24_p16_384_dist,96.700,3.300,99.600,0.400,84.40,384,1.000,bicubic
tf_efficientnet_b8,96.700,3.300,99.530,0.470,87.41,672,0.954,bicubic
swin_base_patch4_window7_224,96.680,3.320,99.660,0.340,87.77,224,0.900,bicubic
deit3_small_patch16_384_in21ft1k,96.670,3.330,99.640,0.360,22.21,384,1.000,bicubic
beit_base_patch16_224,96.660,3.340,99.660,0.340,86.53,224,0.900,bicubic
@ -66,14 +66,14 @@ tf_efficientnetv2_l,96.650,3.350,99.560,0.440,118.52,480,1.000,bicubic
xcit_large_24_p8_224_dist,96.640,3.360,99.460,0.540,188.93,224,1.000,bicubic
cait_s36_384,96.630,3.370,99.600,0.400,68.37,384,1.000,bicubic
regnetz_e8,96.600,3.400,99.610,0.390,57.70,320,1.000,bicubic
tf_efficientnet_b7,96.580,3.420,99.520,0.480,66.35,600,0.949,bicubic
deit3_huge_patch14_224,96.580,3.420,99.520,0.480,632.13,224,0.900,bicubic
tf_efficientnet_b7,96.580,3.420,99.520,0.480,66.35,600,0.949,bicubic
cait_s24_384,96.570,3.430,99.550,0.450,47.06,384,1.000,bicubic
tf_efficientnet_b8_ap,96.550,3.450,99.540,0.460,87.41,672,0.954,bicubic
xcit_small_24_p8_224_dist,96.550,3.450,99.570,0.430,47.63,224,1.000,bicubic
tf_efficientnet_b8_ap,96.550,3.450,99.540,0.460,87.41,672,0.954,bicubic
tf_efficientnetv2_m,96.540,3.460,99.570,0.430,54.14,480,1.000,bicubic
xcit_medium_24_p8_224_dist,96.520,3.480,99.510,0.490,84.32,224,1.000,bicubic
resnetv2_152x2_bitm,96.520,3.480,99.590,0.410,236.34,448,1.000,bilinear
xcit_medium_24_p8_224_dist,96.520,3.480,99.510,0.490,84.32,224,1.000,bicubic
deit_base_distilled_patch16_384,96.510,3.490,99.590,0.410,87.63,384,1.000,bicubic
xcit_small_12_p8_384_dist,96.480,3.520,99.490,0.510,26.21,384,1.000,bicubic
tf_efficientnetv2_s_in21ft1k,96.470,3.530,99.570,0.430,21.46,384,1.000,bicubic
@ -81,8 +81,8 @@ volo_d1_384,96.470,3.530,99.550,0.450,26.78,384,1.000,bicubic
ecaresnet269d,96.460,3.540,99.610,0.390,102.09,352,1.000,bicubic
dm_nfnet_f2,96.460,3.540,99.540,0.460,193.78,352,0.920,bicubic
convnext_small_in22ft1k,96.460,3.540,99.470,0.530,50.22,224,0.875,bicubic
eca_nfnet_l2,96.450,3.550,99.620,0.380,56.72,384,1.000,bicubic
vit_base_r50_s16_384,96.450,3.550,99.660,0.340,98.95,384,1.000,bicubic
eca_nfnet_l2,96.450,3.550,99.620,0.380,56.72,384,1.000,bicubic
volo_d3_224,96.440,3.560,99.620,0.380,86.33,224,0.960,bicubic
ig_resnext101_32x16d,96.440,3.560,99.540,0.460,194.03,224,0.875,bilinear
seresnextaa101d_32x8d,96.420,3.580,99.520,0.480,93.59,288,1.000,bicubic
@ -102,21 +102,21 @@ seresnet152d,96.310,3.690,99.510,0.490,66.84,320,1.000,bicubic
vit_base_patch16_224,96.300,3.700,99.560,0.440,86.57,224,0.900,bicubic
tf_efficientnet_b6,96.290,3.710,99.520,0.480,43.04,528,0.942,bicubic
swsl_resnext101_32x16d,96.280,3.720,99.500,0.500,194.03,224,0.875,bilinear
efficientnetv2_rw_m,96.270,3.730,99.560,0.440,53.24,416,1.000,bicubic
resnetv2_50x3_bitm,96.270,3.730,99.630,0.370,217.32,448,1.000,bilinear
efficientnetv2_rw_m,96.270,3.730,99.560,0.440,53.24,416,1.000,bicubic
xcit_medium_24_p16_224_dist,96.260,3.740,99.410,0.590,84.40,224,1.000,bicubic
resnetv2_101x3_bitm,96.250,3.750,99.590,0.410,387.93,448,1.000,bilinear
xcit_tiny_24_p8_384_dist,96.240,3.760,99.440,0.560,12.11,384,1.000,bicubic
swsl_resnext101_32x8d,96.240,3.760,99.590,0.410,88.79,224,0.875,bilinear
resnetrs350,96.240,3.760,99.470,0.530,163.96,384,1.000,bicubic
xcit_tiny_24_p8_384_dist,96.240,3.760,99.440,0.560,12.11,384,1.000,bicubic
deit3_base_patch16_384,96.230,3.770,99.400,0.600,86.88,384,1.000,bicubic
regnetz_d8_evos,96.220,3.780,99.490,0.510,23.46,320,0.950,bicubic
resnetv2_152x2_bit_teacher_384,96.190,3.810,99.500,0.500,236.34,384,1.000,bicubic
deit3_large_patch16_224,96.190,3.810,99.300,0.700,304.37,224,0.900,bicubic
vit_large_r50_s32_224,96.180,3.820,99.540,0.460,328.99,224,0.900,bicubic
regnetz_040,96.180,3.820,99.510,0.490,27.12,320,1.000,bicubic
swinv2_base_window16_256,96.170,3.830,99.400,0.600,87.92,256,0.900,bicubic
convnext_tiny_384_in22ft1k,96.170,3.830,99.480,0.520,28.59,384,1.000,bicubic
swinv2_base_window16_256,96.170,3.830,99.400,0.600,87.92,256,0.900,bicubic
crossvit_18_dagger_408,96.130,3.870,99.470,0.530,44.61,408,1.000,bicubic
seresnext101_32x8d,96.130,3.870,99.360,0.640,93.57,288,1.000,bicubic
resnest269e,96.120,3.880,99.520,0.480,110.93,416,0.928,bicubic
@ -124,33 +124,34 @@ resnet200d,96.110,3.890,99.460,0.540,64.69,320,1.000,bicubic
tf_efficientnet_b3_ns,96.100,3.900,99.480,0.520,12.23,300,0.904,bicubic
tf_efficientnet_b5_ap,96.080,3.920,99.540,0.460,30.39,456,0.934,bicubic
xcit_large_24_p8_224,96.080,3.920,99.150,0.850,188.93,224,1.000,bicubic
pit_b_distilled_224,96.070,3.930,99.380,0.620,74.79,224,0.900,bicubic
resnest200e,96.070,3.930,99.480,0.520,70.20,320,0.909,bicubic
swinv2_small_window16_256,96.070,3.930,99.340,0.660,49.73,256,0.900,bicubic
swinv2_base_window8_256,96.070,3.930,99.420,0.580,87.92,256,0.900,bicubic
resnetrs270,96.060,3.940,99.480,0.520,129.86,352,1.000,bicubic
pit_b_distilled_224,96.070,3.930,99.380,0.620,74.79,224,0.900,bicubic
swinv2_small_window16_256,96.070,3.930,99.340,0.660,49.73,256,0.900,bicubic
vit_small_r26_s32_384,96.060,3.940,99.550,0.450,36.47,384,1.000,bicubic
swin_s3_base_224,96.040,3.960,99.350,0.650,71.13,224,0.900,bicubic
resnetrs270,96.060,3.940,99.480,0.520,129.86,352,1.000,bicubic
swsl_resnext101_32x4d,96.040,3.960,99.530,0.470,44.18,224,0.875,bilinear
vit_base_patch16_224_miil,96.030,3.970,99.350,0.650,86.54,224,0.875,bilinear
swin_s3_base_224,96.040,3.960,99.350,0.650,71.13,224,0.900,bicubic
volo_d1_224,96.030,3.970,99.390,0.610,26.63,224,0.960,bicubic
vit_base_patch16_224_miil,96.030,3.970,99.350,0.650,86.54,224,0.875,bilinear
convnext_large,96.020,3.980,99.470,0.530,197.77,224,0.875,bicubic
regnetz_d8,96.010,3.990,99.520,0.480,23.37,320,1.000,bicubic
cs3se_edgenet_x,96.010,3.990,99.440,0.560,50.72,320,1.000,bicubic
cait_xs24_384,96.010,3.990,99.430,0.570,26.67,384,1.000,bicubic
vit_small_patch16_384,95.980,4.020,99.590,0.410,22.20,384,1.000,bicubic
tf_efficientnet_b5,95.980,4.020,99.450,0.550,30.39,456,0.934,bicubic
resnetrs152,95.960,4.040,99.380,0.620,86.62,320,1.000,bicubic
xcit_small_12_p8_224_dist,95.960,4.040,99.420,0.580,26.21,224,1.000,bicubic
ig_resnext101_32x8d,95.940,4.060,99.380,0.620,88.79,224,0.875,bilinear
convnext_base,95.940,4.060,99.380,0.620,88.59,224,0.875,bicubic
resnetrs152,95.960,4.040,99.380,0.620,86.62,320,1.000,bicubic
eca_nfnet_l1,95.940,4.060,99.490,0.510,41.41,320,1.000,bicubic
convnext_base,95.940,4.060,99.380,0.620,88.59,224,0.875,bicubic
ig_resnext101_32x8d,95.940,4.060,99.380,0.620,88.79,224,0.875,bilinear
xcit_small_24_p8_224,95.910,4.090,99.180,0.820,47.63,224,1.000,bicubic
vit_base_patch32_384,95.900,4.100,99.440,0.560,88.30,384,1.000,bicubic
regnety_160,95.880,4.120,99.560,0.440,83.59,288,1.000,bicubic
regnetz_d32,95.870,4.130,99.430,0.570,27.58,320,0.950,bicubic
sequencer2d_l,95.870,4.130,99.470,0.530,54.30,224,0.875,bicubic
resmlp_big_24_distilled_224,95.870,4.130,99.440,0.560,129.14,224,0.875,bicubic
regnetz_d32,95.870,4.130,99.430,0.570,27.58,320,0.950,bicubic
resnet152d,95.870,4.130,99.430,0.570,60.21,320,1.000,bicubic
sequencer2d_l,95.870,4.130,99.470,0.530,54.30,224,0.875,bicubic
xcit_medium_24_p8_224,95.870,4.130,99.080,0.920,84.32,224,1.000,bicubic
regnety_080,95.850,4.150,99.440,0.560,39.18,288,1.000,bicubic
swin_s3_small_224,95.840,4.160,99.200,0.800,49.74,224,0.900,bicubic
@ -160,35 +161,35 @@ xcit_small_24_p16_224_dist,95.790,4.210,99.350,0.650,47.67,224,1.000,bicubic
regnety_064,95.790,4.210,99.290,0.710,30.58,288,1.000,bicubic
deit3_base_patch16_224,95.780,4.220,99.270,0.730,86.59,224,0.900,bicubic
regnetv_064,95.770,4.230,99.420,0.580,30.58,288,1.000,bicubic
deit_base_distilled_patch16_224,95.750,4.250,99.280,0.720,87.34,224,0.900,bicubic
resnet101d,95.750,4.250,99.440,0.560,44.57,320,1.000,bicubic
resnetv2_152x2_bit_teacher,95.750,4.250,99.430,0.570,236.34,224,0.875,bicubic
xcit_small_12_p16_224_dist,95.730,4.270,99.300,0.700,26.25,224,1.000,bicubic
swinv2_small_window8_256,95.730,4.270,99.360,0.640,49.73,256,0.900,bicubic
deit_base_distilled_patch16_224,95.750,4.250,99.280,0.720,87.34,224,0.900,bicubic
regnetv_040,95.730,4.270,99.380,0.620,20.64,288,1.000,bicubic
convnext_tiny_in22ft1k,95.730,4.270,99.360,0.640,28.59,224,0.875,bicubic
swinv2_small_window8_256,95.730,4.270,99.360,0.640,49.73,256,0.900,bicubic
xcit_small_12_p16_224_dist,95.730,4.270,99.300,0.700,26.25,224,1.000,bicubic
twins_pcpvt_large,95.720,4.280,99.490,0.510,60.99,224,0.900,bicubic
twins_svt_large,95.720,4.280,99.370,0.630,99.27,224,0.900,bicubic
swin_small_patch4_window7_224,95.720,4.280,99.290,0.710,49.61,224,0.900,bicubic
tf_efficientnetv2_s,95.710,4.290,99.400,0.600,21.46,384,1.000,bicubic
efficientnetv2_rw_s,95.700,4.300,99.380,0.620,23.94,384,1.000,bicubic
xception65,95.690,4.310,99.310,0.690,39.92,299,0.940,bicubic
dm_nfnet_f0,95.690,4.310,99.330,0.670,71.49,256,0.900,bicubic
swinv2_cr_small_ns_224,95.690,4.310,99.310,0.690,49.70,224,0.900,bicubic
xception65,95.690,4.310,99.310,0.690,39.92,299,0.940,bicubic
xception65p,95.660,4.340,99.270,0.730,39.82,299,0.940,bicubic
deit_base_patch16_384,95.650,4.350,99.240,0.760,86.86,384,1.000,bicubic
cait_s24_224,95.640,4.360,99.390,0.610,46.92,224,1.000,bicubic
regnetz_c16_evos,95.630,4.370,99.420,0.580,13.49,320,0.950,bicubic
convnext_small,95.610,4.390,99.260,0.740,50.22,224,0.875,bicubic
deit3_small_patch16_384,95.610,4.390,99.390,0.610,22.21,384,1.000,bicubic
swsl_resnext50_32x4d,95.610,4.390,99.440,0.560,25.03,224,0.875,bilinear
deit3_small_patch16_384,95.610,4.390,99.390,0.610,22.21,384,1.000,bicubic
convnext_small,95.610,4.390,99.260,0.740,50.22,224,0.875,bicubic
sequencer2d_m,95.600,4.400,99.270,0.730,38.31,224,0.875,bicubic
tf_efficientnet_b4,95.590,4.410,99.330,0.670,19.34,380,0.922,bicubic
twins_svt_base,95.570,4.430,99.230,0.770,56.07,224,0.900,bicubic
resnest101e,95.560,4.440,99.270,0.730,48.28,256,0.875,bilinear
resnet152,95.550,4.450,99.260,0.740,60.19,224,0.950,bicubic
resnext101_64x4d,95.540,4.460,99.290,0.710,83.46,288,1.000,bicubic
jx_nest_base,95.540,4.460,99.300,0.700,67.72,224,0.875,bicubic
resnext101_64x4d,95.540,4.460,99.290,0.710,83.46,288,1.000,bicubic
efficientnet_b4,95.530,4.470,99.400,0.600,19.34,384,1.000,bicubic
jx_nest_small,95.530,4.470,99.220,0.780,38.35,224,0.875,bicubic
tf_efficientnet_b2_ns,95.520,4.480,99.340,0.660,9.11,260,0.890,bicubic
@ -197,21 +198,23 @@ tf_efficientnet_b4_ap,95.490,4.510,99.390,0.610,19.34,380,0.922,bicubic
xcit_tiny_24_p16_384_dist,95.490,4.510,99.360,0.640,12.12,384,1.000,bicubic
regnety_032,95.480,4.520,99.320,0.680,19.44,288,1.000,bicubic
regnety_040,95.470,4.530,99.420,0.580,20.65,288,1.000,bicubic
cs3edgenet_x,95.470,4.530,99.280,0.720,47.82,288,1.000,bicubic
sequencer2d_s,95.470,4.530,99.270,0.730,27.65,224,0.875,bicubic
xcit_tiny_24_p8_224_dist,95.460,4.540,99.360,0.640,12.11,224,1.000,bicubic
twins_pcpvt_base,95.460,4.540,99.390,0.610,43.83,224,0.900,bicubic
xcit_tiny_24_p8_224_dist,95.460,4.540,99.360,0.640,12.11,224,1.000,bicubic
eca_nfnet_l0,95.450,4.550,99.390,0.610,24.14,288,1.000,bicubic
cs3sedarknet_x,95.420,4.580,99.320,0.680,35.40,288,1.000,bicubic
xcit_small_12_p8_224,95.420,4.580,99.200,0.800,26.21,224,1.000,bicubic
ssl_resnext101_32x16d,95.410,4.590,99.410,0.590,194.03,224,0.875,bilinear
swinv2_cr_small_224,95.400,4.600,99.050,0.950,49.70,224,0.900,bicubic
tresnet_l_448,95.400,4.600,99.300,0.700,55.99,448,0.875,bilinear
resnetv2_50x1_bit_distilled,95.400,4.600,99.430,0.570,25.55,224,0.875,bicubic
tresnet_l_448,95.400,4.600,99.300,0.700,55.99,448,0.875,bilinear
swinv2_cr_small_224,95.400,4.600,99.050,0.950,49.70,224,0.900,bicubic
nfnet_l0,95.390,4.610,99.420,0.580,35.07,288,1.000,bicubic
regnetz_c16,95.390,4.610,99.310,0.690,13.46,320,0.940,bicubic
mobilevitv2_200_384_in22ft1k,95.390,4.610,99.280,0.720,18.45,384,1.000,bicubic
nfnet_l0,95.390,4.610,99.420,0.580,35.07,288,1.000,bicubic
tresnet_m,95.380,4.620,99.150,0.850,31.39,224,0.875,bilinear
pnasnet5large,95.360,4.640,99.130,0.870,86.06,331,0.911,bicubic
swinv2_tiny_window16_256,95.360,4.640,99.300,0.700,28.35,256,0.900,bicubic
pnasnet5large,95.360,4.640,99.130,0.870,86.06,331,0.911,bicubic
xcit_tiny_12_p8_384_dist,95.340,4.660,99.340,0.660,6.71,384,1.000,bicubic
mobilevitv2_150_384_in22ft1k,95.340,4.660,99.130,0.870,10.59,384,1.000,bicubic
ssl_resnext101_32x8d,95.330,4.670,99.310,0.690,88.79,224,0.875,bilinear
@ -225,61 +228,62 @@ mobilevitv2_175_384_in22ft1k,95.240,4.760,99.380,0.620,14.25,384,1.000,bicubic
vit_large_patch32_384,95.240,4.760,99.320,0.680,306.63,384,1.000,bicubic
cait_xxs36_384,95.220,4.780,99.320,0.680,17.37,384,1.000,bicubic
levit_384,95.210,4.790,99.160,0.840,39.13,224,0.900,bicubic
vit_relpos_medium_patch16_224,95.200,4.800,99.220,0.780,38.75,224,0.900,bicubic
swsl_resnet50,95.200,4.800,99.390,0.610,25.56,224,0.875,bilinear
resnet51q,95.200,4.800,99.280,0.720,35.70,288,1.000,bilinear
vit_relpos_medium_patch16_224,95.200,4.800,99.220,0.780,38.75,224,0.900,bicubic
crossvit_18_dagger_240,95.180,4.820,99.120,0.880,44.27,240,0.875,bicubic
ecaresnet101d,95.160,4.840,99.230,0.770,44.57,224,0.875,bicubic
nasnetalarge,95.150,4.850,99.130,0.870,88.75,331,0.911,bicubic
ssl_resnext101_32x4d,95.150,4.850,99.300,0.700,44.18,224,0.875,bilinear
nasnetalarge,95.150,4.850,99.130,0.870,88.75,331,0.911,bicubic
efficientnet_b3,95.140,4.860,99.210,0.790,12.23,320,1.000,bicubic
vit_relpos_base_patch16_224,95.130,4.870,99.300,0.700,86.43,224,0.900,bicubic
fbnetv3_g,95.130,4.870,99.200,0.800,16.62,288,0.950,bilinear
poolformer_m48,95.130,4.870,99.120,0.880,73.47,224,0.950,bicubic
vit_relpos_base_patch16_224,95.130,4.870,99.300,0.700,86.43,224,0.900,bicubic
xcit_medium_24_p16_224,95.130,4.870,98.930,1.070,84.40,224,1.000,bicubic
resnetv2_50d_evos,95.120,4.880,99.230,0.770,25.59,288,0.950,bicubic
vit_small_r26_s32_224,95.120,4.880,99.220,0.780,36.43,224,0.900,bicubic
cs3sedarknet_l,95.120,4.880,99.210,0.790,21.91,288,0.950,bicubic
resnetv2_50d_evos,95.120,4.880,99.230,0.770,25.59,288,0.950,bicubic
tf_efficientnetv2_b3,95.120,4.880,99.200,0.800,14.36,300,0.904,bicubic
resnet61q,95.120,4.880,99.080,0.920,36.85,288,1.000,bicubic
resnetv2_50d_gn,95.100,4.900,99.060,0.940,25.57,288,0.950,bicubic
convit_base,95.100,4.900,99.140,0.860,86.54,224,0.875,bicubic
coat_lite_small,95.080,4.920,99.030,0.970,19.84,224,0.900,bicubic
resnetv2_50d_gn,95.100,4.900,99.060,0.940,25.57,288,0.950,bicubic
xcit_small_24_p16_224,95.080,4.920,99.070,0.930,47.67,224,1.000,bicubic
crossvit_18_240,95.070,4.930,99.120,0.880,43.27,240,0.875,bicubic
vit_relpos_medium_patch16_rpn_224,95.070,4.930,99.190,0.810,38.73,224,0.900,bicubic
efficientnetv2_rw_t,95.070,4.930,99.220,0.780,13.65,288,1.000,bicubic
coat_lite_small,95.080,4.920,99.030,0.970,19.84,224,0.900,bicubic
ecaresnet50t,95.070,4.930,99.290,0.710,25.57,320,0.950,bicubic
efficientnetv2_rw_t,95.070,4.930,99.220,0.780,13.65,288,1.000,bicubic
vit_relpos_medium_patch16_rpn_224,95.070,4.930,99.190,0.810,38.73,224,0.900,bicubic
crossvit_18_240,95.070,4.930,99.120,0.880,43.27,240,0.875,bicubic
crossvit_base_240,95.070,4.930,98.980,1.020,105.03,240,0.875,bicubic
tresnet_xl,95.060,4.940,99.260,0.740,78.44,224,0.875,bilinear
xception41p,95.060,4.940,99.150,0.850,26.91,299,0.940,bicubic
mobilevitv2_200_in22ft1k,95.050,4.950,99.080,0.920,18.45,256,0.888,bicubic
swinv2_tiny_window8_256,95.030,4.970,99.170,0.830,28.35,256,0.900,bicubic
deit_base_patch16_224,95.010,4.990,98.980,1.020,86.57,224,0.900,bicubic
poolformer_m36,95.010,4.990,99.100,0.900,56.17,224,0.950,bicubic
halo2botnet50ts_256,95.010,4.990,99.040,0.960,22.64,256,0.950,bicubic
deit_base_patch16_224,95.010,4.990,98.980,1.020,86.57,224,0.900,bicubic
crossvit_15_dagger_240,94.980,5.020,99.160,0.840,28.21,240,0.875,bicubic
resnet101,94.980,5.020,99.080,0.920,44.55,224,0.950,bicubic
tf_efficientnet_b3_ap,94.970,5.030,99.110,0.890,12.23,300,0.904,bicubic
convmixer_1536_20,94.970,5.030,99.170,0.830,51.63,224,0.960,bicubic
visformer_small,94.970,5.030,99.210,0.790,40.22,224,0.900,bicubic
convmixer_1536_20,94.970,5.030,99.170,0.830,51.63,224,0.960,bicubic
tf_efficientnet_b3_ap,94.970,5.030,99.110,0.890,12.23,300,0.904,bicubic
convnext_tiny,94.960,5.040,99.200,0.800,28.59,224,0.875,bicubic
xcit_large_24_p16_224,94.950,5.050,98.830,1.170,189.10,224,1.000,bicubic
jx_nest_tiny,94.950,5.050,99.100,0.900,17.06,224,0.875,bicubic
xcit_large_24_p16_224,94.950,5.050,98.830,1.170,189.10,224,1.000,bicubic
gernet_l,94.930,5.070,99.200,0.800,31.08,256,0.875,bilinear
resnetv2_101,94.930,5.070,99.120,0.880,44.54,224,0.950,bicubic
cait_xxs24_384,94.930,5.070,99.140,0.860,12.03,384,1.000,bicubic
resnetv2_101,94.930,5.070,99.120,0.880,44.54,224,0.950,bicubic
convit_small,94.920,5.080,99.110,0.890,27.78,224,0.875,bicubic
tf_efficientnet_b3,94.910,5.090,99.110,0.890,12.23,300,0.904,bicubic
vit_srelpos_medium_patch16_224,94.900,5.100,99.200,0.800,38.74,224,0.900,bicubic
tresnet_l,94.900,5.100,99.030,0.970,55.99,224,0.875,bilinear
swin_s3_tiny_224,94.900,5.100,99.160,0.840,28.33,224,0.900,bicubic
tresnet_l,94.900,5.100,99.030,0.970,55.99,224,0.875,bilinear
xcit_tiny_24_p8_224,94.890,5.110,99.190,0.810,12.11,224,1.000,bicubic
mixer_b16_224_miil,94.890,5.110,99.080,0.920,59.88,224,0.875,bilinear
vit_small_patch16_224,94.880,5.120,99.270,0.730,22.05,224,0.900,bicubic
resnetaa50,94.880,5.120,99.130,0.870,25.56,288,1.000,bicubic
tf_efficientnet_lite4,94.870,5.130,99.090,0.910,13.01,380,0.920,bilinear
tf_efficientnet_b1_ns,94.860,5.140,99.250,0.750,7.79,240,0.882,bicubic
convnext_nano,94.860,5.140,99.150,0.850,15.59,288,1.000,bicubic
edgenext_small,94.830,5.170,99.410,0.590,5.59,320,1.000,bicubic
vit_base_patch16_rpn_224,94.820,5.180,99.090,0.910,86.54,224,0.900,bicubic
xcit_small_12_p16_224,94.820,5.180,99.060,0.940,26.25,224,1.000,bicubic
@ -287,48 +291,48 @@ seresnext50_32x4d,94.810,5.190,99.130,0.870,27.56,224,0.875,bicubic
cs3darknet_focus_l,94.790,5.210,99.150,0.850,21.15,288,0.950,bicubic
pit_b_224,94.790,5.210,98.820,1.180,73.76,224,0.900,bicubic
mobilevitv2_175_in22ft1k,94.780,5.220,99.100,0.900,14.25,256,0.888,bicubic
convnext_tiny_hnf,94.770,5.230,99.160,0.840,28.59,224,0.950,bicubic
twins_svt_small,94.770,5.230,99.080,0.920,24.06,224,0.900,bicubic
coat_mini,94.770,5.230,98.950,1.050,10.34,224,0.900,bicubic
lamhalobotnet50ts_256,94.770,5.230,98.980,1.020,22.57,256,0.950,bicubic
convnext_tiny_hnf,94.770,5.230,99.160,0.840,28.59,224,0.950,bicubic
coat_mini,94.770,5.230,98.950,1.050,10.34,224,0.900,bicubic
swinv2_cr_tiny_ns_224,94.760,5.240,99.110,0.890,28.33,224,0.900,bicubic
resnetv2_50x1_bitm,94.750,5.250,99.180,0.820,25.55,448,1.000,bilinear
pit_s_distilled_224,94.740,5.260,99.180,0.820,24.04,224,0.900,bicubic
legacy_senet154,94.730,5.270,99.100,0.900,115.09,224,0.875,bilinear
xcit_tiny_12_p8_224_dist,94.720,5.280,99.180,0.820,6.71,224,1.000,bicubic
crossvit_15_240,94.720,5.280,99.080,0.920,27.53,240,0.875,bicubic
gluon_resnet152_v1s,94.720,5.280,99.060,0.940,60.32,224,0.875,bicubic
xcit_tiny_12_p8_224_dist,94.720,5.280,99.180,0.820,6.71,224,1.000,bicubic
resnest50d_4s2x40d,94.710,5.290,99.140,0.860,30.42,224,0.875,bicubic
gluon_senet154,94.710,5.290,98.970,1.030,115.09,224,0.875,bicubic
halonet50ts,94.710,5.290,98.830,1.170,22.73,256,0.940,bicubic
ssl_resnext50_32x4d,94.700,5.300,99.240,0.760,25.03,224,0.875,bilinear
mobilevitv2_150_in22ft1k,94.690,5.310,98.920,1.080,10.59,256,0.888,bicubic
vit_relpos_small_patch16_224,94.690,5.310,99.100,0.900,21.98,224,0.900,bicubic
mobilevitv2_150_in22ft1k,94.690,5.310,98.920,1.080,10.59,256,0.888,bicubic
deit3_small_patch16_224,94.690,5.310,98.750,1.250,22.06,224,0.900,bicubic
cs3darknet_l,94.680,5.320,99.220,0.780,21.16,288,0.950,bicubic
regnetz_b16,94.680,5.320,99.160,0.840,9.72,288,0.940,bicubic
efficientnet_el,94.670,5.330,99.130,0.870,10.59,300,0.904,bicubic
wide_resnet50_2,94.660,5.340,99.050,0.950,68.88,224,0.875,bicubic
tresnet_m_448,94.660,5.340,99.150,0.850,31.39,448,0.875,bilinear
rexnet_200,94.660,5.340,99.090,0.910,16.37,224,0.875,bicubic
wide_resnet50_2,94.660,5.340,99.050,0.950,68.88,224,0.875,bicubic
gluon_seresnext101_64x4d,94.660,5.340,98.980,1.020,88.23,224,0.875,bicubic
swin_tiny_patch4_window7_224,94.620,5.380,99.120,0.880,28.29,224,0.900,bicubic
poolformer_s36,94.620,5.380,99.050,0.950,30.86,224,0.900,bicubic
gcresnet50t,94.620,5.380,98.980,1.020,25.90,256,0.900,bicubic
resnest50d,94.620,5.380,99.030,0.970,27.48,224,0.875,bilinear
swin_tiny_patch4_window7_224,94.620,5.380,99.120,0.880,28.29,224,0.900,bicubic
gcresnet50t,94.620,5.380,98.980,1.020,25.90,256,0.900,bicubic
twins_pcpvt_small,94.600,5.400,99.150,0.850,24.11,224,0.900,bicubic
vit_small_patch32_384,94.600,5.400,99.140,0.860,22.92,384,1.000,bicubic
deit_small_distilled_patch16_224,94.600,5.400,99.100,0.900,22.44,224,0.900,bicubic
crossvit_small_240,94.580,5.420,99.120,0.880,26.86,240,0.875,bicubic
efficientnet_b3_pruned,94.580,5.420,99.070,0.930,9.86,300,0.904,bicubic
resnext50_32x4d,94.580,5.420,98.800,1.200,25.03,224,0.950,bicubic
pit_s_224,94.580,5.420,98.930,1.070,23.46,224,0.900,bicubic
resnext50_32x4d,94.580,5.420,98.800,1.200,25.03,224,0.950,bicubic
tnt_s_patch16_224,94.570,5.430,99.180,0.820,23.76,224,0.900,bicubic
lambda_resnet50ts,94.570,5.430,98.650,1.350,21.54,256,0.950,bicubic
repvgg_b3,94.560,5.440,98.910,1.090,123.09,224,0.875,bilinear
gernet_m,94.550,5.450,98.930,1.070,21.14,224,0.875,bilinear
resmlp_36_distilled_224,94.550,5.450,99.160,0.840,44.69,224,0.875,bicubic
vit_srelpos_small_patch16_224,94.550,5.450,99.140,0.860,21.97,224,0.900,bicubic
gernet_m,94.550,5.450,98.930,1.070,21.14,224,0.875,bilinear
sehalonet33ts,94.540,5.460,98.760,1.240,13.69,256,0.940,bicubic
xcit_tiny_12_p16_384_dist,94.530,5.470,99.170,0.830,6.72,384,1.000,bicubic
regnety_320,94.520,5.480,99.170,0.830,145.05,224,0.875,bicubic
@ -341,117 +345,117 @@ gluon_resnet152_v1d,94.440,5.560,99.010,0.990,60.21,224,0.875,bicubic
convmixer_768_32,94.430,5.570,99.110,0.890,21.11,224,0.960,bicubic
levit_256,94.410,5.590,99.060,0.940,18.89,224,0.900,bicubic
gcresnext50ts,94.410,5.590,98.990,1.010,15.67,256,0.900,bicubic
resnest50d_1s4x24d,94.390,5.610,99.070,0.930,25.68,224,0.875,bicubic
nf_resnet50,94.390,5.610,99.070,0.930,25.56,288,0.940,bicubic
resnest50d_1s4x24d,94.390,5.610,99.070,0.930,25.68,224,0.875,bicubic
vit_base_patch32_224,94.390,5.610,99.060,0.940,88.22,224,0.900,bicubic
inception_v4,94.380,5.620,98.820,1.180,42.68,299,0.875,bicubic
efficientnet_b2,94.370,5.630,99.050,0.950,9.11,288,1.000,bicubic
xcit_tiny_12_p8_224,94.360,5.640,99.070,0.930,6.71,224,1.000,bicubic
tf_efficientnet_el,94.360,5.640,99.100,0.900,10.59,300,0.904,bicubic
edgenext_small_rw,94.360,5.640,99.040,0.960,7.83,320,1.000,bicubic
xcit_tiny_12_p8_224,94.360,5.640,99.070,0.930,6.71,224,1.000,bicubic
darknet53,94.360,5.640,99.050,0.950,41.61,288,1.000,bicubic
edgenext_small_rw,94.360,5.640,99.040,0.960,7.83,320,1.000,bicubic
gluon_resnext101_64x4d,94.350,5.650,98.880,1.120,83.46,224,0.875,bicubic
resmlp_24_distilled_224,94.340,5.660,99.090,0.910,30.02,224,0.875,bicubic
inception_resnet_v2,94.330,5.670,98.800,1.200,55.84,299,0.897,bicubic
poolformer_s24,94.330,5.670,99.060,0.940,21.39,224,0.900,bicubic
inception_resnet_v2,94.330,5.670,98.800,1.200,55.84,299,0.897,bicubic
ssl_resnet50,94.320,5.680,99.150,0.850,25.56,224,0.875,bilinear
sebotnet33ts_256,94.310,5.690,98.600,1.400,13.70,256,0.940,bicubic
rexnet_150,94.280,5.720,99.080,0.920,9.73,224,0.875,bicubic
tf_efficientnet_b2_ap,94.270,5.730,98.950,1.050,9.11,260,0.890,bicubic
resnetv2_50,94.270,5.730,98.930,1.070,25.55,224,0.950,bicubic
seresnet33ts,94.270,5.730,98.780,1.220,19.78,256,0.900,bicubic
tf_efficientnet_b2_ap,94.270,5.730,98.950,1.050,9.11,260,0.890,bicubic
regnetx_120,94.260,5.740,99.190,0.810,46.11,224,0.875,bicubic
resmlp_big_24_224,94.260,5.740,98.820,1.180,129.14,224,0.875,bicubic
cspresnext50,94.240,5.760,99.050,0.950,20.57,256,0.887,bilinear
mixnet_xl,94.230,5.770,98.820,1.180,11.90,224,0.875,bicubic
mobilevitv2_175,94.230,5.770,98.930,1.070,14.25,256,0.888,bicubic
xcit_tiny_24_p16_224_dist,94.220,5.780,98.960,1.040,12.12,224,1.000,bicubic
mixnet_xl,94.230,5.770,98.820,1.180,11.90,224,0.875,bicubic
regnetx_320,94.220,5.780,99.050,0.950,107.81,224,0.875,bicubic
xcit_tiny_24_p16_224_dist,94.220,5.780,98.960,1.040,12.12,224,1.000,bicubic
tf_efficientnet_b2,94.210,5.790,99.040,0.960,9.11,260,0.890,bicubic
darknetaa53,94.210,5.790,98.950,1.050,36.02,288,1.000,bilinear
ecaresnet50d,94.200,5.800,99.020,0.980,25.58,224,0.875,bicubic
dpn92,94.180,5.820,98.930,1.070,37.67,224,0.875,bicubic
gluon_resnet101_v1d,94.180,5.820,98.940,1.060,44.57,224,0.875,bicubic
dpn92,94.180,5.820,98.930,1.070,37.67,224,0.875,bicubic
resnet50_gn,94.180,5.820,98.920,1.080,25.56,224,0.940,bicubic
gluon_seresnext50_32x4d,94.170,5.830,98.910,1.090,27.56,224,0.875,bicubic
gluon_resnet101_v1s,94.170,5.830,99.010,0.990,44.67,224,0.875,bicubic
gluon_seresnext50_32x4d,94.170,5.830,98.910,1.090,27.56,224,0.875,bicubic
ecaresnetlight,94.140,5.860,98.950,1.050,30.16,224,0.875,bicubic
legacy_seresnext101_32x4d,94.120,5.880,98.970,1.030,48.96,224,0.875,bilinear
ens_adv_inception_resnet_v2,94.120,5.880,98.790,1.210,55.84,299,0.897,bicubic
gluon_resnext101_32x4d,94.120,5.880,98.930,1.070,44.18,224,0.875,bicubic
ens_adv_inception_resnet_v2,94.120,5.880,98.790,1.210,55.84,299,0.897,bicubic
tf_efficientnet_lite3,94.110,5.890,98.960,1.040,8.20,300,0.904,bilinear
cspdarknet53,94.090,5.910,98.980,1.020,27.64,256,0.887,bilinear
efficientnet_el_pruned,94.090,5.910,99.010,0.990,10.59,300,0.904,bicubic
cspdarknet53,94.090,5.910,98.980,1.020,27.64,256,0.887,bilinear
seresnet50,94.080,5.920,98.950,1.050,28.09,224,0.875,bicubic
mobilevitv2_150,94.070,5.930,98.900,1.100,10.59,256,0.888,bicubic
resnet50d,94.070,5.930,98.920,1.080,25.58,224,0.875,bicubic
mobilevitv2_150,94.070,5.930,98.900,1.100,10.59,256,0.888,bicubic
tf_efficientnetv2_b2,94.060,5.940,98.930,1.070,10.10,260,0.890,bicubic
gluon_resnet152_v1b,94.030,5.970,98.750,1.250,60.19,224,0.875,bicubic
hrnet_w48,94.030,5.970,99.030,0.970,77.47,224,0.875,bilinear
gluon_resnet152_v1b,94.030,5.970,98.750,1.250,60.19,224,0.875,bicubic
resnetrs50,94.020,5.980,98.850,1.150,35.69,224,0.910,bicubic
gluon_xception65,94.010,5.990,99.020,0.980,39.92,299,0.903,bicubic
regnety_120,94.010,5.990,99.030,0.970,51.82,224,0.875,bicubic
gluon_xception65,94.010,5.990,99.020,0.980,39.92,299,0.903,bicubic
dla102x2,94.000,6.000,99.030,0.970,41.28,224,0.875,bilinear
deit_small_patch16_224,93.990,6.010,98.960,1.040,22.05,224,0.900,bicubic
dpn107,93.960,6.040,98.830,1.170,86.92,224,0.875,bicubic
ecaresnet26t,93.960,6.040,98.920,1.080,16.01,320,0.950,bicubic
dpn107,93.960,6.040,98.830,1.170,86.92,224,0.875,bicubic
skresnext50_32x4d,93.950,6.050,98.830,1.170,27.48,224,0.875,bicubic
cait_xxs36_224,93.930,6.070,98.890,1.110,17.30,224,1.000,bicubic
dpn98,93.930,6.070,98.920,1.080,61.57,224,0.875,bicubic
cait_xxs36_224,93.930,6.070,98.890,1.110,17.30,224,1.000,bicubic
resnet50,93.930,6.070,98.470,1.530,25.56,224,0.950,bicubic
regnetx_160,93.890,6.110,99.090,0.910,54.28,224,0.875,bicubic
vit_base_patch16_224_sam,93.890,6.110,98.890,1.110,86.57,224,0.900,bicubic
gluon_resnet152_v1c,93.890,6.110,98.800,1.200,60.21,224,0.875,bicubic
regnetx_160,93.890,6.110,99.090,0.910,54.28,224,0.875,bicubic
xception71,93.880,6.120,98.950,1.050,42.34,299,0.903,bicubic
nf_regnet_b1,93.880,6.120,98.750,1.250,10.22,288,0.900,bicubic
cspresnet50,93.860,6.140,98.860,1.140,21.62,256,0.887,bilinear
eca_resnet33ts,93.860,6.140,98.890,1.110,19.68,256,0.900,bicubic
ese_vovnet39b,93.850,6.150,98.900,1.100,24.57,224,0.875,bicubic
cspresnet50,93.860,6.140,98.860,1.140,21.62,256,0.887,bilinear
fbnetv3_d,93.850,6.150,98.910,1.090,10.31,256,0.950,bilinear
ese_vovnet39b,93.850,6.150,98.900,1.100,24.57,224,0.875,bicubic
xcit_tiny_24_p16_224,93.840,6.160,98.760,1.240,12.12,224,1.000,bicubic
hrnet_w64,93.830,6.170,98.920,1.080,128.06,224,0.875,bilinear
gcresnet33ts,93.830,6.170,98.910,1.090,19.88,256,0.900,bicubic
resnext50d_32x4d,93.820,6.180,98.740,1.260,25.05,224,0.875,bicubic
ecaresnet50d_pruned,93.820,6.180,99.000,1.000,19.94,224,0.875,bicubic
repvgg_b2g4,93.820,6.180,98.930,1.070,61.76,224,0.875,bilinear
resnext50d_32x4d,93.820,6.180,98.740,1.260,25.05,224,0.875,bicubic
efficientnet_b2_pruned,93.800,6.200,98.910,1.090,8.31,260,0.890,bicubic
dla169,93.790,6.210,98.830,1.170,53.39,224,0.875,bilinear
regnetx_080,93.790,6.210,98.900,1.100,39.57,224,0.875,bicubic
dla169,93.790,6.210,98.830,1.170,53.39,224,0.875,bilinear
resnext101_32x8d,93.770,6.230,98.950,1.050,88.79,224,0.875,bilinear
gluon_resnet101_v1b,93.760,6.240,98.700,1.300,44.55,224,0.875,bicubic
dpn131,93.750,6.250,98.830,1.170,79.25,224,0.875,bicubic
tf_efficientnet_b0_ns,93.750,6.250,98.970,1.030,5.29,224,0.875,bicubic
dpn131,93.750,6.250,98.830,1.170,79.25,224,0.875,bicubic
efficientnet_em,93.740,6.260,98.930,1.070,6.90,240,0.882,bicubic
levit_192,93.720,6.280,98.790,1.210,10.95,224,0.900,bicubic
wide_resnet101_2,93.720,6.280,98.810,1.190,126.89,224,0.875,bilinear
tf_efficientnet_b1,93.710,6.290,98.800,1.200,7.79,240,0.882,bicubic
levit_192,93.720,6.280,98.790,1.210,10.95,224,0.900,bicubic
tf_efficientnetv2_b1,93.710,6.290,98.820,1.180,8.14,240,0.882,bicubic
resnetblur50,93.710,6.290,98.810,1.190,25.56,224,0.875,bicubic
hrnet_w40,93.710,6.290,98.800,1.200,57.56,224,0.875,bilinear
tf_efficientnet_b1,93.710,6.290,98.800,1.200,7.79,240,0.882,bicubic
gluon_resnet101_v1c,93.680,6.320,98.760,1.240,44.57,224,0.875,bicubic
rexnet_130,93.670,6.330,98.700,1.300,7.56,224,0.875,bicubic
regnetx_040,93.670,6.330,98.940,1.060,22.12,224,0.875,bicubic
rexnet_130,93.670,6.330,98.700,1.300,7.56,224,0.875,bicubic
resmlp_36_224,93.650,6.350,98.950,1.050,44.69,224,0.875,bicubic
gluon_resnext50_32x4d,93.650,6.350,98.690,1.310,25.03,224,0.875,bicubic
xception,93.640,6.360,98.760,1.240,22.86,299,0.897,bicubic
fbnetv3_b,93.630,6.370,98.910,1.090,8.60,256,0.950,bilinear
tf_efficientnet_b1_ap,93.630,6.370,98.800,1.200,7.79,240,0.882,bicubic
resnet33ts,93.630,6.370,98.760,1.240,19.68,256,0.900,bicubic
fbnetv3_b,93.630,6.370,98.910,1.090,8.60,256,0.950,bilinear
dpn68b,93.620,6.380,98.700,1.300,12.61,224,0.875,bicubic
regnetx_064,93.620,6.380,99.050,0.950,26.21,224,0.875,bicubic
halonet26t,93.610,6.390,98.640,1.360,12.48,256,0.950,bicubic
dpn68b,93.620,6.380,98.700,1.300,12.61,224,0.875,bicubic
hrnet_w44,93.610,6.390,98.960,1.040,67.06,224,0.875,bilinear
halonet26t,93.610,6.390,98.640,1.360,12.48,256,0.950,bicubic
res2net50_26w_6s,93.600,6.400,98.750,1.250,37.05,224,0.875,bilinear
gluon_resnet50_v1s,93.590,6.410,98.840,1.160,25.68,224,0.875,bicubic
repvgg_b2,93.590,6.410,99.070,0.930,89.02,224,0.875,bilinear
gluon_resnet50_v1s,93.590,6.410,98.840,1.160,25.68,224,0.875,bicubic
tf_efficientnet_cc_b1_8e,93.570,6.430,98.690,1.310,39.72,240,0.882,bicubic
eca_halonext26ts,93.560,6.440,98.680,1.320,10.76,256,0.940,bicubic
resnet32ts,93.560,6.440,98.750,1.250,17.96,256,0.900,bicubic
eca_halonext26ts,93.560,6.440,98.680,1.320,10.76,256,0.940,bicubic
dla60_res2next,93.550,6.450,98.780,1.220,17.03,224,0.875,bilinear
gluon_inception_v3,93.540,6.460,98.830,1.170,23.83,299,0.875,bicubic
res2net101_26w_4s,93.530,6.470,98.600,1.400,45.21,224,0.875,bilinear
gluon_resnet50_v1d,93.530,6.470,98.710,1.290,25.58,224,0.875,bicubic
dla102x,93.530,6.470,98.850,1.150,26.31,224,0.875,bilinear
gluon_resnet50_v1d,93.530,6.470,98.710,1.290,25.58,224,0.875,bicubic
res2net101_26w_4s,93.530,6.470,98.600,1.400,45.21,224,0.875,bilinear
gmlp_s16_224,93.510,6.490,98.780,1.220,19.42,224,0.875,bicubic
coat_tiny,93.510,6.490,98.690,1.310,5.50,224,0.900,bicubic
selecsls60b,93.500,6.500,98.840,1.160,32.77,224,0.875,bicubic
@ -459,12 +463,12 @@ cait_xxs24_224,93.490,6.510,98.770,1.230,11.96,224,1.000,bicubic
xception41,93.480,6.520,98.750,1.250,26.97,299,0.903,bicubic
mobilevitv2_125,93.460,6.540,98.860,1.140,7.48,256,0.888,bicubic
coat_lite_mini,93.460,6.540,98.780,1.220,11.01,224,0.900,bicubic
res2net50_26w_8s,93.440,6.560,98.690,1.310,48.40,224,0.875,bilinear
resmlp_24_224,93.440,6.560,98.810,1.190,30.02,224,0.875,bicubic
vit_tiny_patch16_384,93.440,6.560,98.830,1.170,5.79,384,1.000,bicubic
botnet26t_256,93.430,6.570,98.650,1.350,12.49,256,0.950,bicubic
resmlp_24_224,93.440,6.560,98.810,1.190,30.02,224,0.875,bicubic
res2net50_26w_8s,93.440,6.560,98.690,1.310,48.40,224,0.875,bilinear
lambda_resnet26rpt_256,93.430,6.570,98.880,1.120,10.99,256,0.940,bicubic
legacy_seresnet152,93.430,6.570,98.850,1.150,66.82,224,0.875,bilinear
botnet26t_256,93.430,6.570,98.650,1.350,12.49,256,0.950,bicubic
legacy_seresnext50_32x4d,93.420,6.580,98.800,1.200,27.56,224,0.875,bilinear
repvgg_b1,93.410,6.590,98.790,1.210,57.42,224,0.875,bilinear
lambda_resnet26t,93.400,6.600,98.730,1.270,10.96,256,0.940,bicubic
@ -473,8 +477,8 @@ dla60_res2net,93.370,6.630,98.840,1.160,20.85,224,0.875,bilinear
eca_botnext26ts_256,93.370,6.630,98.700,1.300,10.59,256,0.950,bicubic
xcit_tiny_12_p16_224_dist,93.350,6.650,98.740,1.260,6.72,224,1.000,bicubic
xcit_nano_12_p8_384_dist,93.270,6.730,98.850,1.150,3.05,384,1.000,bicubic
mixnet_l,93.270,6.730,98.700,1.300,7.33,224,0.875,bicubic
legacy_seresnet101,93.270,6.730,98.740,1.260,49.33,224,0.875,bilinear
mixnet_l,93.270,6.730,98.700,1.300,7.33,224,0.875,bicubic
dla102,93.260,6.740,98.770,1.230,33.27,224,0.875,bilinear
cs3darknet_m,93.260,6.740,98.720,1.280,9.31,288,0.950,bicubic
tv_resnet152,93.250,6.750,98.750,1.250,60.19,224,0.875,bilinear
@ -485,20 +489,20 @@ tf_inception_v3,93.200,6.800,98.480,1.520,23.83,299,0.875,bicubic
dla60x,93.190,6.810,98.710,1.290,17.35,224,0.875,bilinear
res2net50_26w_4s,93.180,6.820,98.670,1.330,25.70,224,0.875,bilinear
tf_efficientnet_em,93.170,6.830,98.670,1.330,6.90,240,0.882,bicubic
vit_relpos_base_patch32_plus_rpn_256,93.160,6.840,98.320,1.680,119.42,256,0.900,bicubic
mobilevit_s,93.160,6.840,98.770,1.230,5.58,256,0.900,bicubic
res2next50,93.160,6.840,98.650,1.350,24.67,224,0.875,bilinear
vit_relpos_base_patch32_plus_rpn_256,93.160,6.840,98.320,1.680,119.42,256,0.900,bicubic
mobilevitv2_100,93.130,6.870,98.760,1.240,4.90,256,0.888,bicubic
cs3darknet_focus_m,93.110,6.890,98.740,1.260,9.30,288,0.950,bicubic
bat_resnext26ts,93.100,6.900,98.730,1.270,10.73,256,0.900,bicubic
tf_efficientnetv2_b0,93.060,6.940,98.690,1.310,7.14,224,0.875,bicubic
levit_128,93.050,6.950,98.700,1.300,9.21,224,0.900,bicubic
tf_mixnet_l,93.040,6.960,98.540,1.460,7.33,224,0.875,bicubic
res2net50_14w_8s,93.040,6.960,98.700,1.300,25.06,224,0.875,bilinear
tf_mixnet_l,93.040,6.960,98.540,1.460,7.33,224,0.875,bicubic
repvgg_b1g4,93.030,6.970,98.820,1.180,39.97,224,0.875,bilinear
efficientnet_b1,93.020,6.980,98.710,1.290,7.79,256,1.000,bicubic
adv_inception_v3,93.010,6.990,98.490,1.510,23.83,299,0.875,bicubic
selecsls60,93.010,6.990,98.830,1.170,30.67,224,0.875,bicubic
adv_inception_v3,93.010,6.990,98.490,1.510,23.83,299,0.875,bicubic
regnety_016,93.000,7.000,98.680,1.320,11.20,224,0.875,bicubic
hardcorenas_f,92.980,7.020,98.620,1.380,8.20,224,0.875,bilinear
efficientnet_b1_pruned,92.970,7.030,98.520,1.480,6.33,240,0.882,bicubic
@ -506,8 +510,8 @@ hrnet_w32,92.950,7.050,98.840,1.160,41.23,224,0.875,bilinear
hardcorenas_e,92.940,7.060,98.580,1.420,8.07,224,0.875,bilinear
efficientnet_es,92.920,7.080,98.690,1.310,5.44,224,0.875,bicubic
pit_xs_224,92.910,7.090,98.780,1.220,10.62,224,0.900,bicubic
gluon_resnet50_v1c,92.910,7.090,98.700,1.300,25.58,224,0.875,bicubic
tv_resnext50_32x4d,92.910,7.090,98.720,1.280,25.03,224,0.875,bilinear
gluon_resnet50_v1c,92.910,7.090,98.700,1.300,25.58,224,0.875,bicubic
densenet161,92.900,7.100,98.810,1.190,28.68,224,0.875,bicubic
inception_v3,92.900,7.100,98.330,1.670,23.83,299,0.875,bicubic
tv_resnet101,92.880,7.120,98.660,1.340,44.55,224,0.875,bilinear
@ -516,15 +520,15 @@ tf_efficientnet_cc_b0_8e,92.870,7.130,98.450,1.550,24.01,224,0.875,bicubic
coat_lite_tiny,92.860,7.140,98.640,1.360,5.72,224,0.900,bicubic
rexnet_100,92.850,7.150,98.620,1.380,4.80,224,0.875,bicubic
tf_efficientnet_cc_b0_4e,92.830,7.170,98.440,1.560,13.31,224,0.875,bicubic
seresnext26t_32x4d,92.820,7.180,98.560,1.440,16.81,224,0.875,bicubic
seresnext26ts,92.820,7.180,98.600,1.400,10.39,256,0.900,bicubic
seresnext26t_32x4d,92.820,7.180,98.560,1.440,16.81,224,0.875,bicubic
tinynet_a,92.810,7.190,98.560,1.440,6.19,192,0.875,bicubic
res2net50_48w_2s,92.790,7.210,98.480,1.520,25.29,224,0.875,bilinear
hrnet_w18,92.760,7.240,98.660,1.340,21.30,224,0.875,bilinear
crossvit_9_dagger_240,92.760,7.240,98.510,1.490,8.78,240,0.875,bicubic
densenet201,92.700,7.300,98.650,1.350,20.01,224,0.875,bicubic
gmixer_24_224,92.680,7.320,98.280,1.720,24.72,224,0.875,bicubic
repvgg_a2,92.680,7.320,98.520,1.480,28.21,224,0.875,bilinear
gmixer_24_224,92.680,7.320,98.280,1.720,24.72,224,0.875,bicubic
legacy_seresnet50,92.670,7.330,98.650,1.350,28.09,224,0.875,bilinear
resnet26t,92.670,7.330,98.580,1.420,16.01,256,0.940,bicubic
dla60,92.660,7.340,98.630,1.370,22.04,224,0.875,bilinear
@ -537,8 +541,8 @@ legacy_seresnext26_32x4d,92.590,7.410,98.410,1.590,16.79,224,0.875,bicubic
skresnet34,92.570,7.430,98.520,1.480,22.28,224,0.875,bicubic
gluon_resnet50_v1b,92.560,7.440,98.550,1.450,25.56,224,0.875,bicubic
regnetx_016,92.530,7.470,98.550,1.450,9.19,224,0.875,bicubic
selecsls42b,92.480,7.520,98.440,1.560,32.46,224,0.875,bicubic
efficientnet_b0,92.480,7.520,98.680,1.320,5.29,224,0.875,bicubic
selecsls42b,92.480,7.520,98.440,1.560,32.46,224,0.875,bicubic
poolformer_s12,92.470,7.530,98.350,1.650,11.92,224,0.900,bicubic
xcit_tiny_12_p16_224,92.460,7.540,98.630,1.370,6.72,224,1.000,bicubic
gcresnext26ts,92.460,7.540,98.490,1.510,10.48,256,0.900,bicubic
@ -552,17 +556,17 @@ hardcorenas_c,92.360,7.640,98.350,1.650,5.52,224,0.875,bilinear
convmixer_1024_20_ks9_p14,92.350,7.650,98.420,1.580,24.38,224,0.960,bicubic
tf_efficientnet_lite1,92.310,7.690,98.490,1.510,5.42,240,0.882,bicubic
densenet169,92.290,7.710,98.590,1.410,14.15,224,0.875,bicubic
mobilenetv3_large_100_miil,92.270,7.730,98.240,1.760,5.48,224,0.875,bilinear
mixnet_m,92.270,7.730,98.350,1.650,5.01,224,0.875,bicubic
mobilenetv3_large_100_miil,92.270,7.730,98.240,1.760,5.48,224,0.875,bilinear
resnet26d,92.260,7.740,98.450,1.550,16.01,224,0.875,bicubic
dpn68,92.250,7.750,98.610,1.390,12.61,224,0.875,bicubic
resnext26ts,92.220,7.780,98.250,1.750,10.30,256,0.900,bicubic
tf_mixnet_m,92.210,7.790,98.420,1.580,5.01,224,0.875,bicubic
vit_small_patch32_224,92.160,7.840,98.510,1.490,22.88,224,0.900,bicubic
tv_resnet50,92.130,7.870,98.420,1.580,25.56,224,0.875,bilinear
xcit_nano_12_p16_384_dist,92.130,7.870,98.520,1.480,3.05,384,1.000,bicubic
tf_efficientnet_es,92.120,7.880,98.430,1.570,5.44,224,0.875,bicubic
tv_resnet50,92.130,7.870,98.420,1.580,25.56,224,0.875,bilinear
resmlp_12_224,92.120,7.880,98.570,1.430,15.35,224,0.875,bicubic
tf_efficientnet_es,92.120,7.880,98.430,1.570,5.44,224,0.875,bicubic
mobilenetv2_140,92.040,7.960,98.250,1.750,6.11,224,0.875,bicubic
ese_vovnet19b_dw,92.000,8.000,98.510,1.490,6.54,224,0.875,bicubic
mobilevitv2_075,91.970,8.030,98.300,1.700,2.87,256,0.888,bicubic
@ -577,8 +581,8 @@ tf_mixnet_s,91.690,8.310,98.240,1.760,4.13,224,0.875,bicubic
repvgg_b0,91.680,8.320,98.450,1.550,15.82,224,0.875,bilinear
semnasnet_100,91.660,8.340,98.270,1.730,3.89,224,0.875,bicubic
hardcorenas_a,91.620,8.380,98.170,1.830,5.26,224,0.875,bilinear
mobilenetv3_rw,91.550,8.450,98.280,1.720,5.48,224,0.875,bicubic
regnety_006,91.550,8.450,98.430,1.570,6.06,224,0.875,bicubic
mobilenetv3_rw,91.550,8.450,98.280,1.720,5.48,224,0.875,bicubic
levit_128s,91.500,8.500,98.400,1.600,7.78,224,0.900,bicubic
legacy_seresnet34,91.490,8.510,98.200,1.800,21.96,224,0.875,bilinear
mobilenetv3_large_100,91.480,8.520,98.320,1.680,5.48,224,0.875,bicubic
@ -611,8 +615,8 @@ regnety_004,90.770,9.230,98.080,1.920,4.34,224,0.875,bicubic
ssl_resnet18,90.700,9.300,98.030,1.970,11.69,224,0.875,bilinear
spnasnet_100,90.600,9.400,97.960,2.040,4.42,224,0.875,bilinear
convit_tiny,90.550,9.450,98.220,1.780,5.71,224,0.875,bicubic
crossvit_tiny_240,90.540,9.460,97.940,2.060,7.01,240,0.875,bicubic
vgg16_bn,90.540,9.460,97.990,2.010,138.37,224,0.875,bilinear
crossvit_tiny_240,90.540,9.460,97.940,2.060,7.01,240,0.875,bicubic
pit_ti_224,90.440,9.560,98.010,1.990,4.85,224,0.900,bicubic
ghostnet_100,90.440,9.560,97.830,2.170,5.18,224,0.875,bilinear
tf_mobilenetv3_large_075,90.330,9.670,97.880,2.120,3.99,224,0.875,bilinear

1 model top1 top1_err top5 top5_err param_count img_size crop_pct interpolation
2 beit_large_patch16_384 97.810 2.190 99.790 0.210 305.00 384 1.000 bicubic
beit_large_patch16_512 97.780 2.220 99.820 0.180 305.67 512 1.000 bicubic
3 tf_efficientnet_l2_ns 97.780 2.220 99.890 0.110 480.31 800 0.960 bicubic
4 beit_large_patch16_512 97.780 2.220 99.820 0.180 305.67 512 1.000 bicubic
5 tf_efficientnet_l2_ns_475 97.750 2.250 99.820 0.180 480.31 475 0.936 bicubic
6 deit3_large_patch16_384_in21ft1k 97.560 2.440 99.710 0.290 304.76 384 1.000 bicubic
7 convnext_xlarge_384_in22ft1k 97.550 2.450 99.800 0.200 350.20 384 1.000 bicubic
13 convnext_base_384_in22ft1k 97.290 2.710 99.780 0.220 88.59 384 1.000 bicubic
14 volo_d5_512 97.290 2.710 99.760 0.240 296.09 512 1.150 bicubic
15 swinv2_large_window12to24_192to384_22kft1k 97.280 2.720 99.780 0.220 196.74 384 1.000 bicubic
convnext_large_in22ft1k 97.260 2.740 99.650 0.350 197.77 224 0.875 bicubic
16 swinv2_base_window12to24_192to384_22kft1k 97.260 2.740 99.790 0.210 87.92 384 1.000 bicubic
17 convnext_large_in22ft1k 97.260 2.740 99.650 0.350 197.77 224 0.875 bicubic
18 deit3_huge_patch14_224_in21ft1k 97.250 2.750 99.720 0.280 632.13 224 1.000 bicubic
19 volo_d5_448 97.240 2.760 99.740 0.260 295.91 448 1.150 bicubic
20 convnext_xlarge_in22ft1k 97.240 2.760 99.730 0.270 350.20 224 0.875 bicubic
deit3_base_patch16_384_in21ft1k 97.240 2.760 99.670 0.330 86.88 384 1.000 bicubic
21 swinv2_large_window12to16_192to256_22kft1k 97.240 2.760 99.710 0.290 196.74 256 0.900 bicubic
22 volo_d5_448 deit3_base_patch16_384_in21ft1k 97.240 2.760 99.740 99.670 0.260 0.330 295.91 86.88 448 384 1.150 1.000 bicubic
23 tf_efficientnet_b7_ns 97.190 2.810 99.700 0.300 66.35 600 0.949 bicubic
24 swin_large_patch4_window12_384 97.180 2.820 99.680 0.320 196.74 384 1.000 bicubic
25 tf_efficientnetv2_xl_in21ft1k 97.150 2.850 99.620 0.380 208.12 512 1.000 bicubic
29 vit_base_patch8_224 97.080 2.920 99.620 0.380 86.58 224 0.900 bicubic
30 volo_d4_448 97.070 2.930 99.750 0.250 193.41 448 1.150 bicubic
31 swinv2_base_window12to16_192to256_22kft1k 97.060 2.940 99.660 0.340 87.92 256 0.900 bicubic
32 tf_efficientnet_b6_ns 97.020 2.980 99.710 0.290 43.04 528 0.942 bicubic
33 vit_base_patch16_384 97.020 2.980 99.710 0.290 86.86 384 1.000 bicubic
34 volo_d3_448 97.020 2.980 99.680 0.320 86.63 448 1.000 bicubic
tf_efficientnet_b6_ns 97.020 2.980 99.710 0.290 43.04 528 0.942 bicubic
tf_efficientnetv2_m_in21ft1k 96.970 3.030 99.610 0.390 54.14 480 1.000 bicubic
35 ig_resnext101_32x48d 96.970 3.030 99.670 0.330 828.41 224 0.875 bilinear
36 swin_large_patch4_window7_224 tf_efficientnetv2_m_in21ft1k 96.950 96.970 3.050 3.030 99.660 99.610 0.340 0.390 196.53 54.14 224 480 0.900 1.000 bicubic
37 vit_large_r50_s32_384 96.950 3.050 99.710 0.290 329.09 384 1.000 bicubic
38 swin_large_patch4_window7_224 96.950 3.050 99.660 0.340 196.53 224 0.900 bicubic
39 xcit_large_24_p16_384_dist 96.940 3.060 99.510 0.490 189.10 384 1.000 bicubic
40 dm_nfnet_f6 96.920 3.080 99.720 0.280 438.36 576 0.956 bicubic
resnetv2_152x4_bitm 96.880 3.120 99.660 0.340 936.53 480 1.000 bilinear
41 volo_d5_224 96.880 3.120 99.670 0.330 295.46 224 0.960 bicubic
42 resnetv2_152x4_bitm 96.880 3.120 99.660 0.340 936.53 480 1.000 bilinear
43 cait_m48_448 96.880 3.120 99.620 0.380 356.46 448 1.000 bicubic
deit3_base_patch16_224_in21ft1k 96.870 3.130 99.620 0.380 86.59 224 1.000 bicubic
44 tf_efficientnet_b5_ns 96.870 3.130 99.640 0.360 30.39 456 0.934 bicubic
45 deit3_base_patch16_224_in21ft1k 96.870 3.130 99.620 0.380 86.59 224 1.000 bicubic
46 deit3_large_patch16_384 96.850 3.150 99.620 0.380 304.76 384 1.000 bicubic
47 convnext_base_in22ft1k 96.840 3.160 99.650 0.350 88.59 224 0.875 bicubic
48 cait_m36_384 96.830 3.170 99.660 0.340 271.22 384 1.000 bicubic
49 dm_nfnet_f5 96.810 3.190 99.670 0.330 377.21 544 0.954 bicubic
50 xcit_small_24_p8_384_dist 96.810 3.190 99.630 0.370 47.63 384 1.000 bicubic
dm_nfnet_f4 96.780 3.220 99.620 0.380 316.07 512 0.951 bicubic
ig_resnext101_32x32d 96.780 3.220 99.530 0.470 468.53 224 0.875 bilinear
51 volo_d4_224 96.780 3.220 99.670 0.330 192.96 224 0.960 bicubic
52 dm_nfnet_f4 96.780 3.220 99.620 0.380 316.07 512 0.951 bicubic
53 xcit_medium_24_p8_384_dist 96.780 3.220 99.610 0.390 84.32 384 1.000 bicubic
54 ig_resnext101_32x32d 96.780 3.220 99.530 0.470 468.53 224 0.875 bilinear
55 xcit_large_24_p8_384_dist 96.760 3.240 99.560 0.440 188.93 384 1.000 bicubic
56 dm_nfnet_f3 96.730 3.270 99.630 0.370 254.92 416 0.940 bicubic
57 vit_large_patch16_224 96.710 3.290 99.650 0.350 304.33 224 0.900 bicubic
volo_d2_384 96.710 3.290 99.600 0.400 58.87 384 1.000 bicubic
58 tf_efficientnet_b4_ns 96.710 3.290 99.640 0.360 19.34 380 0.922 bicubic
59 tf_efficientnet_b8 volo_d2_384 96.700 96.710 3.300 3.290 99.530 99.600 0.470 0.400 87.41 58.87 672 384 0.954 1.000 bicubic
60 xcit_medium_24_p16_384_dist 96.700 3.300 99.600 0.400 84.40 384 1.000 bicubic
61 tf_efficientnet_b8 96.700 3.300 99.530 0.470 87.41 672 0.954 bicubic
62 swin_base_patch4_window7_224 96.680 3.320 99.660 0.340 87.77 224 0.900 bicubic
63 deit3_small_patch16_384_in21ft1k 96.670 3.330 99.640 0.360 22.21 384 1.000 bicubic
64 beit_base_patch16_224 96.660 3.340 99.660 0.340 86.53 224 0.900 bicubic
66 xcit_large_24_p8_224_dist 96.640 3.360 99.460 0.540 188.93 224 1.000 bicubic
67 cait_s36_384 96.630 3.370 99.600 0.400 68.37 384 1.000 bicubic
68 regnetz_e8 96.600 3.400 99.610 0.390 57.70 320 1.000 bicubic
tf_efficientnet_b7 96.580 3.420 99.520 0.480 66.35 600 0.949 bicubic
69 deit3_huge_patch14_224 96.580 3.420 99.520 0.480 632.13 224 0.900 bicubic
70 tf_efficientnet_b7 96.580 3.420 99.520 0.480 66.35 600 0.949 bicubic
71 cait_s24_384 96.570 3.430 99.550 0.450 47.06 384 1.000 bicubic
tf_efficientnet_b8_ap 96.550 3.450 99.540 0.460 87.41 672 0.954 bicubic
72 xcit_small_24_p8_224_dist 96.550 3.450 99.570 0.430 47.63 224 1.000 bicubic
73 tf_efficientnet_b8_ap 96.550 3.450 99.540 0.460 87.41 672 0.954 bicubic
74 tf_efficientnetv2_m 96.540 3.460 99.570 0.430 54.14 480 1.000 bicubic
xcit_medium_24_p8_224_dist 96.520 3.480 99.510 0.490 84.32 224 1.000 bicubic
75 resnetv2_152x2_bitm 96.520 3.480 99.590 0.410 236.34 448 1.000 bilinear
76 xcit_medium_24_p8_224_dist 96.520 3.480 99.510 0.490 84.32 224 1.000 bicubic
77 deit_base_distilled_patch16_384 96.510 3.490 99.590 0.410 87.63 384 1.000 bicubic
78 xcit_small_12_p8_384_dist 96.480 3.520 99.490 0.510 26.21 384 1.000 bicubic
79 tf_efficientnetv2_s_in21ft1k 96.470 3.530 99.570 0.430 21.46 384 1.000 bicubic
81 ecaresnet269d 96.460 3.540 99.610 0.390 102.09 352 1.000 bicubic
82 dm_nfnet_f2 96.460 3.540 99.540 0.460 193.78 352 0.920 bicubic
83 convnext_small_in22ft1k 96.460 3.540 99.470 0.530 50.22 224 0.875 bicubic
eca_nfnet_l2 96.450 3.550 99.620 0.380 56.72 384 1.000 bicubic
84 vit_base_r50_s16_384 96.450 3.550 99.660 0.340 98.95 384 1.000 bicubic
85 eca_nfnet_l2 96.450 3.550 99.620 0.380 56.72 384 1.000 bicubic
86 volo_d3_224 96.440 3.560 99.620 0.380 86.33 224 0.960 bicubic
87 ig_resnext101_32x16d 96.440 3.560 99.540 0.460 194.03 224 0.875 bilinear
88 seresnextaa101d_32x8d 96.420 3.580 99.520 0.480 93.59 288 1.000 bicubic
102 vit_base_patch16_224 96.300 3.700 99.560 0.440 86.57 224 0.900 bicubic
103 tf_efficientnet_b6 96.290 3.710 99.520 0.480 43.04 528 0.942 bicubic
104 swsl_resnext101_32x16d 96.280 3.720 99.500 0.500 194.03 224 0.875 bilinear
efficientnetv2_rw_m 96.270 3.730 99.560 0.440 53.24 416 1.000 bicubic
105 resnetv2_50x3_bitm 96.270 3.730 99.630 0.370 217.32 448 1.000 bilinear
106 efficientnetv2_rw_m 96.270 3.730 99.560 0.440 53.24 416 1.000 bicubic
107 xcit_medium_24_p16_224_dist 96.260 3.740 99.410 0.590 84.40 224 1.000 bicubic
108 resnetv2_101x3_bitm 96.250 3.750 99.590 0.410 387.93 448 1.000 bilinear
xcit_tiny_24_p8_384_dist 96.240 3.760 99.440 0.560 12.11 384 1.000 bicubic
109 swsl_resnext101_32x8d 96.240 3.760 99.590 0.410 88.79 224 0.875 bilinear
110 resnetrs350 96.240 3.760 99.470 0.530 163.96 384 1.000 bicubic
111 xcit_tiny_24_p8_384_dist 96.240 3.760 99.440 0.560 12.11 384 1.000 bicubic
112 deit3_base_patch16_384 96.230 3.770 99.400 0.600 86.88 384 1.000 bicubic
113 regnetz_d8_evos 96.220 3.780 99.490 0.510 23.46 320 0.950 bicubic
114 resnetv2_152x2_bit_teacher_384 96.190 3.810 99.500 0.500 236.34 384 1.000 bicubic
115 deit3_large_patch16_224 96.190 3.810 99.300 0.700 304.37 224 0.900 bicubic
116 vit_large_r50_s32_224 96.180 3.820 99.540 0.460 328.99 224 0.900 bicubic
117 regnetz_040 96.180 3.820 99.510 0.490 27.12 320 1.000 bicubic
swinv2_base_window16_256 96.170 3.830 99.400 0.600 87.92 256 0.900 bicubic
118 convnext_tiny_384_in22ft1k 96.170 3.830 99.480 0.520 28.59 384 1.000 bicubic
119 swinv2_base_window16_256 96.170 3.830 99.400 0.600 87.92 256 0.900 bicubic
120 crossvit_18_dagger_408 96.130 3.870 99.470 0.530 44.61 408 1.000 bicubic
121 seresnext101_32x8d 96.130 3.870 99.360 0.640 93.57 288 1.000 bicubic
122 resnest269e 96.120 3.880 99.520 0.480 110.93 416 0.928 bicubic
124 tf_efficientnet_b3_ns 96.100 3.900 99.480 0.520 12.23 300 0.904 bicubic
125 tf_efficientnet_b5_ap 96.080 3.920 99.540 0.460 30.39 456 0.934 bicubic
126 xcit_large_24_p8_224 96.080 3.920 99.150 0.850 188.93 224 1.000 bicubic
pit_b_distilled_224 96.070 3.930 99.380 0.620 74.79 224 0.900 bicubic
127 resnest200e 96.070 3.930 99.480 0.520 70.20 320 0.909 bicubic
swinv2_small_window16_256 96.070 3.930 99.340 0.660 49.73 256 0.900 bicubic
128 swinv2_base_window8_256 96.070 3.930 99.420 0.580 87.92 256 0.900 bicubic
129 resnetrs270 pit_b_distilled_224 96.060 96.070 3.940 3.930 99.480 99.380 0.520 0.620 129.86 74.79 352 224 1.000 0.900 bicubic
130 swinv2_small_window16_256 96.070 3.930 99.340 0.660 49.73 256 0.900 bicubic
131 vit_small_r26_s32_384 96.060 3.940 99.550 0.450 36.47 384 1.000 bicubic
132 swin_s3_base_224 resnetrs270 96.040 96.060 3.960 3.940 99.350 99.480 0.650 0.520 71.13 129.86 224 352 0.900 1.000 bicubic
133 swsl_resnext101_32x4d 96.040 3.960 99.530 0.470 44.18 224 0.875 bilinear
134 vit_base_patch16_224_miil swin_s3_base_224 96.030 96.040 3.970 3.960 99.350 0.650 86.54 71.13 224 0.875 0.900 bilinear bicubic
135 volo_d1_224 96.030 3.970 99.390 0.610 26.63 224 0.960 bicubic
136 vit_base_patch16_224_miil 96.030 3.970 99.350 0.650 86.54 224 0.875 bilinear
137 convnext_large 96.020 3.980 99.470 0.530 197.77 224 0.875 bicubic
138 regnetz_d8 96.010 3.990 99.520 0.480 23.37 320 1.000 bicubic
139 cs3se_edgenet_x 96.010 3.990 99.440 0.560 50.72 320 1.000 bicubic
140 cait_xs24_384 96.010 3.990 99.430 0.570 26.67 384 1.000 bicubic
141 vit_small_patch16_384 95.980 4.020 99.590 0.410 22.20 384 1.000 bicubic
142 tf_efficientnet_b5 95.980 4.020 99.450 0.550 30.39 456 0.934 bicubic
resnetrs152 95.960 4.040 99.380 0.620 86.62 320 1.000 bicubic
143 xcit_small_12_p8_224_dist 95.960 4.040 99.420 0.580 26.21 224 1.000 bicubic
144 ig_resnext101_32x8d resnetrs152 95.940 95.960 4.060 4.040 99.380 0.620 88.79 86.62 224 320 0.875 1.000 bilinear bicubic
convnext_base 95.940 4.060 99.380 0.620 88.59 224 0.875 bicubic
145 eca_nfnet_l1 95.940 4.060 99.490 0.510 41.41 320 1.000 bicubic
146 convnext_base 95.940 4.060 99.380 0.620 88.59 224 0.875 bicubic
147 ig_resnext101_32x8d 95.940 4.060 99.380 0.620 88.79 224 0.875 bilinear
148 xcit_small_24_p8_224 95.910 4.090 99.180 0.820 47.63 224 1.000 bicubic
149 vit_base_patch32_384 95.900 4.100 99.440 0.560 88.30 384 1.000 bicubic
150 regnety_160 95.880 4.120 99.560 0.440 83.59 288 1.000 bicubic
151 regnetz_d32 sequencer2d_l 95.870 4.130 99.430 99.470 0.570 0.530 27.58 54.30 320 224 0.950 0.875 bicubic
152 resmlp_big_24_distilled_224 95.870 4.130 99.440 0.560 129.14 224 0.875 bicubic
153 regnetz_d32 95.870 4.130 99.430 0.570 27.58 320 0.950 bicubic
154 resnet152d 95.870 4.130 99.430 0.570 60.21 320 1.000 bicubic
sequencer2d_l 95.870 4.130 99.470 0.530 54.30 224 0.875 bicubic
155 xcit_medium_24_p8_224 95.870 4.130 99.080 0.920 84.32 224 1.000 bicubic
156 regnety_080 95.850 4.150 99.440 0.560 39.18 288 1.000 bicubic
157 swin_s3_small_224 95.840 4.160 99.200 0.800 49.74 224 0.900 bicubic
161 regnety_064 95.790 4.210 99.290 0.710 30.58 288 1.000 bicubic
162 deit3_base_patch16_224 95.780 4.220 99.270 0.730 86.59 224 0.900 bicubic
163 regnetv_064 95.770 4.230 99.420 0.580 30.58 288 1.000 bicubic
deit_base_distilled_patch16_224 95.750 4.250 99.280 0.720 87.34 224 0.900 bicubic
164 resnet101d 95.750 4.250 99.440 0.560 44.57 320 1.000 bicubic
165 resnetv2_152x2_bit_teacher 95.750 4.250 99.430 0.570 236.34 224 0.875 bicubic
166 xcit_small_12_p16_224_dist deit_base_distilled_patch16_224 95.730 95.750 4.270 4.250 99.300 99.280 0.700 0.720 26.25 87.34 224 1.000 0.900 bicubic
swinv2_small_window8_256 95.730 4.270 99.360 0.640 49.73 256 0.900 bicubic
167 regnetv_040 95.730 4.270 99.380 0.620 20.64 288 1.000 bicubic
168 convnext_tiny_in22ft1k 95.730 4.270 99.360 0.640 28.59 224 0.875 bicubic
169 swinv2_small_window8_256 95.730 4.270 99.360 0.640 49.73 256 0.900 bicubic
170 xcit_small_12_p16_224_dist 95.730 4.270 99.300 0.700 26.25 224 1.000 bicubic
171 twins_pcpvt_large 95.720 4.280 99.490 0.510 60.99 224 0.900 bicubic
172 twins_svt_large 95.720 4.280 99.370 0.630 99.27 224 0.900 bicubic
173 swin_small_patch4_window7_224 95.720 4.280 99.290 0.710 49.61 224 0.900 bicubic
174 tf_efficientnetv2_s 95.710 4.290 99.400 0.600 21.46 384 1.000 bicubic
175 efficientnetv2_rw_s 95.700 4.300 99.380 0.620 23.94 384 1.000 bicubic
xception65 95.690 4.310 99.310 0.690 39.92 299 0.940 bicubic
176 dm_nfnet_f0 95.690 4.310 99.330 0.670 71.49 256 0.900 bicubic
177 swinv2_cr_small_ns_224 95.690 4.310 99.310 0.690 49.70 224 0.900 bicubic
178 xception65 95.690 4.310 99.310 0.690 39.92 299 0.940 bicubic
179 xception65p 95.660 4.340 99.270 0.730 39.82 299 0.940 bicubic
180 deit_base_patch16_384 95.650 4.350 99.240 0.760 86.86 384 1.000 bicubic
181 cait_s24_224 95.640 4.360 99.390 0.610 46.92 224 1.000 bicubic
182 regnetz_c16_evos 95.630 4.370 99.420 0.580 13.49 320 0.950 bicubic
convnext_small 95.610 4.390 99.260 0.740 50.22 224 0.875 bicubic
deit3_small_patch16_384 95.610 4.390 99.390 0.610 22.21 384 1.000 bicubic
183 swsl_resnext50_32x4d 95.610 4.390 99.440 0.560 25.03 224 0.875 bilinear
184 deit3_small_patch16_384 95.610 4.390 99.390 0.610 22.21 384 1.000 bicubic
185 convnext_small 95.610 4.390 99.260 0.740 50.22 224 0.875 bicubic
186 sequencer2d_m 95.600 4.400 99.270 0.730 38.31 224 0.875 bicubic
187 tf_efficientnet_b4 95.590 4.410 99.330 0.670 19.34 380 0.922 bicubic
188 twins_svt_base 95.570 4.430 99.230 0.770 56.07 224 0.900 bicubic
189 resnest101e 95.560 4.440 99.270 0.730 48.28 256 0.875 bilinear
190 resnet152 95.550 4.450 99.260 0.740 60.19 224 0.950 bicubic
resnext101_64x4d 95.540 4.460 99.290 0.710 83.46 288 1.000 bicubic
191 jx_nest_base 95.540 4.460 99.300 0.700 67.72 224 0.875 bicubic
192 resnext101_64x4d 95.540 4.460 99.290 0.710 83.46 288 1.000 bicubic
193 efficientnet_b4 95.530 4.470 99.400 0.600 19.34 384 1.000 bicubic
194 jx_nest_small 95.530 4.470 99.220 0.780 38.35 224 0.875 bicubic
195 tf_efficientnet_b2_ns 95.520 4.480 99.340 0.660 9.11 260 0.890 bicubic
198 xcit_tiny_24_p16_384_dist 95.490 4.510 99.360 0.640 12.12 384 1.000 bicubic
199 regnety_032 95.480 4.520 99.320 0.680 19.44 288 1.000 bicubic
200 regnety_040 95.470 4.530 99.420 0.580 20.65 288 1.000 bicubic
201 cs3edgenet_x 95.470 4.530 99.280 0.720 47.82 288 1.000 bicubic
202 sequencer2d_s 95.470 4.530 99.270 0.730 27.65 224 0.875 bicubic
xcit_tiny_24_p8_224_dist 95.460 4.540 99.360 0.640 12.11 224 1.000 bicubic
203 twins_pcpvt_base 95.460 4.540 99.390 0.610 43.83 224 0.900 bicubic
204 xcit_tiny_24_p8_224_dist 95.460 4.540 99.360 0.640 12.11 224 1.000 bicubic
205 eca_nfnet_l0 95.450 4.550 99.390 0.610 24.14 288 1.000 bicubic
206 cs3sedarknet_x 95.420 4.580 99.320 0.680 35.40 288 1.000 bicubic
207 xcit_small_12_p8_224 95.420 4.580 99.200 0.800 26.21 224 1.000 bicubic
208 ssl_resnext101_32x16d 95.410 4.590 99.410 0.590 194.03 224 0.875 bilinear
swinv2_cr_small_224 95.400 4.600 99.050 0.950 49.70 224 0.900 bicubic
tresnet_l_448 95.400 4.600 99.300 0.700 55.99 448 0.875 bilinear
209 resnetv2_50x1_bit_distilled 95.400 4.600 99.430 0.570 25.55 224 0.875 bicubic
210 tresnet_l_448 95.400 4.600 99.300 0.700 55.99 448 0.875 bilinear
211 swinv2_cr_small_224 95.400 4.600 99.050 0.950 49.70 224 0.900 bicubic
212 nfnet_l0 95.390 4.610 99.420 0.580 35.07 288 1.000 bicubic
213 regnetz_c16 95.390 4.610 99.310 0.690 13.46 320 0.940 bicubic
214 mobilevitv2_200_384_in22ft1k 95.390 4.610 99.280 0.720 18.45 384 1.000 bicubic
nfnet_l0 95.390 4.610 99.420 0.580 35.07 288 1.000 bicubic
215 tresnet_m 95.380 4.620 99.150 0.850 31.39 224 0.875 bilinear
pnasnet5large 95.360 4.640 99.130 0.870 86.06 331 0.911 bicubic
216 swinv2_tiny_window16_256 95.360 4.640 99.300 0.700 28.35 256 0.900 bicubic
217 pnasnet5large 95.360 4.640 99.130 0.870 86.06 331 0.911 bicubic
218 xcit_tiny_12_p8_384_dist 95.340 4.660 99.340 0.660 6.71 384 1.000 bicubic
219 mobilevitv2_150_384_in22ft1k 95.340 4.660 99.130 0.870 10.59 384 1.000 bicubic
220 ssl_resnext101_32x8d 95.330 4.670 99.310 0.690 88.79 224 0.875 bilinear
228 vit_large_patch32_384 95.240 4.760 99.320 0.680 306.63 384 1.000 bicubic
229 cait_xxs36_384 95.220 4.780 99.320 0.680 17.37 384 1.000 bicubic
230 levit_384 95.210 4.790 99.160 0.840 39.13 224 0.900 bicubic
vit_relpos_medium_patch16_224 95.200 4.800 99.220 0.780 38.75 224 0.900 bicubic
231 swsl_resnet50 95.200 4.800 99.390 0.610 25.56 224 0.875 bilinear
232 resnet51q 95.200 4.800 99.280 0.720 35.70 288 1.000 bilinear
233 vit_relpos_medium_patch16_224 95.200 4.800 99.220 0.780 38.75 224 0.900 bicubic
234 crossvit_18_dagger_240 95.180 4.820 99.120 0.880 44.27 240 0.875 bicubic
235 ecaresnet101d 95.160 4.840 99.230 0.770 44.57 224 0.875 bicubic
nasnetalarge 95.150 4.850 99.130 0.870 88.75 331 0.911 bicubic
236 ssl_resnext101_32x4d 95.150 4.850 99.300 0.700 44.18 224 0.875 bilinear
237 nasnetalarge 95.150 4.850 99.130 0.870 88.75 331 0.911 bicubic
238 efficientnet_b3 95.140 4.860 99.210 0.790 12.23 320 1.000 bicubic
239 vit_relpos_base_patch16_224 95.130 4.870 99.300 0.700 86.43 224 0.900 bicubic
240 fbnetv3_g 95.130 4.870 99.200 0.800 16.62 288 0.950 bilinear
241 poolformer_m48 95.130 4.870 99.120 0.880 73.47 224 0.950 bicubic
vit_relpos_base_patch16_224 95.130 4.870 99.300 0.700 86.43 224 0.900 bicubic
242 xcit_medium_24_p16_224 95.130 4.870 98.930 1.070 84.40 224 1.000 bicubic
243 resnetv2_50d_evos 95.120 4.880 99.230 0.770 25.59 288 0.950 bicubic
244 vit_small_r26_s32_224 95.120 4.880 99.220 0.780 36.43 224 0.900 bicubic
245 cs3sedarknet_l 95.120 4.880 99.210 0.790 21.91 288 0.950 bicubic
resnetv2_50d_evos 95.120 4.880 99.230 0.770 25.59 288 0.950 bicubic
246 tf_efficientnetv2_b3 95.120 4.880 99.200 0.800 14.36 300 0.904 bicubic
247 resnet61q 95.120 4.880 99.080 0.920 36.85 288 1.000 bicubic
resnetv2_50d_gn 95.100 4.900 99.060 0.940 25.57 288 0.950 bicubic
248 convit_base 95.100 4.900 99.140 0.860 86.54 224 0.875 bicubic
249 coat_lite_small resnetv2_50d_gn 95.080 95.100 4.920 4.900 99.030 99.060 0.970 0.940 19.84 25.57 224 288 0.900 0.950 bicubic
250 xcit_small_24_p16_224 95.080 4.920 99.070 0.930 47.67 224 1.000 bicubic
251 crossvit_18_240 coat_lite_small 95.070 95.080 4.930 4.920 99.120 99.030 0.880 0.970 43.27 19.84 240 224 0.875 0.900 bicubic
vit_relpos_medium_patch16_rpn_224 95.070 4.930 99.190 0.810 38.73 224 0.900 bicubic
efficientnetv2_rw_t 95.070 4.930 99.220 0.780 13.65 288 1.000 bicubic
252 ecaresnet50t 95.070 4.930 99.290 0.710 25.57 320 0.950 bicubic
253 efficientnetv2_rw_t 95.070 4.930 99.220 0.780 13.65 288 1.000 bicubic
254 vit_relpos_medium_patch16_rpn_224 95.070 4.930 99.190 0.810 38.73 224 0.900 bicubic
255 crossvit_18_240 95.070 4.930 99.120 0.880 43.27 240 0.875 bicubic
256 crossvit_base_240 95.070 4.930 98.980 1.020 105.03 240 0.875 bicubic
257 tresnet_xl 95.060 4.940 99.260 0.740 78.44 224 0.875 bilinear
258 xception41p 95.060 4.940 99.150 0.850 26.91 299 0.940 bicubic
259 mobilevitv2_200_in22ft1k 95.050 4.950 99.080 0.920 18.45 256 0.888 bicubic
260 swinv2_tiny_window8_256 95.030 4.970 99.170 0.830 28.35 256 0.900 bicubic
deit_base_patch16_224 95.010 4.990 98.980 1.020 86.57 224 0.900 bicubic
261 poolformer_m36 95.010 4.990 99.100 0.900 56.17 224 0.950 bicubic
262 halo2botnet50ts_256 95.010 4.990 99.040 0.960 22.64 256 0.950 bicubic
263 deit_base_patch16_224 95.010 4.990 98.980 1.020 86.57 224 0.900 bicubic
264 crossvit_15_dagger_240 94.980 5.020 99.160 0.840 28.21 240 0.875 bicubic
265 resnet101 94.980 5.020 99.080 0.920 44.55 224 0.950 bicubic
tf_efficientnet_b3_ap 94.970 5.030 99.110 0.890 12.23 300 0.904 bicubic
convmixer_1536_20 94.970 5.030 99.170 0.830 51.63 224 0.960 bicubic
266 visformer_small 94.970 5.030 99.210 0.790 40.22 224 0.900 bicubic
267 convmixer_1536_20 94.970 5.030 99.170 0.830 51.63 224 0.960 bicubic
268 tf_efficientnet_b3_ap 94.970 5.030 99.110 0.890 12.23 300 0.904 bicubic
269 convnext_tiny 94.960 5.040 99.200 0.800 28.59 224 0.875 bicubic
xcit_large_24_p16_224 94.950 5.050 98.830 1.170 189.10 224 1.000 bicubic
270 jx_nest_tiny 94.950 5.050 99.100 0.900 17.06 224 0.875 bicubic
271 xcit_large_24_p16_224 94.950 5.050 98.830 1.170 189.10 224 1.000 bicubic
272 gernet_l 94.930 5.070 99.200 0.800 31.08 256 0.875 bilinear
resnetv2_101 94.930 5.070 99.120 0.880 44.54 224 0.950 bicubic
273 cait_xxs24_384 94.930 5.070 99.140 0.860 12.03 384 1.000 bicubic
274 resnetv2_101 94.930 5.070 99.120 0.880 44.54 224 0.950 bicubic
275 convit_small 94.920 5.080 99.110 0.890 27.78 224 0.875 bicubic
276 tf_efficientnet_b3 94.910 5.090 99.110 0.890 12.23 300 0.904 bicubic
277 vit_srelpos_medium_patch16_224 94.900 5.100 99.200 0.800 38.74 224 0.900 bicubic
tresnet_l 94.900 5.100 99.030 0.970 55.99 224 0.875 bilinear
278 swin_s3_tiny_224 94.900 5.100 99.160 0.840 28.33 224 0.900 bicubic
279 tresnet_l 94.900 5.100 99.030 0.970 55.99 224 0.875 bilinear
280 xcit_tiny_24_p8_224 94.890 5.110 99.190 0.810 12.11 224 1.000 bicubic
281 mixer_b16_224_miil 94.890 5.110 99.080 0.920 59.88 224 0.875 bilinear
282 vit_small_patch16_224 94.880 5.120 99.270 0.730 22.05 224 0.900 bicubic
283 resnetaa50 94.880 5.120 99.130 0.870 25.56 288 1.000 bicubic
284 tf_efficientnet_lite4 94.870 5.130 99.090 0.910 13.01 380 0.920 bilinear
285 tf_efficientnet_b1_ns 94.860 5.140 99.250 0.750 7.79 240 0.882 bicubic
286 convnext_nano 94.860 5.140 99.150 0.850 15.59 288 1.000 bicubic
287 edgenext_small 94.830 5.170 99.410 0.590 5.59 320 1.000 bicubic
288 vit_base_patch16_rpn_224 94.820 5.180 99.090 0.910 86.54 224 0.900 bicubic
289 xcit_small_12_p16_224 94.820 5.180 99.060 0.940 26.25 224 1.000 bicubic
291 cs3darknet_focus_l 94.790 5.210 99.150 0.850 21.15 288 0.950 bicubic
292 pit_b_224 94.790 5.210 98.820 1.180 73.76 224 0.900 bicubic
293 mobilevitv2_175_in22ft1k 94.780 5.220 99.100 0.900 14.25 256 0.888 bicubic
294 convnext_tiny_hnf 94.770 5.230 99.160 0.840 28.59 224 0.950 bicubic
295 twins_svt_small 94.770 5.230 99.080 0.920 24.06 224 0.900 bicubic
coat_mini 94.770 5.230 98.950 1.050 10.34 224 0.900 bicubic
296 lamhalobotnet50ts_256 94.770 5.230 98.980 1.020 22.57 256 0.950 bicubic
297 convnext_tiny_hnf coat_mini 94.770 5.230 99.160 98.950 0.840 1.050 28.59 10.34 224 0.950 0.900 bicubic
298 swinv2_cr_tiny_ns_224 94.760 5.240 99.110 0.890 28.33 224 0.900 bicubic
299 resnetv2_50x1_bitm 94.750 5.250 99.180 0.820 25.55 448 1.000 bilinear
300 pit_s_distilled_224 94.740 5.260 99.180 0.820 24.04 224 0.900 bicubic
301 legacy_senet154 94.730 5.270 99.100 0.900 115.09 224 0.875 bilinear
302 xcit_tiny_12_p8_224_dist 94.720 5.280 99.180 0.820 6.71 224 1.000 bicubic
303 crossvit_15_240 94.720 5.280 99.080 0.920 27.53 240 0.875 bicubic
304 gluon_resnet152_v1s 94.720 5.280 99.060 0.940 60.32 224 0.875 bicubic
xcit_tiny_12_p8_224_dist 94.720 5.280 99.180 0.820 6.71 224 1.000 bicubic
305 resnest50d_4s2x40d 94.710 5.290 99.140 0.860 30.42 224 0.875 bicubic
306 gluon_senet154 94.710 5.290 98.970 1.030 115.09 224 0.875 bicubic
307 halonet50ts 94.710 5.290 98.830 1.170 22.73 256 0.940 bicubic
308 ssl_resnext50_32x4d 94.700 5.300 99.240 0.760 25.03 224 0.875 bilinear
mobilevitv2_150_in22ft1k 94.690 5.310 98.920 1.080 10.59 256 0.888 bicubic
309 vit_relpos_small_patch16_224 94.690 5.310 99.100 0.900 21.98 224 0.900 bicubic
310 mobilevitv2_150_in22ft1k 94.690 5.310 98.920 1.080 10.59 256 0.888 bicubic
311 deit3_small_patch16_224 94.690 5.310 98.750 1.250 22.06 224 0.900 bicubic
312 cs3darknet_l 94.680 5.320 99.220 0.780 21.16 288 0.950 bicubic
313 regnetz_b16 94.680 5.320 99.160 0.840 9.72 288 0.940 bicubic
314 efficientnet_el 94.670 5.330 99.130 0.870 10.59 300 0.904 bicubic
wide_resnet50_2 94.660 5.340 99.050 0.950 68.88 224 0.875 bicubic
315 tresnet_m_448 94.660 5.340 99.150 0.850 31.39 448 0.875 bilinear
316 rexnet_200 94.660 5.340 99.090 0.910 16.37 224 0.875 bicubic
317 wide_resnet50_2 94.660 5.340 99.050 0.950 68.88 224 0.875 bicubic
318 gluon_seresnext101_64x4d 94.660 5.340 98.980 1.020 88.23 224 0.875 bicubic
319 swin_tiny_patch4_window7_224 94.620 5.380 99.120 0.880 28.29 224 0.900 bicubic
320 poolformer_s36 94.620 5.380 99.050 0.950 30.86 224 0.900 bicubic
gcresnet50t 94.620 5.380 98.980 1.020 25.90 256 0.900 bicubic
321 resnest50d 94.620 5.380 99.030 0.970 27.48 224 0.875 bilinear
322 swin_tiny_patch4_window7_224 gcresnet50t 94.620 5.380 99.120 98.980 0.880 1.020 28.29 25.90 224 256 0.900 bicubic
323 twins_pcpvt_small 94.600 5.400 99.150 0.850 24.11 224 0.900 bicubic
324 vit_small_patch32_384 94.600 5.400 99.140 0.860 22.92 384 1.000 bicubic
325 deit_small_distilled_patch16_224 94.600 5.400 99.100 0.900 22.44 224 0.900 bicubic
326 crossvit_small_240 94.580 5.420 99.120 0.880 26.86 240 0.875 bicubic
327 efficientnet_b3_pruned 94.580 5.420 99.070 0.930 9.86 300 0.904 bicubic
resnext50_32x4d 94.580 5.420 98.800 1.200 25.03 224 0.950 bicubic
328 pit_s_224 94.580 5.420 98.930 1.070 23.46 224 0.900 bicubic
329 resnext50_32x4d 94.580 5.420 98.800 1.200 25.03 224 0.950 bicubic
330 tnt_s_patch16_224 94.570 5.430 99.180 0.820 23.76 224 0.900 bicubic
331 lambda_resnet50ts 94.570 5.430 98.650 1.350 21.54 256 0.950 bicubic
332 repvgg_b3 94.560 5.440 98.910 1.090 123.09 224 0.875 bilinear
gernet_m 94.550 5.450 98.930 1.070 21.14 224 0.875 bilinear
333 resmlp_36_distilled_224 94.550 5.450 99.160 0.840 44.69 224 0.875 bicubic
334 vit_srelpos_small_patch16_224 94.550 5.450 99.140 0.860 21.97 224 0.900 bicubic
335 gernet_m 94.550 5.450 98.930 1.070 21.14 224 0.875 bilinear
336 sehalonet33ts 94.540 5.460 98.760 1.240 13.69 256 0.940 bicubic
337 xcit_tiny_12_p16_384_dist 94.530 5.470 99.170 0.830 6.72 384 1.000 bicubic
338 regnety_320 94.520 5.480 99.170 0.830 145.05 224 0.875 bicubic
345 convmixer_768_32 94.430 5.570 99.110 0.890 21.11 224 0.960 bicubic
346 levit_256 94.410 5.590 99.060 0.940 18.89 224 0.900 bicubic
347 gcresnext50ts 94.410 5.590 98.990 1.010 15.67 256 0.900 bicubic
resnest50d_1s4x24d 94.390 5.610 99.070 0.930 25.68 224 0.875 bicubic
348 nf_resnet50 94.390 5.610 99.070 0.930 25.56 288 0.940 bicubic
349 resnest50d_1s4x24d 94.390 5.610 99.070 0.930 25.68 224 0.875 bicubic
350 vit_base_patch32_224 94.390 5.610 99.060 0.940 88.22 224 0.900 bicubic
351 inception_v4 94.380 5.620 98.820 1.180 42.68 299 0.875 bicubic
352 efficientnet_b2 94.370 5.630 99.050 0.950 9.11 288 1.000 bicubic
xcit_tiny_12_p8_224 94.360 5.640 99.070 0.930 6.71 224 1.000 bicubic
353 tf_efficientnet_el 94.360 5.640 99.100 0.900 10.59 300 0.904 bicubic
354 edgenext_small_rw xcit_tiny_12_p8_224 94.360 5.640 99.040 99.070 0.960 0.930 7.83 6.71 320 224 1.000 bicubic
355 darknet53 94.360 5.640 99.050 0.950 41.61 288 1.000 bicubic
356 edgenext_small_rw 94.360 5.640 99.040 0.960 7.83 320 1.000 bicubic
357 gluon_resnext101_64x4d 94.350 5.650 98.880 1.120 83.46 224 0.875 bicubic
358 resmlp_24_distilled_224 94.340 5.660 99.090 0.910 30.02 224 0.875 bicubic
inception_resnet_v2 94.330 5.670 98.800 1.200 55.84 299 0.897 bicubic
359 poolformer_s24 94.330 5.670 99.060 0.940 21.39 224 0.900 bicubic
360 inception_resnet_v2 94.330 5.670 98.800 1.200 55.84 299 0.897 bicubic
361 ssl_resnet50 94.320 5.680 99.150 0.850 25.56 224 0.875 bilinear
362 sebotnet33ts_256 94.310 5.690 98.600 1.400 13.70 256 0.940 bicubic
363 rexnet_150 94.280 5.720 99.080 0.920 9.73 224 0.875 bicubic
364 tf_efficientnet_b2_ap 94.270 5.730 98.950 1.050 9.11 260 0.890 bicubic
365 resnetv2_50 94.270 5.730 98.930 1.070 25.55 224 0.950 bicubic
366 seresnet33ts 94.270 5.730 98.780 1.220 19.78 256 0.900 bicubic
tf_efficientnet_b2_ap 94.270 5.730 98.950 1.050 9.11 260 0.890 bicubic
367 regnetx_120 94.260 5.740 99.190 0.810 46.11 224 0.875 bicubic
368 resmlp_big_24_224 94.260 5.740 98.820 1.180 129.14 224 0.875 bicubic
369 cspresnext50 94.240 5.760 99.050 0.950 20.57 256 0.887 bilinear
mixnet_xl 94.230 5.770 98.820 1.180 11.90 224 0.875 bicubic
370 mobilevitv2_175 94.230 5.770 98.930 1.070 14.25 256 0.888 bicubic
371 xcit_tiny_24_p16_224_dist mixnet_xl 94.220 94.230 5.780 5.770 98.960 98.820 1.040 1.180 12.12 11.90 224 1.000 0.875 bicubic
372 regnetx_320 94.220 5.780 99.050 0.950 107.81 224 0.875 bicubic
373 xcit_tiny_24_p16_224_dist 94.220 5.780 98.960 1.040 12.12 224 1.000 bicubic
374 tf_efficientnet_b2 94.210 5.790 99.040 0.960 9.11 260 0.890 bicubic
375 darknetaa53 94.210 5.790 98.950 1.050 36.02 288 1.000 bilinear
376 ecaresnet50d 94.200 5.800 99.020 0.980 25.58 224 0.875 bicubic
dpn92 94.180 5.820 98.930 1.070 37.67 224 0.875 bicubic
377 gluon_resnet101_v1d 94.180 5.820 98.940 1.060 44.57 224 0.875 bicubic
378 dpn92 94.180 5.820 98.930 1.070 37.67 224 0.875 bicubic
379 resnet50_gn 94.180 5.820 98.920 1.080 25.56 224 0.940 bicubic
gluon_seresnext50_32x4d 94.170 5.830 98.910 1.090 27.56 224 0.875 bicubic
380 gluon_resnet101_v1s 94.170 5.830 99.010 0.990 44.67 224 0.875 bicubic
381 gluon_seresnext50_32x4d 94.170 5.830 98.910 1.090 27.56 224 0.875 bicubic
382 ecaresnetlight 94.140 5.860 98.950 1.050 30.16 224 0.875 bicubic
383 legacy_seresnext101_32x4d 94.120 5.880 98.970 1.030 48.96 224 0.875 bilinear
ens_adv_inception_resnet_v2 94.120 5.880 98.790 1.210 55.84 299 0.897 bicubic
384 gluon_resnext101_32x4d 94.120 5.880 98.930 1.070 44.18 224 0.875 bicubic
385 ens_adv_inception_resnet_v2 94.120 5.880 98.790 1.210 55.84 299 0.897 bicubic
386 tf_efficientnet_lite3 94.110 5.890 98.960 1.040 8.20 300 0.904 bilinear
cspdarknet53 94.090 5.910 98.980 1.020 27.64 256 0.887 bilinear
387 efficientnet_el_pruned 94.090 5.910 99.010 0.990 10.59 300 0.904 bicubic
388 cspdarknet53 94.090 5.910 98.980 1.020 27.64 256 0.887 bilinear
389 seresnet50 94.080 5.920 98.950 1.050 28.09 224 0.875 bicubic
mobilevitv2_150 94.070 5.930 98.900 1.100 10.59 256 0.888 bicubic
390 resnet50d 94.070 5.930 98.920 1.080 25.58 224 0.875 bicubic
391 mobilevitv2_150 94.070 5.930 98.900 1.100 10.59 256 0.888 bicubic
392 tf_efficientnetv2_b2 94.060 5.940 98.930 1.070 10.10 260 0.890 bicubic
gluon_resnet152_v1b 94.030 5.970 98.750 1.250 60.19 224 0.875 bicubic
393 hrnet_w48 94.030 5.970 99.030 0.970 77.47 224 0.875 bilinear
394 gluon_resnet152_v1b 94.030 5.970 98.750 1.250 60.19 224 0.875 bicubic
395 resnetrs50 94.020 5.980 98.850 1.150 35.69 224 0.910 bicubic
gluon_xception65 94.010 5.990 99.020 0.980 39.92 299 0.903 bicubic
396 regnety_120 94.010 5.990 99.030 0.970 51.82 224 0.875 bicubic
397 gluon_xception65 94.010 5.990 99.020 0.980 39.92 299 0.903 bicubic
398 dla102x2 94.000 6.000 99.030 0.970 41.28 224 0.875 bilinear
399 deit_small_patch16_224 93.990 6.010 98.960 1.040 22.05 224 0.900 bicubic
dpn107 93.960 6.040 98.830 1.170 86.92 224 0.875 bicubic
400 ecaresnet26t 93.960 6.040 98.920 1.080 16.01 320 0.950 bicubic
401 dpn107 93.960 6.040 98.830 1.170 86.92 224 0.875 bicubic
402 skresnext50_32x4d 93.950 6.050 98.830 1.170 27.48 224 0.875 bicubic
cait_xxs36_224 93.930 6.070 98.890 1.110 17.30 224 1.000 bicubic
403 dpn98 93.930 6.070 98.920 1.080 61.57 224 0.875 bicubic
404 cait_xxs36_224 93.930 6.070 98.890 1.110 17.30 224 1.000 bicubic
405 resnet50 93.930 6.070 98.470 1.530 25.56 224 0.950 bicubic
406 regnetx_160 93.890 6.110 99.090 0.910 54.28 224 0.875 bicubic
407 vit_base_patch16_224_sam 93.890 6.110 98.890 1.110 86.57 224 0.900 bicubic
408 gluon_resnet152_v1c 93.890 6.110 98.800 1.200 60.21 224 0.875 bicubic
regnetx_160 93.890 6.110 99.090 0.910 54.28 224 0.875 bicubic
409 xception71 93.880 6.120 98.950 1.050 42.34 299 0.903 bicubic
410 nf_regnet_b1 93.880 6.120 98.750 1.250 10.22 288 0.900 bicubic
cspresnet50 93.860 6.140 98.860 1.140 21.62 256 0.887 bilinear
411 eca_resnet33ts 93.860 6.140 98.890 1.110 19.68 256 0.900 bicubic
412 ese_vovnet39b cspresnet50 93.850 93.860 6.150 6.140 98.900 98.860 1.100 1.140 24.57 21.62 224 256 0.875 0.887 bicubic bilinear
413 fbnetv3_d 93.850 6.150 98.910 1.090 10.31 256 0.950 bilinear
414 ese_vovnet39b 93.850 6.150 98.900 1.100 24.57 224 0.875 bicubic
415 xcit_tiny_24_p16_224 93.840 6.160 98.760 1.240 12.12 224 1.000 bicubic
416 hrnet_w64 93.830 6.170 98.920 1.080 128.06 224 0.875 bilinear
417 gcresnet33ts 93.830 6.170 98.910 1.090 19.88 256 0.900 bicubic
resnext50d_32x4d 93.820 6.180 98.740 1.260 25.05 224 0.875 bicubic
418 ecaresnet50d_pruned 93.820 6.180 99.000 1.000 19.94 224 0.875 bicubic
419 repvgg_b2g4 93.820 6.180 98.930 1.070 61.76 224 0.875 bilinear
420 resnext50d_32x4d 93.820 6.180 98.740 1.260 25.05 224 0.875 bicubic
421 efficientnet_b2_pruned 93.800 6.200 98.910 1.090 8.31 260 0.890 bicubic
dla169 93.790 6.210 98.830 1.170 53.39 224 0.875 bilinear
422 regnetx_080 93.790 6.210 98.900 1.100 39.57 224 0.875 bicubic
423 dla169 93.790 6.210 98.830 1.170 53.39 224 0.875 bilinear
424 resnext101_32x8d 93.770 6.230 98.950 1.050 88.79 224 0.875 bilinear
425 gluon_resnet101_v1b 93.760 6.240 98.700 1.300 44.55 224 0.875 bicubic
dpn131 93.750 6.250 98.830 1.170 79.25 224 0.875 bicubic
426 tf_efficientnet_b0_ns 93.750 6.250 98.970 1.030 5.29 224 0.875 bicubic
427 dpn131 93.750 6.250 98.830 1.170 79.25 224 0.875 bicubic
428 efficientnet_em 93.740 6.260 98.930 1.070 6.90 240 0.882 bicubic
levit_192 93.720 6.280 98.790 1.210 10.95 224 0.900 bicubic
429 wide_resnet101_2 93.720 6.280 98.810 1.190 126.89 224 0.875 bilinear
430 tf_efficientnet_b1 levit_192 93.710 93.720 6.290 6.280 98.800 98.790 1.200 1.210 7.79 10.95 240 224 0.882 0.900 bicubic
431 tf_efficientnetv2_b1 93.710 6.290 98.820 1.180 8.14 240 0.882 bicubic
432 resnetblur50 93.710 6.290 98.810 1.190 25.56 224 0.875 bicubic
433 hrnet_w40 93.710 6.290 98.800 1.200 57.56 224 0.875 bilinear
434 tf_efficientnet_b1 93.710 6.290 98.800 1.200 7.79 240 0.882 bicubic
435 gluon_resnet101_v1c 93.680 6.320 98.760 1.240 44.57 224 0.875 bicubic
rexnet_130 93.670 6.330 98.700 1.300 7.56 224 0.875 bicubic
436 regnetx_040 93.670 6.330 98.940 1.060 22.12 224 0.875 bicubic
437 rexnet_130 93.670 6.330 98.700 1.300 7.56 224 0.875 bicubic
438 resmlp_36_224 93.650 6.350 98.950 1.050 44.69 224 0.875 bicubic
439 gluon_resnext50_32x4d 93.650 6.350 98.690 1.310 25.03 224 0.875 bicubic
440 xception 93.640 6.360 98.760 1.240 22.86 299 0.897 bicubic
441 fbnetv3_b 93.630 6.370 98.910 1.090 8.60 256 0.950 bilinear
442 tf_efficientnet_b1_ap 93.630 6.370 98.800 1.200 7.79 240 0.882 bicubic
443 resnet33ts 93.630 6.370 98.760 1.240 19.68 256 0.900 bicubic
fbnetv3_b 93.630 6.370 98.910 1.090 8.60 256 0.950 bilinear
dpn68b 93.620 6.380 98.700 1.300 12.61 224 0.875 bicubic
444 regnetx_064 93.620 6.380 99.050 0.950 26.21 224 0.875 bicubic
445 halonet26t dpn68b 93.610 93.620 6.390 6.380 98.640 98.700 1.360 1.300 12.48 12.61 256 224 0.950 0.875 bicubic
446 hrnet_w44 93.610 6.390 98.960 1.040 67.06 224 0.875 bilinear
447 halonet26t 93.610 6.390 98.640 1.360 12.48 256 0.950 bicubic
448 res2net50_26w_6s 93.600 6.400 98.750 1.250 37.05 224 0.875 bilinear
gluon_resnet50_v1s 93.590 6.410 98.840 1.160 25.68 224 0.875 bicubic
449 repvgg_b2 93.590 6.410 99.070 0.930 89.02 224 0.875 bilinear
450 gluon_resnet50_v1s 93.590 6.410 98.840 1.160 25.68 224 0.875 bicubic
451 tf_efficientnet_cc_b1_8e 93.570 6.430 98.690 1.310 39.72 240 0.882 bicubic
eca_halonext26ts 93.560 6.440 98.680 1.320 10.76 256 0.940 bicubic
452 resnet32ts 93.560 6.440 98.750 1.250 17.96 256 0.900 bicubic
453 eca_halonext26ts 93.560 6.440 98.680 1.320 10.76 256 0.940 bicubic
454 dla60_res2next 93.550 6.450 98.780 1.220 17.03 224 0.875 bilinear
455 gluon_inception_v3 93.540 6.460 98.830 1.170 23.83 299 0.875 bicubic
res2net101_26w_4s 93.530 6.470 98.600 1.400 45.21 224 0.875 bilinear
gluon_resnet50_v1d 93.530 6.470 98.710 1.290 25.58 224 0.875 bicubic
456 dla102x 93.530 6.470 98.850 1.150 26.31 224 0.875 bilinear
457 gluon_resnet50_v1d 93.530 6.470 98.710 1.290 25.58 224 0.875 bicubic
458 res2net101_26w_4s 93.530 6.470 98.600 1.400 45.21 224 0.875 bilinear
459 gmlp_s16_224 93.510 6.490 98.780 1.220 19.42 224 0.875 bicubic
460 coat_tiny 93.510 6.490 98.690 1.310 5.50 224 0.900 bicubic
461 selecsls60b 93.500 6.500 98.840 1.160 32.77 224 0.875 bicubic
463 xception41 93.480 6.520 98.750 1.250 26.97 299 0.903 bicubic
464 mobilevitv2_125 93.460 6.540 98.860 1.140 7.48 256 0.888 bicubic
465 coat_lite_mini 93.460 6.540 98.780 1.220 11.01 224 0.900 bicubic
res2net50_26w_8s 93.440 6.560 98.690 1.310 48.40 224 0.875 bilinear
resmlp_24_224 93.440 6.560 98.810 1.190 30.02 224 0.875 bicubic
466 vit_tiny_patch16_384 93.440 6.560 98.830 1.170 5.79 384 1.000 bicubic
467 botnet26t_256 resmlp_24_224 93.430 93.440 6.570 6.560 98.650 98.810 1.350 1.190 12.49 30.02 256 224 0.950 0.875 bicubic
468 res2net50_26w_8s 93.440 6.560 98.690 1.310 48.40 224 0.875 bilinear
469 lambda_resnet26rpt_256 93.430 6.570 98.880 1.120 10.99 256 0.940 bicubic
470 legacy_seresnet152 93.430 6.570 98.850 1.150 66.82 224 0.875 bilinear
471 botnet26t_256 93.430 6.570 98.650 1.350 12.49 256 0.950 bicubic
472 legacy_seresnext50_32x4d 93.420 6.580 98.800 1.200 27.56 224 0.875 bilinear
473 repvgg_b1 93.410 6.590 98.790 1.210 57.42 224 0.875 bilinear
474 lambda_resnet26t 93.400 6.600 98.730 1.270 10.96 256 0.940 bicubic
477 eca_botnext26ts_256 93.370 6.630 98.700 1.300 10.59 256 0.950 bicubic
478 xcit_tiny_12_p16_224_dist 93.350 6.650 98.740 1.260 6.72 224 1.000 bicubic
479 xcit_nano_12_p8_384_dist 93.270 6.730 98.850 1.150 3.05 384 1.000 bicubic
mixnet_l 93.270 6.730 98.700 1.300 7.33 224 0.875 bicubic
480 legacy_seresnet101 93.270 6.730 98.740 1.260 49.33 224 0.875 bilinear
481 mixnet_l 93.270 6.730 98.700 1.300 7.33 224 0.875 bicubic
482 dla102 93.260 6.740 98.770 1.230 33.27 224 0.875 bilinear
483 cs3darknet_m 93.260 6.740 98.720 1.280 9.31 288 0.950 bicubic
484 tv_resnet152 93.250 6.750 98.750 1.250 60.19 224 0.875 bilinear
489 dla60x 93.190 6.810 98.710 1.290 17.35 224 0.875 bilinear
490 res2net50_26w_4s 93.180 6.820 98.670 1.330 25.70 224 0.875 bilinear
491 tf_efficientnet_em 93.170 6.830 98.670 1.330 6.90 240 0.882 bicubic
vit_relpos_base_patch32_plus_rpn_256 93.160 6.840 98.320 1.680 119.42 256 0.900 bicubic
492 mobilevit_s 93.160 6.840 98.770 1.230 5.58 256 0.900 bicubic
493 res2next50 93.160 6.840 98.650 1.350 24.67 224 0.875 bilinear
494 vit_relpos_base_patch32_plus_rpn_256 93.160 6.840 98.320 1.680 119.42 256 0.900 bicubic
495 mobilevitv2_100 93.130 6.870 98.760 1.240 4.90 256 0.888 bicubic
496 cs3darknet_focus_m 93.110 6.890 98.740 1.260 9.30 288 0.950 bicubic
497 bat_resnext26ts 93.100 6.900 98.730 1.270 10.73 256 0.900 bicubic
498 tf_efficientnetv2_b0 93.060 6.940 98.690 1.310 7.14 224 0.875 bicubic
499 levit_128 93.050 6.950 98.700 1.300 9.21 224 0.900 bicubic
tf_mixnet_l 93.040 6.960 98.540 1.460 7.33 224 0.875 bicubic
500 res2net50_14w_8s 93.040 6.960 98.700 1.300 25.06 224 0.875 bilinear
501 tf_mixnet_l 93.040 6.960 98.540 1.460 7.33 224 0.875 bicubic
502 repvgg_b1g4 93.030 6.970 98.820 1.180 39.97 224 0.875 bilinear
503 efficientnet_b1 93.020 6.980 98.710 1.290 7.79 256 1.000 bicubic
adv_inception_v3 93.010 6.990 98.490 1.510 23.83 299 0.875 bicubic
504 selecsls60 93.010 6.990 98.830 1.170 30.67 224 0.875 bicubic
505 adv_inception_v3 93.010 6.990 98.490 1.510 23.83 299 0.875 bicubic
506 regnety_016 93.000 7.000 98.680 1.320 11.20 224 0.875 bicubic
507 hardcorenas_f 92.980 7.020 98.620 1.380 8.20 224 0.875 bilinear
508 efficientnet_b1_pruned 92.970 7.030 98.520 1.480 6.33 240 0.882 bicubic
510 hardcorenas_e 92.940 7.060 98.580 1.420 8.07 224 0.875 bilinear
511 efficientnet_es 92.920 7.080 98.690 1.310 5.44 224 0.875 bicubic
512 pit_xs_224 92.910 7.090 98.780 1.220 10.62 224 0.900 bicubic
gluon_resnet50_v1c 92.910 7.090 98.700 1.300 25.58 224 0.875 bicubic
513 tv_resnext50_32x4d 92.910 7.090 98.720 1.280 25.03 224 0.875 bilinear
514 gluon_resnet50_v1c 92.910 7.090 98.700 1.300 25.58 224 0.875 bicubic
515 densenet161 92.900 7.100 98.810 1.190 28.68 224 0.875 bicubic
516 inception_v3 92.900 7.100 98.330 1.670 23.83 299 0.875 bicubic
517 tv_resnet101 92.880 7.120 98.660 1.340 44.55 224 0.875 bilinear
520 coat_lite_tiny 92.860 7.140 98.640 1.360 5.72 224 0.900 bicubic
521 rexnet_100 92.850 7.150 98.620 1.380 4.80 224 0.875 bicubic
522 tf_efficientnet_cc_b0_4e 92.830 7.170 98.440 1.560 13.31 224 0.875 bicubic
seresnext26t_32x4d 92.820 7.180 98.560 1.440 16.81 224 0.875 bicubic
523 seresnext26ts 92.820 7.180 98.600 1.400 10.39 256 0.900 bicubic
524 seresnext26t_32x4d 92.820 7.180 98.560 1.440 16.81 224 0.875 bicubic
525 tinynet_a 92.810 7.190 98.560 1.440 6.19 192 0.875 bicubic
526 res2net50_48w_2s 92.790 7.210 98.480 1.520 25.29 224 0.875 bilinear
527 hrnet_w18 92.760 7.240 98.660 1.340 21.30 224 0.875 bilinear
528 crossvit_9_dagger_240 92.760 7.240 98.510 1.490 8.78 240 0.875 bicubic
529 densenet201 92.700 7.300 98.650 1.350 20.01 224 0.875 bicubic
gmixer_24_224 92.680 7.320 98.280 1.720 24.72 224 0.875 bicubic
530 repvgg_a2 92.680 7.320 98.520 1.480 28.21 224 0.875 bilinear
531 gmixer_24_224 92.680 7.320 98.280 1.720 24.72 224 0.875 bicubic
532 legacy_seresnet50 92.670 7.330 98.650 1.350 28.09 224 0.875 bilinear
533 resnet26t 92.670 7.330 98.580 1.420 16.01 256 0.940 bicubic
534 dla60 92.660 7.340 98.630 1.370 22.04 224 0.875 bilinear
541 skresnet34 92.570 7.430 98.520 1.480 22.28 224 0.875 bicubic
542 gluon_resnet50_v1b 92.560 7.440 98.550 1.450 25.56 224 0.875 bicubic
543 regnetx_016 92.530 7.470 98.550 1.450 9.19 224 0.875 bicubic
selecsls42b 92.480 7.520 98.440 1.560 32.46 224 0.875 bicubic
544 efficientnet_b0 92.480 7.520 98.680 1.320 5.29 224 0.875 bicubic
545 selecsls42b 92.480 7.520 98.440 1.560 32.46 224 0.875 bicubic
546 poolformer_s12 92.470 7.530 98.350 1.650 11.92 224 0.900 bicubic
547 xcit_tiny_12_p16_224 92.460 7.540 98.630 1.370 6.72 224 1.000 bicubic
548 gcresnext26ts 92.460 7.540 98.490 1.510 10.48 256 0.900 bicubic
556 convmixer_1024_20_ks9_p14 92.350 7.650 98.420 1.580 24.38 224 0.960 bicubic
557 tf_efficientnet_lite1 92.310 7.690 98.490 1.510 5.42 240 0.882 bicubic
558 densenet169 92.290 7.710 98.590 1.410 14.15 224 0.875 bicubic
mobilenetv3_large_100_miil 92.270 7.730 98.240 1.760 5.48 224 0.875 bilinear
559 mixnet_m 92.270 7.730 98.350 1.650 5.01 224 0.875 bicubic
560 mobilenetv3_large_100_miil 92.270 7.730 98.240 1.760 5.48 224 0.875 bilinear
561 resnet26d 92.260 7.740 98.450 1.550 16.01 224 0.875 bicubic
562 dpn68 92.250 7.750 98.610 1.390 12.61 224 0.875 bicubic
563 resnext26ts 92.220 7.780 98.250 1.750 10.30 256 0.900 bicubic
564 tf_mixnet_m 92.210 7.790 98.420 1.580 5.01 224 0.875 bicubic
565 vit_small_patch32_224 92.160 7.840 98.510 1.490 22.88 224 0.900 bicubic
tv_resnet50 92.130 7.870 98.420 1.580 25.56 224 0.875 bilinear
566 xcit_nano_12_p16_384_dist 92.130 7.870 98.520 1.480 3.05 384 1.000 bicubic
567 tf_efficientnet_es tv_resnet50 92.120 92.130 7.880 7.870 98.430 98.420 1.570 1.580 5.44 25.56 224 0.875 bicubic bilinear
568 resmlp_12_224 92.120 7.880 98.570 1.430 15.35 224 0.875 bicubic
569 tf_efficientnet_es 92.120 7.880 98.430 1.570 5.44 224 0.875 bicubic
570 mobilenetv2_140 92.040 7.960 98.250 1.750 6.11 224 0.875 bicubic
571 ese_vovnet19b_dw 92.000 8.000 98.510 1.490 6.54 224 0.875 bicubic
572 mobilevitv2_075 91.970 8.030 98.300 1.700 2.87 256 0.888 bicubic
581 repvgg_b0 91.680 8.320 98.450 1.550 15.82 224 0.875 bilinear
582 semnasnet_100 91.660 8.340 98.270 1.730 3.89 224 0.875 bicubic
583 hardcorenas_a 91.620 8.380 98.170 1.830 5.26 224 0.875 bilinear
mobilenetv3_rw 91.550 8.450 98.280 1.720 5.48 224 0.875 bicubic
584 regnety_006 91.550 8.450 98.430 1.570 6.06 224 0.875 bicubic
585 mobilenetv3_rw 91.550 8.450 98.280 1.720 5.48 224 0.875 bicubic
586 levit_128s 91.500 8.500 98.400 1.600 7.78 224 0.900 bicubic
587 legacy_seresnet34 91.490 8.510 98.200 1.800 21.96 224 0.875 bilinear
588 mobilenetv3_large_100 91.480 8.520 98.320 1.680 5.48 224 0.875 bicubic
615 ssl_resnet18 90.700 9.300 98.030 1.970 11.69 224 0.875 bilinear
616 spnasnet_100 90.600 9.400 97.960 2.040 4.42 224 0.875 bilinear
617 convit_tiny 90.550 9.450 98.220 1.780 5.71 224 0.875 bicubic
crossvit_tiny_240 90.540 9.460 97.940 2.060 7.01 240 0.875 bicubic
618 vgg16_bn 90.540 9.460 97.990 2.010 138.37 224 0.875 bilinear
619 crossvit_tiny_240 90.540 9.460 97.940 2.060 7.01 240 0.875 bicubic
620 pit_ti_224 90.440 9.560 98.010 1.990 4.85 224 0.900 bicubic
621 ghostnet_100 90.440 9.560 97.830 2.170 5.18 224 0.875 bilinear
622 tf_mobilenetv3_large_075 90.330 9.670 97.880 2.120 3.99 224 0.875 bilinear

@ -1,546 +1,550 @@
model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation,top1_diff,top5_diff,rank_diff
ig_resnext101_32x48d,79.650,20.350,89.393,10.607,828.41,224,0.875,bilinear,-17.320,-10.217,+34
ig_resnext101_32x32d,79.467,20.533,89.180,10.820,468.53,224,0.875,bilinear,-17.313,-10.350,+49
ig_resnext101_32x16d,78.817,21.183,88.477,11.523,194.03,224,0.875,bilinear,-17.623,-11.143,+83
ig_resnext101_32x48d,79.650,20.350,89.393,10.607,828.41,224,0.875,bilinear,-17.320,-10.277,+33
ig_resnext101_32x32d,79.467,20.533,89.180,10.820,468.53,224,0.875,bilinear,-17.313,-10.350,+51
ig_resnext101_32x16d,78.817,21.183,88.477,11.523,194.03,224,0.875,bilinear,-17.623,-11.063,+83
tf_efficientnet_l2_ns_475,76.470,23.530,88.653,11.347,480.31,475,0.936,bicubic,-21.280,-11.167,0
swsl_resnext101_32x16d,76.307,23.693,87.740,12.260,194.03,224,0.875,bilinear,-19.973,-11.760,+98
ig_resnext101_32x8d,75.800,24.200,86.213,13.787,88.79,224,0.875,bilinear,-20.140,-13.167,+137
swsl_resnext101_32x8d,75.583,24.417,86.940,13.060,88.79,224,0.875,bilinear,-20.657,-12.650,+102
tf_efficientnet_l2_ns,74.657,25.343,87.547,12.453,480.31,800,0.960,bicubic,-23.123,-12.273,-5
ig_resnext101_32x8d,75.800,24.200,86.213,13.787,88.79,224,0.875,bilinear,-20.140,-13.167,+140
swsl_resnext101_32x8d,75.583,24.417,86.940,13.060,88.79,224,0.875,bilinear,-20.657,-12.650,+101
tf_efficientnet_l2_ns,74.657,25.343,87.547,12.453,480.31,800,0.960,bicubic,-23.123,-12.343,-6
beit_large_patch16_384,73.280,26.720,85.023,14.977,305.00,384,1.000,bicubic,-24.530,-14.767,-8
beit_large_patch16_512,73.157,26.843,85.080,14.920,305.67,512,1.000,bicubic,-24.623,-14.810,-8
swsl_resnext101_32x4d,72.657,27.343,85.157,14.843,44.18,224,0.875,bilinear,-23.383,-14.373,+122
beit_large_patch16_512,73.157,26.843,85.080,14.920,305.67,512,1.000,bicubic,-24.623,-14.740,-7
swsl_resnext101_32x4d,72.657,27.343,85.157,14.843,44.18,224,0.875,bilinear,-23.383,-14.373,+121
beit_large_patch16_224,71.043,28.957,83.420,16.580,304.43,224,0.900,bicubic,-26.437,-16.270,-5
deit3_huge_patch14_224_in21ft1k,70.813,29.187,82.193,17.807,632.13,224,1.000,bicubic,-26.437,-17.527,+4
deit3_large_patch16_384_in21ft1k,70.563,29.437,82.437,17.563,304.76,384,1.000,bicubic,-26.997,-17.273,-9
deit3_large_patch16_224_in21ft1k,69.720,30.280,81.197,18.803,304.37,224,1.000,bicubic,-27.590,-18.483,-4
swsl_resnext50_32x4d,68.970,31.030,82.807,17.193,25.03,224,0.875,bilinear,-26.640,-16.633,+167
swsl_resnet50,68.293,31.707,83.300,16.700,25.56,224,0.875,bilinear,-26.907,-16.090,+211
swsl_resnext50_32x4d,68.970,31.030,82.807,17.193,25.03,224,0.875,bilinear,-26.640,-16.633,+166
swsl_resnet50,68.293,31.707,83.300,16.700,25.56,224,0.875,bilinear,-26.907,-16.090,+213
swinv2_large_window12to24_192to384_22kft1k,67.673,32.327,80.097,19.903,196.74,384,1.000,bicubic,-29.607,-19.683,-4
tf_efficientnet_b7_ns,67.537,32.463,81.380,18.620,66.35,600,0.949,bicubic,-29.653,-18.320,+3
vit_large_patch16_384,67.060,32.940,78.703,21.297,304.72,384,1.000,bicubic,-30.360,-21.077,-11
convnext_xlarge_384_in22ft1k,66.967,33.033,79.703,20.297,350.20,384,1.000,bicubic,-30.583,-20.097,-15
swin_large_patch4_window12_384,66.290,33.710,79.783,20.217,196.74,384,1.000,bicubic,-30.890,-19.897,+1
convnext_large_384_in22ft1k,65.980,34.020,79.203,20.797,197.77,384,1.000,bicubic,-31.460,-20.577,-15
swinv2_base_window12to24_192to384_22kft1k,65.740,34.260,79.310,20.690,87.92,384,1.000,bicubic,-31.520,-20.340,-8
swinv2_base_window12to24_192to384_22kft1k,65.740,34.260,79.310,20.690,87.92,384,1.000,bicubic,-31.520,-20.480,-9
swinv2_large_window12to16_192to256_22kft1k,65.633,34.367,78.460,21.540,196.74,256,0.900,bicubic,-31.607,-21.250,-5
tf_efficientnet_b6_ns,65.590,34.410,79.560,20.440,43.04,528,0.942,bicubic,-31.430,-20.150,+7
convnext_xlarge_in22ft1k,65.423,34.577,78.243,21.757,350.20,224,0.875,bicubic,-31.817,-21.487,-9
tf_efficientnet_b6_ns,65.590,34.410,79.560,20.440,43.04,528,0.942,bicubic,-31.430,-20.150,+5
convnext_xlarge_in22ft1k,65.423,34.577,78.243,21.757,350.20,224,0.875,bicubic,-31.817,-21.487,-8
vit_large_patch16_224,64.353,35.647,76.187,23.813,304.33,224,0.900,bicubic,-32.357,-23.463,+28
convnext_large_in22ft1k,64.177,35.823,77.580,22.420,197.77,224,0.875,bicubic,-33.083,-22.210,-14
vit_large_r50_s32_384,64.103,35.897,75.850,24.150,329.09,384,1.000,bicubic,-32.847,-23.860,+7
convnext_large_in22ft1k,64.177,35.823,77.580,22.420,197.77,224,0.875,bicubic,-33.083,-22.070,-13
vit_large_r50_s32_384,64.103,35.897,75.850,24.150,329.09,384,1.000,bicubic,-32.847,-23.860,+6
convnext_base_384_in22ft1k,64.093,35.907,77.733,22.267,88.59,384,1.000,bicubic,-33.197,-22.047,-19
swin_large_patch4_window7_224,63.867,36.133,78.177,21.823,196.53,224,0.900,bicubic,-33.083,-21.483,+4
swin_large_patch4_window7_224,63.867,36.133,78.177,21.823,196.53,224,0.900,bicubic,-33.083,-21.483,+5
beit_base_patch16_384,63.617,36.383,78.113,21.887,86.74,384,1.000,bicubic,-33.713,-21.607,-23
swin_base_patch4_window12_384,63.470,36.530,78.080,21.920,87.90,384,1.000,bicubic,-33.650,-21.700,-9
swinv2_base_window12to16_192to256_22kft1k,63.200,36.800,77.120,22.880,87.92,256,0.900,bicubic,-33.860,-22.540,-5
tf_efficientnet_b5_ns,63.043,36.957,77.773,22.227,30.39,456,0.934,bicubic,-33.827,-21.867,+8
deit3_base_patch16_384_in21ft1k,62.637,37.363,75.550,24.450,86.88,384,1.000,bicubic,-34.603,-24.120,-18
tf_efficientnet_b5_ns,63.043,36.957,77.773,22.227,30.39,456,0.934,bicubic,-33.827,-21.867,+7
deit3_base_patch16_384_in21ft1k,62.637,37.363,75.550,24.450,86.88,384,1.000,bicubic,-34.603,-24.120,-16
vit_base_patch8_224,62.197,37.803,75.617,24.383,86.58,224,0.900,bicubic,-34.883,-24.003,-10
convnext_base_in22ft1k,62.010,37.990,76.037,23.963,88.59,224,0.875,bicubic,-34.830,-23.613,+7
deit3_base_patch16_224_in21ft1k,61.787,38.213,74.723,25.277,86.59,224,1.000,bicubic,-35.083,-24.897,+3
tf_efficientnet_b4_ns,61.233,38.767,76.160,23.840,19.34,380,0.922,bicubic,-35.477,-23.480,+17
deit3_base_patch16_224_in21ft1k,61.787,38.213,74.723,25.277,86.59,224,1.000,bicubic,-35.083,-24.897,+4
tf_efficientnet_b4_ns,61.233,38.767,76.160,23.840,19.34,380,0.922,bicubic,-35.477,-23.480,+16
tf_efficientnetv2_l_in21ft1k,60.953,39.047,75.843,24.157,118.52,480,1.000,bicubic,-36.157,-23.867,-16
tf_efficientnetv2_xl_in21ft1k,60.680,39.320,74.397,25.603,208.12,512,1.000,bicubic,-36.470,-25.223,-19
beit_base_patch16_224,60.317,39.683,75.597,24.403,86.53,224,0.900,bicubic,-36.343,-24.063,+19
vit_base_patch16_384,60.187,39.813,73.837,26.163,86.86,384,1.000,bicubic,-36.833,-25.873,-14
vit_base_patch16_384,60.187,39.813,73.837,26.163,86.86,384,1.000,bicubic,-36.833,-25.873,-13
swin_base_patch4_window7_224,59.537,40.463,74.240,25.760,87.77,224,0.900,bicubic,-37.143,-25.420,+15
convnext_small_384_in22ft1k,59.110,40.890,73.903,26.097,50.22,384,1.000,bicubic,-37.980,-25.787,-20
volo_d5_512,58.920,41.080,73.200,26.800,296.09,512,1.150,bicubic,-38.370,-26.560,-35
volo_d5_448,58.793,41.207,73.057,26.943,295.91,448,1.150,bicubic,-38.447,-26.683,-28
tf_efficientnetv2_m_in21ft1k,58.643,41.357,73.980,26.020,54.14,480,1.000,bicubic,-38.327,-25.690,-16
volo_d5_448,58.793,41.207,73.057,26.943,295.91,448,1.150,bicubic,-38.447,-26.683,-31
tf_efficientnetv2_m_in21ft1k,58.643,41.357,73.980,26.020,54.14,480,1.000,bicubic,-38.327,-25.630,-15
vit_large_r50_s32_224,58.633,41.367,71.720,28.280,328.99,224,0.900,bicubic,-37.547,-27.820,+64
deit3_large_patch16_384,58.357,41.643,72.970,27.030,304.76,384,1.000,bicubic,-38.493,-26.650,-7
deit3_huge_patch14_224,58.110,41.890,72.130,27.870,632.13,224,0.900,bicubic,-38.470,-27.390,+16
tf_efficientnet_b8_ap,57.830,42.170,72.953,27.047,87.41,672,0.954,bicubic,-38.720,-26.587,+17
deit3_huge_patch14_224,58.110,41.890,72.130,27.870,632.13,224,0.900,bicubic,-38.470,-27.390,+15
tf_efficientnet_b8_ap,57.830,42.170,72.953,27.047,87.41,672,0.954,bicubic,-38.720,-26.587,+18
convnext_small_in22ft1k,57.533,42.467,72.677,27.323,50.22,224,0.875,bicubic,-38.927,-26.793,+27
cait_m48_448,57.477,42.523,71.867,28.133,356.46,448,1.000,bicubic,-39.403,-27.753,-14
cait_m36_384,57.467,42.533,72.320,27.680,271.22,384,1.000,bicubic,-39.363,-27.340,-10
tf_efficientnet_b3_ns,57.413,42.587,72.387,27.613,12.23,300,0.904,bicubic,-38.687,-27.093,+65
volo_d4_448,57.293,42.707,71.533,28.467,193.41,448,1.150,bicubic,-39.777,-28.217,-30
vit_base_patch16_224,56.840,43.160,70.637,29.363,86.57,224,0.900,bicubic,-39.460,-28.923,+41
volo_d5_224,56.490,43.510,70.647,29.353,295.46,224,0.960,bicubic,-40.390,-29.023,-20
volo_d5_224,56.490,43.510,70.647,29.353,295.46,224,0.960,bicubic,-40.390,-29.023,-21
deit3_large_patch16_224,56.463,43.537,70.463,29.537,304.37,224,0.900,bicubic,-39.727,-28.837,+52
xcit_large_24_p8_384_dist,56.350,43.650,71.320,28.680,188.93,384,1.000,bicubic,-40.410,-28.240,-9
xcit_large_24_p8_224_dist,56.027,43.973,70.663,29.337,188.93,224,1.000,bicubic,-40.613,-28.797,+1
xcit_large_24_p16_384_dist,54.910,45.090,69.863,30.137,189.10,384,1.000,bicubic,-42.030,-29.647,-27
volo_d4_224,54.743,45.257,68.860,31.140,192.96,224,0.960,bicubic,-42.037,-30.810,-14
volo_d4_224,54.743,45.257,68.860,31.140,192.96,224,0.960,bicubic,-42.037,-30.810,-16
deit3_small_patch16_384_in21ft1k,54.467,45.533,68.310,31.690,22.21,384,1.000,bicubic,-42.203,-31.330,-5
vit_base_r50_s16_384,54.400,45.600,69.563,30.437,98.95,384,1.000,bicubic,-42.050,-30.097,+16
resnetv2_152x4_bitm,54.323,45.677,70.173,29.827,936.53,480,1.000,bilinear,-42.557,-29.487,-29
vit_base_r50_s16_384,54.400,45.600,69.563,30.437,98.95,384,1.000,bicubic,-42.050,-30.097,+15
resnetv2_152x4_bitm,54.323,45.677,70.173,29.827,936.53,480,1.000,bilinear,-42.557,-29.487,-28
xcit_large_24_p16_224_dist,54.260,45.740,68.980,31.020,189.10,224,1.000,bicubic,-42.060,-30.520,+29
vit_small_r26_s32_384,54.203,45.797,68.747,31.253,36.47,384,1.000,bicubic,-41.857,-30.803,+60
volo_d3_448,53.993,46.007,68.023,31.977,86.63,448,1.000,bicubic,-43.027,-31.657,-40
vit_small_r26_s32_384,54.203,45.797,68.747,31.253,36.47,384,1.000,bicubic,-41.857,-30.803,+59
volo_d3_448,53.993,46.007,68.023,31.977,86.63,448,1.000,bicubic,-43.027,-31.657,-39
tf_efficientnet_b5_ap,53.867,46.133,69.163,30.837,30.39,456,0.934,bicubic,-42.213,-30.377,+51
xcit_medium_24_p8_224_dist,53.663,46.337,68.407,31.593,84.32,224,1.000,bicubic,-42.857,-31.183,0
tf_efficientnet_b2_ns,53.597,46.403,70.277,29.723,9.11,260,0.890,bicubic,-41.923,-29.063,+118
xcit_medium_24_p8_224_dist,53.663,46.337,68.407,31.593,84.32,224,1.000,bicubic,-42.857,-31.103,+1
tf_efficientnet_b2_ns,53.597,46.403,70.277,29.723,9.11,260,0.890,bicubic,-41.923,-29.063,+119
tf_efficientnet_b6_ap,53.567,46.433,68.550,31.450,43.04,528,0.942,bicubic,-42.803,-31.000,+15
cait_s36_384,53.550,46.450,68.020,31.980,68.37,384,1.000,bicubic,-43.080,-31.580,-11
convnext_large,53.533,46.467,68.183,31.817,197.77,224,0.875,bicubic,-42.487,-31.287,+58
deit3_base_patch16_384,53.510,46.490,67.630,32.370,86.88,384,1.000,bicubic,-42.720,-31.770,+32
deit3_base_patch16_224,53.457,46.543,67.593,32.407,86.59,224,0.900,bicubic,-42.323,-31.677,+80
tf_efficientnet_b8,53.410,46.590,69.090,30.910,87.41,672,0.954,bicubic,-43.290,-30.440,-22
xcit_medium_24_p8_384_dist,53.407,46.593,68.137,31.863,84.32,384,1.000,bicubic,-43.373,-31.473,-29
vit_base_patch32_384,53.300,46.700,68.043,31.957,88.30,384,1.000,bicubic,-42.600,-31.397,+64
deit3_base_patch16_224,53.457,46.543,67.593,32.407,86.59,224,0.900,bicubic,-42.323,-31.677,+81
tf_efficientnet_b8,53.410,46.590,69.090,30.910,87.41,672,0.954,bicubic,-43.290,-30.440,-21
xcit_medium_24_p8_384_dist,53.407,46.593,68.137,31.863,84.32,384,1.000,bicubic,-43.373,-31.473,-30
vit_base_patch32_384,53.300,46.700,68.043,31.957,88.30,384,1.000,bicubic,-42.600,-31.397,+65
tf_efficientnet_b7_ap,53.260,46.740,68.867,31.133,66.35,600,0.949,bicubic,-43.090,-30.723,+9
xcit_medium_24_p16_384_dist,53.213,46.787,68.057,31.943,84.40,384,1.000,bicubic,-43.487,-31.543,-25
xcit_medium_24_p16_384_dist,53.213,46.787,68.057,31.943,84.40,384,1.000,bicubic,-43.487,-31.543,-26
tf_efficientnetv2_s_in21ft1k,53.143,46.857,69.007,30.993,21.46,384,1.000,bicubic,-43.327,-30.563,-8
tf_efficientnet_b4_ap,53.093,46.907,68.213,31.787,19.34,380,0.922,bicubic,-42.397,-31.177,+108
tf_efficientnet_b4_ap,53.093,46.907,68.213,31.787,19.34,380,0.922,bicubic,-42.397,-31.177,+109
regnetz_e8,53.017,46.983,67.140,32.860,57.70,320,1.000,bicubic,-43.583,-32.470,-21
dm_nfnet_f5,52.870,47.130,67.427,32.573,377.21,544,0.954,bicubic,-43.940,-32.243,-41
volo_d3_224,52.703,47.297,66.320,33.680,86.33,224,0.960,bicubic,-43.737,-33.220,-5
deit3_small_patch16_224_in21ft1k,52.690,47.310,66.877,33.123,22.06,224,1.000,bicubic,-43.130,-32.433,+65
volo_d3_224,52.703,47.297,66.320,33.680,86.33,224,0.960,bicubic,-43.737,-33.300,-5
deit3_small_patch16_224_in21ft1k,52.690,47.310,66.877,33.123,22.06,224,1.000,bicubic,-43.130,-32.523,+66
dm_nfnet_f6,52.447,47.553,67.113,32.887,438.36,576,0.956,bicubic,-44.473,-32.607,-53
tf_efficientnet_b7,52.393,47.607,68.230,31.770,66.35,600,0.949,bicubic,-44.187,-31.290,-25
tf_efficientnet_b7,52.393,47.607,68.230,31.770,66.35,600,0.949,bicubic,-44.187,-31.290,-24
tf_efficientnetv2_l,52.387,47.613,67.240,32.760,118.52,480,1.000,bicubic,-44.263,-32.320,-30
xcit_small_24_p8_384_dist,52.360,47.640,66.833,33.167,47.63,384,1.000,bicubic,-44.450,-32.797,-46
swsl_resnet18,52.337,47.663,70.477,29.523,11.69,224,0.875,bilinear,-38.733,-27.733,+508
efficientnetv2_rw_m,52.323,47.677,67.210,32.790,53.24,416,1.000,bicubic,-43.947,-32.350,+7
swsl_resnet18,52.337,47.663,70.477,29.523,11.69,224,0.875,bilinear,-38.733,-27.733,+512
efficientnetv2_rw_m,52.323,47.677,67.210,32.790,53.24,416,1.000,bicubic,-43.947,-32.350,+8
deit_base_distilled_patch16_384,52.253,47.747,67.737,32.263,87.63,384,1.000,bicubic,-44.257,-31.853,-22
xcit_medium_24_p16_224_dist,52.197,47.803,66.893,33.107,84.40,224,1.000,bicubic,-44.063,-32.517,+7
xcit_small_24_p8_224_dist,52.197,47.803,66.767,33.233,47.63,224,1.000,bicubic,-44.353,-32.803,-28
xcit_small_24_p8_224_dist,52.197,47.803,66.767,33.233,47.63,224,1.000,bicubic,-44.353,-32.803,-29
dm_nfnet_f3,52.130,47.870,66.740,33.260,254.92,416,0.940,bicubic,-44.600,-32.890,-46
resnetv2_152x2_bit_teacher_384,51.943,48.057,68.663,31.337,236.34,384,1.000,bicubic,-44.247,-30.837,+11
resmlp_big_24_224_in22ft1k,51.893,48.107,68.470,31.530,129.14,224,0.875,bicubic,-44.457,-31.050,-9
xcit_small_24_p16_384_dist,51.883,48.117,66.367,33.633,47.67,384,1.000,bicubic,-44.457,-33.183,-9
xcit_small_24_p16_384_dist,51.883,48.117,66.367,33.633,47.67,384,1.000,bicubic,-44.457,-33.213,-9
cait_s24_384,51.783,48.217,66.320,33.680,47.06,384,1.000,bicubic,-44.787,-33.230,-35
resnetv2_152x2_bitm,51.757,48.243,69.247,30.753,236.34,448,1.000,bilinear,-44.763,-30.263,-31
resnetv2_152x2_bitm,51.757,48.243,69.247,30.753,236.34,448,1.000,bilinear,-44.763,-30.343,-32
ecaresnet269d,51.663,48.337,66.043,33.957,102.09,352,1.000,bicubic,-44.797,-33.567,-27
vit_base_patch16_224_miil,51.550,48.450,65.207,34.793,86.54,224,0.875,bilinear,-44.480,-34.143,+26
convnext_tiny_384_in22ft1k,51.453,48.547,66.427,33.573,28.59,384,1.000,bicubic,-44.717,-32.973,+9
convnext_base,51.247,48.753,66.190,33.810,88.59,224,0.875,bicubic,-44.693,-33.190,+34
pit_b_distilled_224,51.157,48.843,66.773,33.227,74.79,224,0.900,bicubic,-44.913,-32.567,+15
vit_base_patch16_224_miil,51.550,48.450,65.207,34.793,86.54,224,0.875,bilinear,-44.480,-34.143,+27
convnext_tiny_384_in22ft1k,51.453,48.547,66.427,33.573,28.59,384,1.000,bicubic,-44.717,-33.053,+8
convnext_base,51.247,48.753,66.190,33.810,88.59,224,0.875,bicubic,-44.693,-33.190,+35
pit_b_distilled_224,51.157,48.843,66.773,33.227,74.79,224,0.900,bicubic,-44.913,-32.607,+17
xcit_small_12_p8_384_dist,51.093,48.907,65.833,34.167,26.21,384,1.000,bicubic,-45.387,-33.657,-35
convnext_tiny_in22ft1k,51.083,48.917,66.620,33.380,28.59,224,0.875,bicubic,-44.647,-32.680,+55
dm_nfnet_f4,50.907,49.093,65.563,34.437,316.07,512,0.951,bicubic,-45.873,-34.057,-64
tf_efficientnet_b1_ns,50.900,49.100,67.927,32.073,7.79,240,0.882,bicubic,-43.960,-31.323,+166
volo_d2_384,50.883,49.117,65.637,34.363,58.87,384,1.000,bicubic,-45.827,-33.963,-59
xcit_small_24_p16_224_dist,50.730,49.270,65.033,34.967,47.67,224,1.000,bicubic,-45.060,-34.317,+41
convnext_tiny_in22ft1k,51.083,48.917,66.620,33.380,28.59,224,0.875,bicubic,-44.647,-32.740,+54
dm_nfnet_f4,50.907,49.093,65.563,34.437,316.07,512,0.951,bicubic,-45.873,-34.057,-63
tf_efficientnet_b1_ns,50.900,49.100,67.927,32.073,7.79,240,0.882,bicubic,-43.960,-31.323,+169
volo_d2_384,50.883,49.117,65.637,34.363,58.87,384,1.000,bicubic,-45.827,-33.963,-58
xcit_small_24_p16_224_dist,50.730,49.270,65.033,34.967,47.67,224,1.000,bicubic,-45.060,-34.317,+42
tf_efficientnetv2_m,50.560,49.440,66.000,34.000,54.14,480,1.000,bicubic,-45.980,-33.570,-45
xcit_small_12_p16_384_dist,50.527,49.473,65.297,34.703,26.25,384,1.000,bicubic,-45.803,-34.193,-21
efficientnet_b4,50.503,49.497,65.707,34.293,19.34,384,1.000,bicubic,-45.027,-33.693,+71
efficientnet_b4,50.503,49.497,65.707,34.293,19.34,384,1.000,bicubic,-45.027,-33.693,+72
volo_d1_384,50.473,49.527,64.927,35.073,26.78,384,1.000,bicubic,-45.997,-34.623,-42
xcit_small_12_p8_224_dist,50.440,49.560,65.433,34.567,26.21,224,1.000,bicubic,-45.520,-33.987,+20
resnetv2_101x3_bitm,50.403,49.597,67.787,32.213,387.93,448,1.000,bilinear,-45.847,-31.803,-16
regnetz_040h,50.330,49.670,65.630,34.370,28.94,320,1.000,bicubic,-46.000,-33.890,-27
ssl_resnext101_32x16d,50.250,49.750,66.017,33.983,194.03,224,0.875,bilinear,-45.160,-33.393,+79
cait_s24_224,50.240,49.760,65.023,34.977,46.92,224,1.000,bicubic,-45.400,-34.367,+53
eca_nfnet_l2,50.233,49.767,65.453,34.547,56.72,384,1.000,bicubic,-46.217,-34.167,-44
vit_small_patch16_384,50.167,49.833,65.807,34.193,22.20,384,1.000,bicubic,-45.813,-33.783,+11
ssl_resnext101_32x16d,50.250,49.750,66.017,33.983,194.03,224,0.875,bilinear,-45.160,-33.393,+82
cait_s24_224,50.240,49.760,65.023,34.977,46.92,224,1.000,bicubic,-45.400,-34.367,+54
eca_nfnet_l2,50.233,49.767,65.453,34.547,56.72,384,1.000,bicubic,-46.217,-34.167,-43
vit_small_patch16_384,50.167,49.833,65.807,34.193,22.20,384,1.000,bicubic,-45.813,-33.783,+12
resnest269e,50.153,49.847,64.663,35.337,110.93,416,0.928,bicubic,-45.967,-34.857,-8
deit_base_distilled_patch16_224,50.060,49.940,66.223,33.777,87.34,224,0.900,bicubic,-45.690,-33.057,+32
tf_efficientnet_b3_ap,50.043,49.957,65.213,34.787,12.23,300,0.904,bicubic,-44.927,-33.897,+131
resnest200e,49.877,50.123,64.740,35.260,70.20,320,0.909,bicubic,-46.193,-34.680,-5
deit_base_distilled_patch16_224,50.060,49.940,66.223,33.777,87.34,224,0.900,bicubic,-45.690,-33.057,+35
tf_efficientnet_b3_ap,50.043,49.957,65.213,34.787,12.23,300,0.904,bicubic,-44.927,-33.897,+136
resnest200e,49.877,50.123,64.740,35.260,70.20,320,0.909,bicubic,-46.193,-34.740,-6
volo_d2_224,49.813,50.187,64.587,35.413,58.68,224,0.960,bicubic,-46.607,-34.913,-45
seresnextaa101d_32x8d,49.767,50.233,64.420,35.580,93.59,288,1.000,bicubic,-46.653,-35.100,-47
xception65,49.757,50.243,63.523,36.477,39.92,299,0.940,bicubic,-45.933,-35.787,+39
swinv2_base_window16_256,49.667,50.333,63.810,36.190,87.92,256,0.900,bicubic,-46.503,-35.670,-19
convnext_small,49.573,50.427,64.830,35.170,50.22,224,0.875,bicubic,-46.037,-34.430,+44
cait_xs24_384,49.537,50.463,64.900,35.100,26.67,384,1.000,bicubic,-46.473,-34.620,0
tf_efficientnet_b5,49.510,50.490,65.650,34.350,30.39,456,0.934,bicubic,-46.470,-33.800,+1
xception65,49.757,50.243,63.523,36.477,39.92,299,0.940,bicubic,-45.933,-35.787,+42
swinv2_base_window16_256,49.667,50.333,63.810,36.190,87.92,256,0.900,bicubic,-46.503,-35.590,-18
convnext_small,49.573,50.427,64.830,35.170,50.22,224,0.875,bicubic,-46.037,-34.430,+47
cait_xs24_384,49.537,50.463,64.900,35.100,26.67,384,1.000,bicubic,-46.473,-34.530,+1
tf_efficientnet_b5,49.510,50.490,65.650,34.350,30.39,456,0.934,bicubic,-46.470,-33.800,+2
resnetv2_152x2_bit_teacher,49.487,50.513,65.620,34.380,236.34,224,0.875,bicubic,-46.263,-33.810,+24
resnet200d,49.473,50.527,64.327,35.673,64.69,320,1.000,bicubic,-46.637,-35.133,-19
xcit_small_12_p16_224_dist,49.420,50.580,63.840,36.160,26.25,224,1.000,bicubic,-46.310,-35.520,+23
resnest101e,49.363,50.637,65.597,34.403,48.28,256,0.875,bilinear,-46.197,-33.673,+44
xcit_small_12_p16_224_dist,49.420,50.580,63.840,36.160,26.25,224,1.000,bicubic,-46.310,-35.460,+27
resnest101e,49.363,50.637,65.597,34.403,48.28,256,0.875,bilinear,-46.197,-33.673,+45
regnetz_040,49.283,50.717,64.063,35.937,27.12,320,1.000,bicubic,-46.897,-35.447,-28
seresnet152d,49.250,50.750,64.177,35.823,66.84,320,1.000,bicubic,-47.060,-35.333,-46
resnet152d,49.250,50.750,64.417,35.583,60.21,320,1.000,bicubic,-46.620,-35.013,+4
vit_base_patch32_224,49.250,50.750,64.343,35.657,88.22,224,0.900,bicubic,-45.140,-34.717,+200
resnet152d,49.250,50.750,64.417,35.583,60.21,320,1.000,bicubic,-46.620,-35.013,+8
vit_base_patch32_224,49.250,50.750,64.343,35.657,88.22,224,0.900,bicubic,-45.140,-34.717,+203
seresnet152d,49.250,50.750,64.177,35.823,66.84,320,1.000,bicubic,-47.060,-35.333,-47
xcit_large_24_p8_224,49.237,50.763,62.840,37.160,188.93,224,1.000,bicubic,-46.843,-36.310,-23
ssl_resnext101_32x8d,49.097,50.903,65.483,34.517,88.79,224,0.875,bilinear,-46.233,-33.827,+67
resmlp_big_24_distilled_224,49.097,50.903,65.477,34.523,129.14,224,0.875,bicubic,-46.773,-33.963,0
volo_d1_224,48.970,51.030,63.190,36.810,26.63,224,0.960,bicubic,-47.060,-36.200,-16
repvgg_b3,48.920,51.080,64.880,35.120,123.09,224,0.875,bilinear,-45.640,-34.030,+175
ssl_resnext101_32x8d,49.097,50.903,65.483,34.517,88.79,224,0.875,bilinear,-46.233,-33.827,+70
resmlp_big_24_distilled_224,49.097,50.903,65.477,34.523,129.14,224,0.875,bicubic,-46.773,-33.963,+1
volo_d1_224,48.970,51.030,63.190,36.810,26.63,224,0.960,bicubic,-47.060,-36.200,-17
repvgg_b3,48.920,51.080,64.880,35.120,123.09,224,0.875,bilinear,-45.640,-34.030,+179
resnetrs420,48.857,51.143,63.427,36.573,191.89,416,1.000,bicubic,-47.553,-36.113,-64
deit3_small_patch16_384,48.670,51.330,62.823,37.177,22.21,384,1.000,bicubic,-46.940,-36.567,+28
deit3_small_patch16_384,48.670,51.330,62.823,37.177,22.21,384,1.000,bicubic,-46.940,-36.567,+29
seresnext101d_32x8d,48.597,51.403,62.960,37.040,93.59,288,1.000,bicubic,-47.763,-36.510,-63
efficientnetv2_rw_s,48.593,51.407,63.837,36.163,23.94,384,1.000,bicubic,-47.107,-35.543,+17
regnetz_d32,48.590,51.410,65.190,34.810,27.58,320,0.950,bicubic,-47.280,-34.240,-8
swinv2_small_window16_256,48.577,51.423,62.763,37.237,49.73,256,0.900,bicubic,-47.493,-36.617,-30
efficientnet_b3,48.567,51.433,64.250,35.750,12.23,320,1.000,bicubic,-46.573,-34.960,+75
ecaresnet101d,48.537,51.463,64.097,35.903,44.57,224,0.875,bicubic,-46.623,-35.133,+71
dm_nfnet_f2,48.367,51.633,63.230,36.770,193.78,352,0.920,bicubic,-48.093,-36.310,-80
vit_small_r26_s32_224,48.367,51.633,63.800,36.200,36.43,224,0.900,bicubic,-46.753,-35.280,+77
swinv2_base_window8_256,48.340,51.660,63.597,36.403,87.92,256,0.900,bicubic,-47.730,-35.883,-34
repvgg_b3g4,48.303,51.697,64.793,35.207,83.83,224,0.875,bilinear,-46.197,-34.227,+172
vit_large_patch32_384,48.247,51.753,61.823,38.177,306.63,384,1.000,bicubic,-46.993,-37.497,+59
convit_base,48.220,51.780,63.007,36.993,86.54,224,0.875,bicubic,-46.880,-36.133,+79
swin_s3_base_224,48.140,51.860,62.263,37.737,71.13,224,0.900,bicubic,-47.900,-37.087,-35
sequencer2d_l,48.107,51.893,62.343,37.657,54.30,224,0.875,bicubic,-47.763,-37.127,-16
resnetrs350,48.057,51.943,62.650,37.350,163.96,384,1.000,bicubic,-48.183,-36.820,-59
regnetz_d8,48.013,51.987,64.410,35.590,23.37,320,1.000,bicubic,-47.997,-35.020,-33
twins_svt_large,47.947,52.053,62.910,37.090,99.27,224,0.900,bicubic,-47.773,-36.380,-1
vit_relpos_base_patch16_224,47.937,52.063,62.847,37.153,86.43,224,0.900,bicubic,-47.193,-36.453,+65
mixer_b16_224_miil,47.800,52.200,63.397,36.603,59.88,224,0.875,bilinear,-47.090,-35.683,+104
repvgg_b2g4,47.793,52.207,64.377,35.623,61.76,224,0.875,bilinear,-46.027,-34.553,+241
vit_relpos_base_patch16_clsgap_224,47.763,52.237,62.410,37.590,86.43,224,0.900,bicubic,-47.487,-36.790,+47
vit_relpos_medium_patch16_cls_224,47.660,52.340,61.803,38.197,38.76,224,0.900,bicubic,-47.640,-37.287,+42
efficientnetv2_rw_s,48.593,51.407,63.837,36.163,23.94,384,1.000,bicubic,-47.107,-35.543,+18
regnetz_d32,48.590,51.410,65.190,34.810,27.58,320,0.950,bicubic,-47.280,-34.240,-5
swinv2_small_window16_256,48.577,51.423,62.763,37.237,49.73,256,0.900,bicubic,-47.493,-36.577,-29
efficientnet_b3,48.567,51.433,64.250,35.750,12.23,320,1.000,bicubic,-46.573,-34.960,+78
ecaresnet101d,48.537,51.463,64.097,35.903,44.57,224,0.875,bicubic,-46.623,-35.133,+74
vit_small_r26_s32_224,48.367,51.633,63.800,36.200,36.43,224,0.900,bicubic,-46.753,-35.420,+82
dm_nfnet_f2,48.367,51.633,63.230,36.770,193.78,352,0.920,bicubic,-48.093,-36.310,-81
swinv2_base_window8_256,48.340,51.660,63.597,36.403,87.92,256,0.900,bicubic,-47.730,-35.823,-36
repvgg_b3g4,48.303,51.697,64.793,35.207,83.83,224,0.875,bilinear,-46.197,-34.227,+176
vit_large_patch32_384,48.247,51.753,61.823,38.177,306.63,384,1.000,bicubic,-46.993,-37.497,+62
convit_base,48.220,51.780,63.007,36.993,86.54,224,0.875,bicubic,-46.880,-36.133,+81
swin_s3_base_224,48.140,51.860,62.263,37.737,71.13,224,0.900,bicubic,-47.900,-37.087,-34
sequencer2d_l,48.107,51.893,62.343,37.657,54.30,224,0.875,bicubic,-47.763,-37.127,-18
resnetrs350,48.057,51.943,62.650,37.350,163.96,384,1.000,bicubic,-48.183,-36.820,-60
regnetz_d8,48.013,51.987,64.410,35.590,23.37,320,1.000,bicubic,-47.997,-35.110,-33
twins_svt_large,47.947,52.053,62.910,37.090,99.27,224,0.900,bicubic,-47.773,-36.460,0
vit_relpos_base_patch16_224,47.937,52.063,62.847,37.153,86.43,224,0.900,bicubic,-47.193,-36.453,+66
mixer_b16_224_miil,47.800,52.200,63.397,36.603,59.88,224,0.875,bilinear,-47.090,-35.683,+107
repvgg_b2g4,47.793,52.207,64.377,35.623,61.76,224,0.875,bilinear,-46.027,-34.553,+244
vit_relpos_base_patch16_clsgap_224,47.763,52.237,62.410,37.590,86.43,224,0.900,bicubic,-47.487,-36.790,+50
vit_relpos_medium_patch16_cls_224,47.660,52.340,61.803,38.197,38.76,224,0.900,bicubic,-47.640,-37.287,+45
seresnext101_32x8d,47.653,52.347,61.447,38.553,93.57,288,1.000,bicubic,-48.477,-37.913,-57
eca_nfnet_l1,47.643,52.357,62.763,37.237,41.41,320,1.000,bicubic,-48.297,-36.727,-33
resnetv2_50x3_bitm,47.593,52.407,65.603,34.397,217.32,448,1.000,bilinear,-48.677,-34.027,-74
pit_s_distilled_224,47.547,52.453,63.497,36.503,24.04,224,0.900,bicubic,-47.193,-35.683,+115
resnest50d_4s2x40d,47.490,52.510,63.817,36.183,30.42,224,0.875,bicubic,-47.220,-35.013,+119
efficientnet_b3_pruned,47.443,52.557,62.787,37.213,9.86,300,0.904,bicubic,-47.137,-36.013,+140
eca_nfnet_l1,47.643,52.357,62.763,37.237,41.41,320,1.000,bicubic,-48.297,-36.727,-34
resnetv2_50x3_bitm,47.593,52.407,65.603,34.397,217.32,448,1.000,bilinear,-48.677,-34.027,-75
pit_s_distilled_224,47.547,52.453,63.497,36.503,24.04,224,0.900,bicubic,-47.193,-35.683,+119
resnest50d_4s2x40d,47.490,52.510,63.817,36.183,30.42,224,0.875,bicubic,-47.220,-35.323,+123
efficientnet_b3_pruned,47.443,52.557,62.787,37.213,9.86,300,0.904,bicubic,-47.137,-36.283,+144
crossvit_18_dagger_408,47.380,52.620,60.943,39.057,44.61,408,1.000,bicubic,-48.750,-38.527,-64
xcit_small_24_p8_224,47.297,52.703,60.983,39.017,47.63,224,1.000,bicubic,-48.613,-38.197,-38
tresnet_m,47.217,52.783,62.000,38.000,31.39,224,0.875,bilinear,-48.163,-37.150,+26
xcit_small_24_p8_224,47.297,52.703,60.983,39.017,47.63,224,1.000,bicubic,-48.613,-38.197,-37
tresnet_m,47.217,52.783,62.000,38.000,31.39,224,0.875,bilinear,-48.163,-37.150,+29
tf_efficientnet_b6,47.207,52.793,63.110,36.890,43.04,528,0.942,bicubic,-49.083,-36.410,-84
convnext_tiny,47.180,52.820,63.217,36.783,28.59,224,0.875,bicubic,-47.780,-35.983,+78
ssl_resnext101_32x4d,47.167,52.833,63.367,36.633,44.18,224,0.875,bilinear,-47.983,-35.763,+45
resnetrs270,47.107,52.893,62.013,37.987,129.86,352,1.000,bicubic,-48.953,-37.467,-59
convnext_tiny,47.180,52.820,63.217,36.783,28.59,224,0.875,bicubic,-47.780,-35.983,+81
ssl_resnext101_32x4d,47.167,52.833,63.367,36.633,44.18,224,0.875,bilinear,-47.983,-35.933,+47
resnetrs270,47.107,52.893,62.013,37.987,129.86,352,1.000,bicubic,-48.953,-37.467,-58
regnetz_d8_evos,47.080,52.920,63.390,36.610,23.46,320,0.950,bicubic,-49.140,-36.100,-78
tf_efficientnet_b4,47.080,52.920,62.857,37.143,19.34,380,0.922,bicubic,-48.510,-36.473,-5
regnetz_d8_evos,47.080,52.920,63.390,36.610,23.46,320,0.950,bicubic,-49.140,-36.100,-79
vit_base_patch16_rpn_224,47.063,52.937,62.403,37.597,86.54,224,0.900,bicubic,-47.757,-36.687,+91
swinv2_small_window8_256,47.030,52.970,62.297,37.703,49.73,256,0.900,bicubic,-48.700,-37.083,-27
xcit_small_12_p8_224,46.983,53.017,60.537,39.463,26.21,224,1.000,bicubic,-48.437,-38.663,+9
xcit_large_24_p16_224,46.960,53.040,60.670,39.330,189.10,224,1.000,bicubic,-47.990,-38.160,+71
convnext_tiny_hnf,46.937,53.063,61.200,38.800,28.59,224,0.950,bicubic,-47.833,-37.750,+96
xception65p,46.933,53.067,61.083,38.917,39.82,299,0.940,bicubic,-48.727,-38.187,-20
vit_base_patch16_rpn_224,47.063,52.937,62.403,37.597,86.54,224,0.900,bicubic,-47.757,-36.687,+95
swinv2_small_window8_256,47.030,52.970,62.297,37.703,49.73,256,0.900,bicubic,-48.700,-37.063,-25
xcit_small_12_p8_224,46.983,53.017,60.537,39.463,26.21,224,1.000,bicubic,-48.437,-38.663,+12
xcit_large_24_p16_224,46.960,53.040,60.670,39.330,189.10,224,1.000,bicubic,-47.990,-38.160,+75
convnext_tiny_hnf,46.937,53.063,61.200,38.800,28.59,224,0.950,bicubic,-47.833,-37.960,+97
xception65p,46.933,53.067,61.083,38.917,39.82,299,0.940,bicubic,-48.727,-38.187,-19
resnet101d,46.893,53.107,62.323,37.677,44.57,320,1.000,bicubic,-48.857,-37.117,-35
resnet152,46.800,53.200,60.410,39.590,60.19,224,0.950,bicubic,-48.750,-38.850,-11
gluon_seresnext101_64x4d,46.677,53.323,61.297,38.703,88.23,224,0.875,bicubic,-47.983,-37.753,+113
twins_pcpvt_large,46.627,53.373,62.233,37.767,60.99,224,0.900,bicubic,-49.093,-37.137,-32
resnet152,46.800,53.200,60.410,39.590,60.19,224,0.950,bicubic,-48.750,-38.850,-10
gluon_seresnext101_64x4d,46.677,53.323,61.297,38.703,88.23,224,0.875,bicubic,-47.983,-37.683,+117
twins_pcpvt_large,46.627,53.373,62.233,37.767,60.99,224,0.900,bicubic,-49.093,-37.257,-31
dm_nfnet_f1,46.547,53.453,61.403,38.597,132.63,320,0.910,bicubic,-49.833,-38.067,-112
regnetv_064,46.480,53.520,62.253,37.747,30.58,288,1.000,bicubic,-49.290,-37.167,-42
xcit_medium_24_p8_224,46.473,53.527,59.647,40.353,84.32,224,1.000,bicubic,-49.397,-39.433,-51
crossvit_15_dagger_408,46.457,53.543,60.487,39.513,28.50,408,1.000,bicubic,-49.363,-38.913,-48
resnetrs200,46.430,53.570,61.060,38.940,93.21,320,1.000,bicubic,-49.910,-38.520,-110
swin_s3_small_224,46.393,53.607,60.897,39.103,49.74,224,0.900,bicubic,-49.447,-38.303,-52
fbnetv3_g,46.347,53.653,62.403,37.597,16.62,288,0.950,bilinear,-48.783,-36.797,+27
sequencer2d_m,46.297,53.703,60.903,39.097,38.31,224,0.875,bicubic,-49.303,-38.367,-25
tresnet_xl,46.280,53.720,61.950,38.050,78.44,224,0.875,bilinear,-48.780,-37.310,+43
xcit_tiny_24_p8_384_dist,46.263,53.737,60.713,39.287,12.11,384,1.000,bicubic,-49.977,-38.727,-103
xcit_tiny_24_p8_224_dist,46.257,53.743,60.607,39.393,12.11,224,1.000,bicubic,-49.203,-38.783,-12
gernet_m,46.170,53.830,62.700,37.300,21.14,224,0.875,bilinear,-48.380,-36.230,+115
deit_small_distilled_patch16_224,46.163,53.837,62.403,37.597,22.44,224,0.900,bicubic,-48.437,-36.697,+106
regnety_160,46.163,53.837,61.843,38.157,83.59,288,1.000,bicubic,-49.717,-37.717,-67
crossvit_base_240,46.133,53.867,60.223,39.777,105.03,240,0.875,bicubic,-48.937,-38.897,+36
regnetv_064,46.480,53.520,62.253,37.747,30.58,288,1.000,bicubic,-49.290,-37.167,-41
xcit_medium_24_p8_224,46.473,53.527,59.647,40.353,84.32,224,1.000,bicubic,-49.397,-39.433,-50
crossvit_15_dagger_408,46.457,53.543,60.487,39.513,28.50,408,1.000,bicubic,-49.363,-38.823,-47
resnetrs200,46.430,53.570,61.060,38.940,93.21,320,1.000,bicubic,-49.910,-38.490,-110
swin_s3_small_224,46.393,53.607,60.897,39.103,49.74,224,0.900,bicubic,-49.447,-38.303,-51
fbnetv3_g,46.347,53.653,62.403,37.597,16.62,288,0.950,bilinear,-48.783,-36.797,+31
sequencer2d_m,46.297,53.703,60.903,39.097,38.31,224,0.875,bicubic,-49.303,-38.367,-24
tresnet_xl,46.280,53.720,61.950,38.050,78.44,224,0.875,bilinear,-48.780,-37.310,+46
xcit_tiny_24_p8_384_dist,46.263,53.737,60.713,39.287,12.11,384,1.000,bicubic,-49.977,-38.727,-101
xcit_tiny_24_p8_224_dist,46.257,53.743,60.607,39.393,12.11,224,1.000,bicubic,-49.203,-38.753,-9
gernet_m,46.170,53.830,62.700,37.300,21.14,224,0.875,bilinear,-48.380,-36.230,+121
deit_small_distilled_patch16_224,46.163,53.837,62.403,37.597,22.44,224,0.900,bicubic,-48.437,-36.697,+110
regnety_160,46.163,53.837,61.843,38.157,83.59,288,1.000,bicubic,-49.717,-37.717,-66
crossvit_base_240,46.133,53.867,60.223,39.777,105.03,240,0.875,bicubic,-48.937,-38.757,+39
swinv2_cr_small_ns_224,46.123,53.877,60.787,39.213,49.70,224,0.900,bicubic,-49.567,-38.523,-41
resnest50d_1s4x24d,46.093,53.907,62.377,37.623,25.68,224,0.875,bicubic,-48.297,-36.693,+125
tf_efficientnet_b0_ns,46.053,53.947,63.270,36.730,5.29,224,0.875,bicubic,-47.697,-35.700,+203
resnest50d_1s4x24d,46.093,53.907,62.377,37.623,25.68,224,0.875,bicubic,-48.297,-36.693,+130
tf_efficientnet_b0_ns,46.053,53.947,63.270,36.730,5.29,224,0.875,bicubic,-47.697,-35.700,+206
jx_nest_base,46.040,53.960,60.093,39.907,67.72,224,0.875,bicubic,-49.500,-39.207,-30
resnet51q,46.027,53.973,60.903,39.097,35.70,288,1.000,bilinear,-49.173,-38.377,+8
vit_small_patch16_224,46.000,54.000,61.820,38.180,22.05,224,0.900,bicubic,-48.880,-37.450,+56
vit_relpos_medium_patch16_224,45.960,54.040,61.030,38.970,38.75,224,0.900,bicubic,-49.240,-38.190,+4
regnety_080,45.953,54.047,60.880,39.120,39.18,288,1.000,bicubic,-49.897,-38.560,-70
resnest50d,45.943,54.057,62.630,37.370,27.48,224,0.875,bilinear,-48.677,-36.400,+91
deit3_small_patch16_224,45.923,54.077,58.893,41.107,22.06,224,0.900,bicubic,-48.767,-39.857,+80
crossvit_18_240,45.903,54.097,60.383,39.617,43.27,240,0.875,bicubic,-49.167,-38.597,+21
twins_pcpvt_base,45.893,54.107,61.343,38.657,43.83,224,0.900,bicubic,-49.567,-38.017,-27
regnety_032,45.883,54.117,61.533,38.467,19.44,288,1.000,bicubic,-49.597,-37.787,-32
levit_384,45.873,54.127,61.690,38.310,39.13,224,0.900,bicubic,-49.337,-37.470,-4
twins_svt_base,45.873,54.127,60.967,39.033,56.07,224,0.900,bicubic,-49.697,-38.263,-45
crossvit_18_dagger_240,45.850,54.150,59.923,40.077,44.27,240,0.875,bicubic,-49.330,-39.197,-2
vit_relpos_medium_patch16_rpn_224,45.753,54.247,60.957,39.043,38.73,224,0.900,bicubic,-49.317,-38.333,+16
vit_srelpos_medium_patch16_224,45.730,54.270,61.070,38.930,38.74,224,0.900,bicubic,-49.170,-38.130,+39
crossvit_15_dagger_240,45.697,54.303,60.090,39.910,28.21,240,0.875,bicubic,-49.283,-39.070,+25
regnetz_c16,45.690,54.310,62.517,37.483,13.46,320,0.940,bicubic,-49.700,-36.763,-28
convmixer_1536_20,45.660,54.340,61.770,38.230,51.63,224,0.960,bicubic,-49.310,-37.400,+26
gc_efficientnetv2_rw_t,45.657,54.343,60.200,39.800,13.68,288,1.000,bicubic,-49.633,-39.020,-19
efficientnetv2_rw_t,45.607,54.393,60.187,39.813,13.65,288,1.000,bicubic,-49.463,-39.033,+11
gluon_seresnext101_32x4d,45.597,54.403,61.140,38.860,48.96,224,0.875,bicubic,-48.853,-37.950,+98
xcit_tiny_24_p16_384_dist,45.587,54.413,60.510,39.490,12.12,384,1.000,bicubic,-49.903,-38.850,-45
xcit_medium_24_p16_224,45.527,54.473,59.000,41.000,84.40,224,1.000,bicubic,-49.603,-39.930,-4
xcit_small_24_p16_224,45.517,54.483,58.887,41.113,47.67,224,1.000,bicubic,-49.563,-40.183,+4
resnet51q,46.027,53.973,60.903,39.097,35.70,288,1.000,bilinear,-49.173,-38.377,+10
vit_small_patch16_224,46.000,54.000,61.820,38.180,22.05,224,0.900,bicubic,-48.880,-37.450,+59
vit_relpos_medium_patch16_224,45.960,54.040,61.030,38.970,38.75,224,0.900,bicubic,-49.240,-38.190,+9
regnety_080,45.953,54.047,60.880,39.120,39.18,288,1.000,bicubic,-49.897,-38.560,-69
resnest50d,45.943,54.057,62.630,37.370,27.48,224,0.875,bilinear,-48.677,-36.400,+95
deit3_small_patch16_224,45.923,54.077,58.893,41.107,22.06,224,0.900,bicubic,-48.767,-39.857,+84
crossvit_18_240,45.903,54.097,60.383,39.617,43.27,240,0.875,bicubic,-49.167,-38.737,+27
twins_pcpvt_base,45.893,54.107,61.343,38.657,43.83,224,0.900,bicubic,-49.567,-38.047,-26
regnety_032,45.883,54.117,61.533,38.467,19.44,288,1.000,bicubic,-49.597,-37.787,-31
levit_384,45.873,54.127,61.690,38.310,39.13,224,0.900,bicubic,-49.337,-37.470,-1
twins_svt_base,45.873,54.127,60.967,39.033,56.07,224,0.900,bicubic,-49.697,-38.263,-44
crossvit_18_dagger_240,45.850,54.150,59.923,40.077,44.27,240,0.875,bicubic,-49.330,-39.197,+1
vit_relpos_medium_patch16_rpn_224,45.753,54.247,60.957,39.043,38.73,224,0.900,bicubic,-49.317,-38.233,+20
vit_srelpos_medium_patch16_224,45.730,54.270,61.070,38.930,38.74,224,0.900,bicubic,-49.170,-38.130,+42
crossvit_15_dagger_240,45.697,54.303,60.090,39.910,28.21,240,0.875,bicubic,-49.283,-39.070,+28
regnetz_c16,45.690,54.310,62.517,37.483,13.46,320,0.940,bicubic,-49.700,-36.793,-24
convmixer_1536_20,45.660,54.340,61.770,38.230,51.63,224,0.960,bicubic,-49.310,-37.400,+29
gc_efficientnetv2_rw_t,45.657,54.343,60.200,39.800,13.68,288,1.000,bicubic,-49.633,-39.020,-16
efficientnetv2_rw_t,45.607,54.393,60.187,39.813,13.65,288,1.000,bicubic,-49.463,-39.033,+13
gluon_seresnext101_32x4d,45.597,54.403,61.140,38.860,48.96,224,0.875,bicubic,-48.853,-37.950,+102
xcit_tiny_24_p16_384_dist,45.587,54.413,60.510,39.490,12.12,384,1.000,bicubic,-49.903,-38.850,-44
xcit_medium_24_p16_224,45.527,54.473,59.000,41.000,84.40,224,1.000,bicubic,-49.603,-39.930,-1
xcit_small_24_p16_224,45.517,54.483,58.887,41.113,47.67,224,1.000,bicubic,-49.563,-40.183,+6
dm_nfnet_f0,45.480,54.520,60.990,39.010,71.49,256,0.900,bicubic,-50.210,-38.340,-69
resnext101_64x4d,45.453,54.547,59.040,40.960,83.46,288,1.000,bicubic,-50.087,-40.250,-56
gluon_resnet152_v1d,45.437,54.563,60.083,39.917,60.21,224,0.875,bicubic,-49.003,-38.927,+93
nfnet_l0,45.423,54.577,62.073,37.927,35.07,288,1.000,bicubic,-49.967,-37.237,-37
ssl_resnext50_32x4d,45.403,54.597,62.033,37.967,25.03,224,0.875,bilinear,-49.297,-37.207,+55
xcit_small_12_p16_224,45.397,54.603,59.417,40.583,26.25,224,1.000,bicubic,-49.423,-39.643,+34
resnetv2_50x1_bit_distilled,45.397,54.603,62.310,37.690,25.55,224,0.875,bicubic,-50.003,-37.120,-42
jx_nest_small,45.353,54.647,59.010,40.990,38.35,224,0.875,bicubic,-50.177,-40.210,-59
resnet61q,45.283,54.717,59.400,40.600,36.85,288,1.000,bicubic,-49.837,-39.810,-9
tresnet_xl_448,45.223,54.777,61.440,38.560,78.44,448,0.875,bilinear,-50.287,-37.900,-59
nasnetalarge,45.207,54.793,57.880,42.120,88.75,331,0.911,bicubic,-49.943,-41.420,-22
convit_small,45.197,54.803,60.497,39.503,27.78,224,0.875,bicubic,-49.723,-38.613,+16
swin_small_patch4_window7_224,45.157,54.843,60.333,39.667,49.61,224,0.900,bicubic,-50.563,-39.157,-85
tf_efficientnet_b3,45.100,54.900,60.643,39.357,12.23,300,0.904,bicubic,-49.810,-38.467,+15
resnet101,45.087,54.913,59.577,40.423,44.55,224,0.950,bicubic,-49.893,-39.503,+3
sequencer2d_s,45.083,54.917,60.067,39.933,27.65,224,0.875,bicubic,-50.387,-39.353,-60
rexnet_200,45.057,54.943,62.313,37.687,16.37,224,0.875,bicubic,-49.603,-36.837,+52
resnext101_64x4d,45.453,54.547,59.040,40.960,83.46,288,1.000,bicubic,-50.087,-40.250,-54
gluon_resnet152_v1d,45.437,54.563,60.083,39.917,60.21,224,0.875,bicubic,-49.003,-38.927,+97
nfnet_l0,45.423,54.577,62.073,37.927,35.07,288,1.000,bicubic,-49.967,-37.347,-36
ssl_resnext50_32x4d,45.403,54.597,62.033,37.967,25.03,224,0.875,bilinear,-49.297,-37.207,+59
resnetv2_50x1_bit_distilled,45.397,54.603,62.310,37.690,25.55,224,0.875,bicubic,-50.003,-37.120,-41
xcit_small_12_p16_224,45.397,54.603,59.417,40.583,26.25,224,1.000,bicubic,-49.423,-39.643,+38
jx_nest_small,45.353,54.647,59.010,40.990,38.35,224,0.875,bicubic,-50.177,-40.210,-58
cs3se_edgenet_x,45.327,54.673,60.383,39.617,50.72,320,1.000,bicubic,-50.683,-39.057,-114
resnet61q,45.283,54.717,59.400,40.600,36.85,288,1.000,bicubic,-49.837,-39.680,-7
cs3edgenet_x,45.280,54.720,60.287,39.713,47.82,288,1.000,bicubic,-50.190,-38.993,-54
tresnet_xl_448,45.223,54.777,61.440,38.560,78.44,448,0.875,bilinear,-50.287,-37.900,-60
nasnetalarge,45.207,54.793,57.880,42.120,88.75,331,0.911,bicubic,-49.943,-41.250,-20
convit_small,45.197,54.803,60.497,39.503,27.78,224,0.875,bicubic,-49.723,-38.613,+17
swin_small_patch4_window7_224,45.157,54.843,60.333,39.667,49.61,224,0.900,bicubic,-50.563,-38.957,-86
tf_efficientnet_b3,45.100,54.900,60.643,39.357,12.23,300,0.904,bicubic,-49.810,-38.467,+16
resnet101,45.087,54.913,59.577,40.423,44.55,224,0.950,bicubic,-49.893,-39.503,+4
sequencer2d_s,45.083,54.917,60.067,39.933,27.65,224,0.875,bicubic,-50.387,-39.203,-60
rexnet_200,45.057,54.943,62.313,37.687,16.37,224,0.875,bicubic,-49.603,-36.777,+53
resnetrs152,44.957,55.043,59.707,40.293,86.62,320,1.000,bicubic,-51.003,-39.673,-120
resnetv2_101,44.933,55.067,58.837,41.163,44.54,224,0.950,bicubic,-49.997,-40.363,+7
ecaresnetlight,44.893,55.107,60.777,39.223,30.16,224,0.875,bicubic,-49.247,-38.173,+114
deit_base_patch16_224,44.873,55.127,59.190,40.810,86.57,224,0.900,bicubic,-50.137,-39.790,-7
cait_xxs36_384,44.777,55.223,59.367,40.633,17.37,384,1.000,bicubic,-50.443,-39.953,-40
deit_base_patch16_384,44.770,55.230,59.627,40.373,86.86,384,1.000,bicubic,-50.880,-39.613,-88
resmlp_36_distilled_224,44.757,55.243,61.073,38.927,44.69,224,0.875,bicubic,-49.793,-38.087,+62
gernet_l,44.730,55.270,58.947,41.053,31.08,256,0.875,bilinear,-50.200,-40.193,0
xcit_tiny_24_p16_224_dist,44.720,55.280,59.420,40.580,12.12,224,1.000,bicubic,-49.500,-39.540,+98
resmlp_24_distilled_224,44.710,55.290,61.463,38.537,30.02,224,0.875,bicubic,-49.630,-37.627,+83
resnetv2_101,44.933,55.067,58.837,41.163,44.54,224,0.950,bicubic,-49.997,-40.283,+9
ecaresnetlight,44.893,55.107,60.777,39.223,30.16,224,0.875,bicubic,-49.247,-38.173,+116
deit_base_patch16_224,44.873,55.127,59.190,40.810,86.57,224,0.900,bicubic,-50.137,-39.790,-4
cait_xxs36_384,44.777,55.223,59.367,40.633,17.37,384,1.000,bicubic,-50.443,-39.953,-39
deit_base_patch16_384,44.770,55.230,59.627,40.373,86.86,384,1.000,bicubic,-50.880,-39.613,-89
resmlp_36_distilled_224,44.757,55.243,61.073,38.927,44.69,224,0.875,bicubic,-49.793,-38.087,+63
gernet_l,44.730,55.270,58.947,41.053,31.08,256,0.875,bilinear,-50.200,-40.253,+1
xcit_tiny_24_p16_224_dist,44.720,55.280,59.420,40.580,12.12,224,1.000,bicubic,-49.500,-39.540,+101
resmlp_24_distilled_224,44.710,55.290,61.463,38.537,30.02,224,0.875,bicubic,-49.630,-37.627,+85
tf_efficientnet_b2_ap,44.707,55.293,60.680,39.320,9.11,260,0.890,bicubic,-49.563,-38.270,+90
swinv2_tiny_window16_256,44.573,55.427,59.577,40.423,28.35,256,0.900,bicubic,-50.787,-39.723,-59
vit_relpos_small_patch16_224,44.550,55.450,60.203,39.797,21.98,224,0.900,bicubic,-50.140,-38.897,+32
gmlp_s16_224,44.483,55.517,58.627,41.373,19.42,224,0.875,bicubic,-49.027,-40.153,+180
ens_adv_inception_resnet_v2,44.390,55.610,58.110,41.890,55.84,299,0.897,bicubic,-49.730,-40.680,+104
tresnet_l,44.360,55.640,59.947,40.053,55.99,224,0.875,bilinear,-50.540,-39.083,-2
gluon_resnext101_32x4d,44.287,55.713,59.090,40.910,44.18,224,0.875,bicubic,-49.833,-39.840,+103
poolformer_m48,44.270,55.730,59.300,40.700,73.47,224,0.950,bicubic,-50.860,-39.820,-42
wide_resnet50_2,44.180,55.820,59.697,40.303,68.88,224,0.875,bicubic,-50.480,-39.283,+31
regnetz_c16_evos,44.160,55.840,61.057,38.943,13.49,320,0.950,bicubic,-51.470,-38.363,-100
vit_srelpos_small_patch16_224,44.137,55.863,59.710,40.290,21.97,224,0.900,bicubic,-50.413,-39.430,+49
crossvit_15_240,44.123,55.877,59.130,40.870,27.53,240,0.875,bicubic,-50.597,-39.950,+15
seresnext50_32x4d,44.120,55.880,59.480,40.520,27.56,224,0.875,bicubic,-50.690,-39.650,+2
resnetv2_101x1_bitm,44.113,55.887,61.980,38.020,44.54,448,1.000,bilinear,-51.207,-37.390,-67
gluon_resnet152_v1s,44.070,55.930,58.700,41.300,60.32,224,0.875,bicubic,-50.650,-40.360,+13
pit_b_224,44.067,55.933,58.017,41.983,73.76,224,0.900,bicubic,-50.723,-40.803,+1
poolformer_m36,44.020,55.980,59.067,40.933,56.17,224,0.950,bicubic,-50.990,-40.033,-29
ssl_resnet50,44.020,55.980,61.910,38.090,25.56,224,0.875,bilinear,-50.300,-37.240,+68
inception_resnet_v2,44.007,55.993,57.907,42.093,55.84,299,0.897,bicubic,-50.323,-40.893,+65
pnasnet5large,43.953,56.047,56.723,43.277,86.06,331,0.911,bicubic,-51.407,-42.407,-78
pit_s_224,43.893,56.107,58.637,41.363,23.46,224,0.900,bicubic,-50.687,-40.483,+33
gluon_resnext101_64x4d,43.880,56.120,58.703,41.297,83.46,224,0.875,bicubic,-50.470,-40.177,+60
coat_lite_small,43.813,56.187,57.143,42.857,19.84,224,0.900,bicubic,-51.267,-41.887,-47
regnetv_040,43.793,56.207,58.460,41.540,20.64,288,1.000,bicubic,-51.937,-40.900,-127
tnt_s_patch16_224,43.777,56.223,59.197,40.803,23.76,224,0.900,bicubic,-50.793,-39.983,+30
mobilevitv2_200_in22ft1k,43.770,56.230,59.500,40.500,18.45,256,0.888,bicubic,-51.280,-39.580,-41
swinv2_cr_small_224,43.770,56.230,57.690,42.310,49.70,224,0.900,bicubic,-51.630,-41.360,-92
cspresnext50,43.763,56.237,60.143,39.857,20.57,256,0.887,bilinear,-50.477,-38.907,+66
cait_xxs36_224,43.760,56.240,58.730,41.270,17.30,224,1.000,bicubic,-50.170,-40.160,+99
ecaresnet50d,43.743,56.257,60.373,39.627,25.58,224,0.875,bicubic,-50.457,-38.647,+71
ecaresnet101d_pruned,43.740,56.260,59.607,40.393,24.88,224,0.875,bicubic,-50.720,-39.483,+36
vit_relpos_small_patch16_224,44.550,55.450,60.203,39.797,21.98,224,0.900,bicubic,-50.140,-38.897,+33
gmlp_s16_224,44.483,55.517,58.627,41.373,19.42,224,0.875,bicubic,-49.027,-40.153,+182
ens_adv_inception_resnet_v2,44.390,55.610,58.110,41.890,55.84,299,0.897,bicubic,-49.730,-40.680,+107
tresnet_l,44.360,55.640,59.947,40.053,55.99,224,0.875,bilinear,-50.540,-39.083,0
gluon_resnext101_32x4d,44.287,55.713,59.090,40.910,44.18,224,0.875,bicubic,-49.833,-39.840,+104
poolformer_m48,44.270,55.730,59.300,40.700,73.47,224,0.950,bicubic,-50.860,-39.820,-40
wide_resnet50_2,44.180,55.820,59.697,40.303,68.88,224,0.875,bicubic,-50.480,-39.353,+35
regnetz_c16_evos,44.160,55.840,61.057,38.943,13.49,320,0.950,bicubic,-51.470,-38.363,-101
vit_srelpos_small_patch16_224,44.137,55.863,59.710,40.290,21.97,224,0.900,bicubic,-50.413,-39.430,+50
crossvit_15_240,44.123,55.877,59.130,40.870,27.53,240,0.875,bicubic,-50.597,-39.950,+18
seresnext50_32x4d,44.120,55.880,59.480,40.520,27.56,224,0.875,bicubic,-50.690,-39.650,+4
resnetv2_101x1_bitm,44.113,55.887,61.980,38.020,44.54,448,1.000,bilinear,-51.207,-37.390,-66
gluon_resnet152_v1s,44.070,55.930,58.700,41.300,60.32,224,0.875,bicubic,-50.650,-40.360,+16
pit_b_224,44.067,55.933,58.017,41.983,73.76,224,0.900,bicubic,-50.723,-40.803,+3
ssl_resnet50,44.020,55.980,61.910,38.090,25.56,224,0.875,bilinear,-50.300,-37.240,+71
poolformer_m36,44.020,55.980,59.067,40.933,56.17,224,0.950,bicubic,-50.990,-40.033,-30
inception_resnet_v2,44.007,55.993,57.907,42.093,55.84,299,0.897,bicubic,-50.323,-40.893,+68
pnasnet5large,43.953,56.047,56.723,43.277,86.06,331,0.911,bicubic,-51.407,-42.407,-76
pit_s_224,43.893,56.107,58.637,41.363,23.46,224,0.900,bicubic,-50.687,-40.293,+34
gluon_resnext101_64x4d,43.880,56.120,58.703,41.297,83.46,224,0.875,bicubic,-50.470,-40.177,+62
coat_lite_small,43.813,56.187,57.143,42.857,19.84,224,0.900,bicubic,-51.267,-41.887,-45
regnetv_040,43.793,56.207,58.460,41.540,20.64,288,1.000,bicubic,-51.937,-40.920,-130
tnt_s_patch16_224,43.777,56.223,59.197,40.803,23.76,224,0.900,bicubic,-50.793,-39.983,+32
mobilevitv2_200_in22ft1k,43.770,56.230,59.500,40.500,18.45,256,0.888,bicubic,-51.280,-39.580,-40
swinv2_cr_small_224,43.770,56.230,57.690,42.310,49.70,224,0.900,bicubic,-51.630,-41.360,-89
cspresnext50,43.763,56.237,60.143,39.857,20.57,256,0.887,bilinear,-50.477,-38.907,+68
cait_xxs36_224,43.760,56.240,58.730,41.270,17.30,224,1.000,bicubic,-50.170,-40.160,+102
ecaresnet50d,43.743,56.257,60.373,39.627,25.58,224,0.875,bicubic,-50.457,-38.647,+73
ecaresnet101d_pruned,43.740,56.260,59.607,40.393,24.88,224,0.875,bicubic,-50.720,-39.483,+38
swin_s3_tiny_224,43.717,56.283,59.510,40.490,28.33,224,0.900,bicubic,-51.183,-39.650,-27
tf_efficientnetv2_s,43.707,56.293,58.597,41.403,21.46,384,1.000,bicubic,-52.003,-40.803,-131
rexnet_150,43.687,56.313,60.890,39.110,9.73,224,0.875,bicubic,-50.593,-38.190,+54
pit_xs_distilled_224,43.660,56.340,60.707,39.293,11.00,224,0.900,bicubic,-49.580,-38.143,+177
tf_efficientnetv2_s,43.707,56.293,58.597,41.403,21.46,384,1.000,bicubic,-52.003,-40.803,-132
rexnet_150,43.687,56.313,60.890,39.110,9.73,224,0.875,bicubic,-50.593,-38.190,+56
pit_xs_distilled_224,43.660,56.340,60.707,39.293,11.00,224,0.900,bicubic,-49.580,-38.123,+179
xcit_tiny_12_p8_224_dist,43.640,56.360,58.457,41.543,6.71,224,1.000,bicubic,-51.080,-40.723,-7
edgenext_small,43.617,56.383,59.883,40.117,5.59,320,1.000,bicubic,-51.213,-39.527,-25
crossvit_small_240,43.473,56.527,58.940,41.060,26.86,240,0.875,bicubic,-51.107,-39.990,+13
edgenext_small,43.617,56.383,59.883,40.117,5.59,320,1.000,bicubic,-51.213,-39.527,-23
crossvit_small_240,43.473,56.527,58.940,41.060,26.86,240,0.875,bicubic,-51.107,-40.180,+15
cs3sedarknet_x,43.460,56.540,58.843,41.157,35.40,288,1.000,bicubic,-51.960,-40.477,-106
gluon_resnet101_v1d,43.430,56.570,58.610,41.390,44.57,224,0.875,bicubic,-50.750,-40.330,+64
ecaresnet50t,43.413,56.587,59.300,40.700,25.57,320,0.950,bicubic,-51.657,-39.890,-59
gluon_resnet101_v1s,43.363,56.637,58.510,41.490,44.67,224,0.875,bicubic,-50.807,-40.400,+65
cspdarknet53,43.353,56.647,59.430,40.570,27.64,256,0.887,bilinear,-50.737,-39.550,+70
ecaresnet50t,43.413,56.587,59.300,40.700,25.57,320,0.950,bicubic,-51.657,-39.990,-62
gluon_resnet101_v1s,43.363,56.637,58.510,41.490,44.67,224,0.875,bicubic,-50.807,-40.500,+65
cspdarknet53,43.353,56.647,59.430,40.570,27.64,256,0.887,bilinear,-50.737,-39.550,+72
xcit_tiny_24_p8_224,43.303,56.697,57.273,42.727,12.11,224,1.000,bicubic,-51.587,-41.917,-37
xcit_tiny_12_p8_384_dist,43.300,56.700,58.177,41.823,6.71,384,1.000,bicubic,-52.040,-41.163,-100
dpn68b,43.277,56.723,58.673,41.327,12.61,224,0.875,bicubic,-50.343,-40.377,+124
convmixer_768_32,43.267,56.733,59.367,40.633,21.11,224,0.960,bicubic,-51.163,-39.743,+24
visformer_small,43.257,56.743,57.980,42.020,40.22,224,0.900,bicubic,-51.713,-41.230,-53
eca_nfnet_l0,43.233,56.767,59.907,40.093,24.14,288,1.000,bicubic,-52.217,-39.483,-116
regnety_064,43.223,56.777,57.230,42.770,30.58,288,1.000,bicubic,-52.567,-42.060,-160
vit_relpos_base_patch32_plus_rpn_256,43.167,56.833,58.430,41.570,119.42,256,0.900,bicubic,-49.993,-40.220,+167
vit_small_patch32_384,43.143,56.857,59.293,40.707,22.92,384,1.000,bicubic,-51.457,-39.847,-2
resnest26d,43.140,56.860,60.637,39.363,17.07,224,0.875,bilinear,-50.100,-38.193,+159
twins_pcpvt_small,43.087,56.913,58.877,41.123,24.11,224,0.900,bicubic,-51.513,-40.273,-5
resmlp_36_224,43.050,56.950,59.313,40.687,44.69,224,0.875,bicubic,-50.600,-39.637,+109
cspresnet50,43.047,56.953,59.167,40.833,21.62,256,0.887,bilinear,-50.813,-39.693,+81
dpn131,43.040,56.960,57.420,42.580,79.25,224,0.875,bicubic,-50.710,-41.410,+95
dpn68b,43.277,56.723,58.673,41.327,12.61,224,0.875,bicubic,-50.343,-40.027,+126
convmixer_768_32,43.267,56.733,59.367,40.633,21.11,224,0.960,bicubic,-51.163,-39.743,+25
visformer_small,43.257,56.743,57.980,42.020,40.22,224,0.900,bicubic,-51.713,-41.230,-55
eca_nfnet_l0,43.233,56.767,59.907,40.093,24.14,288,1.000,bicubic,-52.217,-39.483,-117
regnety_064,43.223,56.777,57.230,42.770,30.58,288,1.000,bicubic,-52.567,-42.060,-162
vit_relpos_base_patch32_plus_rpn_256,43.167,56.833,58.430,41.570,119.42,256,0.900,bicubic,-49.993,-39.890,+170
vit_small_patch32_384,43.143,56.857,59.293,40.707,22.92,384,1.000,bicubic,-51.457,-39.847,-1
resnest26d,43.140,56.860,60.637,39.363,17.07,224,0.875,bilinear,-50.100,-38.213,+160
twins_pcpvt_small,43.087,56.913,58.877,41.123,24.11,224,0.900,bicubic,-51.513,-40.273,-4
resmlp_36_224,43.050,56.950,59.313,40.687,44.69,224,0.875,bicubic,-50.600,-39.637,+110
cspresnet50,43.047,56.953,59.167,40.833,21.62,256,0.887,bilinear,-50.813,-39.693,+83
dpn131,43.040,56.960,57.420,42.580,79.25,224,0.875,bicubic,-50.710,-41.410,+97
tf_efficientnet_lite4,42.980,57.020,57.640,42.360,13.01,380,0.920,bilinear,-51.890,-41.450,-47
twins_svt_small,42.930,57.070,58.467,41.533,24.06,224,0.900,bicubic,-51.840,-40.693,-39
mobilevitv2_200_384_in22ft1k,42.917,57.083,58.987,41.013,18.45,384,1.000,bicubic,-52.473,-40.433,-120
gluon_resnet152_v1b,42.893,57.107,57.740,42.260,60.19,224,0.875,bicubic,-51.137,-41.010,+58
fbnetv3_d,42.890,57.110,59.690,40.310,10.31,256,0.950,bilinear,-50.960,-39.210,+78
dpn107,42.860,57.140,57.363,42.637,86.92,224,0.875,bicubic,-51.100,-41.467,+63
levit_256,42.813,57.187,57.903,42.097,18.89,224,0.900,bicubic,-51.597,-41.157,+8
gluon_resnet152_v1c,42.810,57.190,57.737,42.263,60.21,224,0.875,bicubic,-51.080,-41.063,+68
tf_efficientnet_b1_ap,42.800,57.200,58.817,41.183,7.79,240,0.882,bicubic,-50.830,-39.983,+101
gluon_xception65,42.790,57.210,58.820,41.180,39.92,299,0.903,bicubic,-51.220,-40.200,+55
gcresnet50t,42.790,57.210,59.190,40.810,25.90,256,0.900,bicubic,-51.830,-39.790,-22
twins_svt_small,42.930,57.070,58.467,41.533,24.06,224,0.900,bicubic,-51.840,-40.613,-37
mobilevitv2_200_384_in22ft1k,42.917,57.083,58.987,41.013,18.45,384,1.000,bicubic,-52.473,-40.293,-119
gluon_resnet152_v1b,42.893,57.107,57.740,42.260,60.19,224,0.875,bicubic,-51.137,-41.010,+60
fbnetv3_d,42.890,57.110,59.690,40.310,10.31,256,0.950,bilinear,-50.960,-39.220,+78
dpn107,42.860,57.140,57.363,42.637,86.92,224,0.875,bicubic,-51.100,-41.467,+65
levit_256,42.813,57.187,57.903,42.097,18.89,224,0.900,bicubic,-51.597,-41.157,+9
gluon_resnet152_v1c,42.810,57.190,57.737,42.263,60.21,224,0.875,bicubic,-51.080,-41.063,+70
tf_efficientnet_b1_ap,42.800,57.200,58.817,41.183,7.79,240,0.882,bicubic,-50.830,-39.983,+103
gcresnet50t,42.790,57.210,59.190,40.810,25.90,256,0.900,bicubic,-51.830,-39.790,-18
gluon_xception65,42.790,57.210,58.820,41.180,39.92,299,0.903,bicubic,-51.220,-40.200,+56
tresnet_l_448,42.750,57.250,58.943,41.057,55.99,448,0.875,bilinear,-52.650,-40.357,-132
cs3darknet_x,42.717,57.283,58.197,41.803,35.05,288,1.000,bicubic,-52.553,-41.083,-119
resnet50d,42.697,57.303,58.687,41.313,25.58,224,0.875,bicubic,-51.373,-40.213,+46
gluon_seresnext50_32x4d,42.683,57.317,58.700,41.300,27.56,224,0.875,bicubic,-51.487,-40.310,+34
resnet50d,42.697,57.303,58.687,41.313,25.58,224,0.875,bicubic,-51.373,-40.233,+46
gluon_seresnext50_32x4d,42.683,57.317,58.700,41.300,27.56,224,0.875,bicubic,-51.487,-40.210,+36
convnext_nano,42.590,57.410,57.497,42.503,15.59,288,1.000,bicubic,-52.270,-41.653,-60
xcit_tiny_12_p16_384_dist,42.587,57.413,58.087,41.913,6.72,384,1.000,bicubic,-51.943,-41.083,-10
resnext101_32x8d,42.570,57.430,58.293,41.707,88.79,224,0.875,bilinear,-51.200,-40.657,+76
regnety_040,42.567,57.433,57.037,42.963,20.65,288,1.000,bicubic,-52.903,-42.233,-146
regnety_040,42.567,57.433,57.037,42.963,20.65,288,1.000,bicubic,-52.903,-42.383,-149
seresnet50,42.513,57.487,58.677,41.323,28.09,224,0.875,bicubic,-51.567,-40.273,+39
nf_resnet50,42.507,57.493,59.520,40.480,25.56,288,0.940,bicubic,-51.883,-39.550,-2
nf_resnet50,42.507,57.493,59.520,40.480,25.56,288,0.940,bicubic,-51.883,-39.550,-3
mobilevitv2_175_in22ft1k,42.500,57.500,58.133,41.867,14.25,256,0.888,bicubic,-52.280,-40.967,-59
resnetrs101,42.443,57.557,57.290,42.710,63.62,288,0.940,bicubic,-52.807,-41.920,-127
poolformer_s36,42.333,57.667,58.737,41.263,30.86,224,0.900,bicubic,-52.287,-40.313,-35
jx_nest_tiny,42.330,57.670,57.043,42.957,17.06,224,0.875,bicubic,-52.620,-42.057,-83
tf_efficientnetv2_b3,42.310,57.690,57.943,42.057,14.36,300,0.904,bicubic,-52.810,-41.277,-109
resnetrs101,42.443,57.557,57.290,42.710,63.62,288,0.940,bicubic,-52.807,-41.920,-128
poolformer_s36,42.333,57.667,58.737,41.263,30.86,224,0.900,bicubic,-52.287,-40.313,-34
jx_nest_tiny,42.330,57.670,57.043,42.957,17.06,224,0.875,bicubic,-52.620,-42.057,-85
tf_efficientnetv2_b3,42.310,57.690,57.943,42.057,14.36,300,0.904,bicubic,-52.810,-41.257,-110
convmixer_1024_20_ks9_p14,42.277,57.723,59.713,40.287,24.38,224,0.960,bicubic,-50.073,-38.707,+199
dpn98,42.273,57.727,56.883,43.117,61.57,224,0.875,bicubic,-51.657,-42.037,+45
xcit_tiny_24_p16_224,42.273,57.727,56.830,43.170,12.12,224,1.000,bicubic,-51.567,-41.930,+56
dpn98,42.273,57.727,56.883,43.117,61.57,224,0.875,bicubic,-51.657,-41.587,+46
deit_small_patch16_224,42.267,57.733,58.013,41.987,22.05,224,0.900,bicubic,-51.723,-40.947,+39
tf_efficientnet_cc_b1_8e,42.220,57.780,58.430,41.570,39.72,240,0.882,bicubic,-51.350,-40.260,+90
legacy_senet154,42.213,57.787,56.593,43.407,115.09,224,0.875,bilinear,-52.517,-42.507,-61
cait_xxs24_384,42.183,57.817,57.460,42.540,12.03,384,1.000,bicubic,-52.747,-41.660,-88
xception41p,42.163,57.837,56.890,43.110,26.91,299,0.940,bicubic,-52.897,-42.260,-105
cait_xxs24_384,42.183,57.817,57.460,42.540,12.03,384,1.000,bicubic,-52.747,-41.680,-90
xception41p,42.163,57.837,56.890,43.110,26.91,299,0.940,bicubic,-52.897,-42.260,-106
tf_efficientnet_b2,42.117,57.883,58.197,41.803,9.11,260,0.890,bicubic,-52.093,-40.843,+9
gluon_resnext50_32x4d,42.043,57.957,57.670,42.330,25.03,224,0.875,bicubic,-51.607,-41.020,+73
resnext50_32x4d,41.963,58.037,56.757,43.243,25.03,224,0.950,bicubic,-52.617,-42.313,-39
ecaresnet50d_pruned,41.950,58.050,58.217,41.783,19.94,224,0.875,bicubic,-51.870,-40.783,+51
resnext50_32x4d,41.963,58.037,56.757,43.243,25.03,224,0.950,bicubic,-52.617,-42.043,-38
ecaresnet50d_pruned,41.950,58.050,58.217,41.783,19.94,224,0.875,bicubic,-51.870,-40.783,+50
efficientnet_b2,41.933,58.067,58.287,41.713,9.11,288,1.000,bicubic,-52.437,-40.763,-17
xcit_tiny_12_p16_224_dist,41.920,58.080,57.227,42.773,6.72,224,1.000,bicubic,-51.430,-41.513,+108
mobilevitv2_150_in22ft1k,41.920,58.080,57.923,42.077,10.59,256,0.888,bicubic,-52.770,-40.997,-62
mobilevitv2_150_384_in22ft1k,41.777,58.223,57.820,42.180,10.59,384,1.000,bicubic,-53.563,-41.310,-152
mobilevitv2_175_384_in22ft1k,41.670,58.330,58.010,41.990,14.25,384,1.000,bicubic,-53.570,-41.370,-145
edgenext_small_rw,41.663,58.337,58.520,41.480,7.83,320,1.000,bicubic,-52.697,-40.520,-19
mobilevitv2_150_in22ft1k,41.920,58.080,57.923,42.077,10.59,256,0.888,bicubic,-52.770,-40.997,-60
xcit_tiny_12_p16_224_dist,41.920,58.080,57.227,42.773,6.72,224,1.000,bicubic,-51.430,-41.513,+107
mobilevitv2_150_384_in22ft1k,41.777,58.223,57.820,42.180,10.59,384,1.000,bicubic,-53.563,-41.310,-153
mobilevitv2_175_384_in22ft1k,41.670,58.330,58.010,41.990,14.25,384,1.000,bicubic,-53.570,-41.370,-146
edgenext_small_rw,41.663,58.337,58.520,41.480,7.83,320,1.000,bicubic,-52.697,-40.520,-18
dla102x2,41.643,58.357,57.940,42.060,41.28,224,0.875,bilinear,-52.357,-41.090,+23
hrnet_w64,41.640,58.360,57.123,42.877,128.06,224,0.875,bilinear,-52.190,-41.797,+40
gluon_senet154,41.617,58.383,56.377,43.623,115.09,224,0.875,bicubic,-53.093,-42.593,-71
poolformer_s24,41.607,58.393,58.440,41.560,21.39,224,0.900,bicubic,-52.723,-40.620,-18
poolformer_s24,41.607,58.393,58.440,41.560,21.39,224,0.900,bicubic,-52.723,-40.620,-19
inception_v4,41.580,58.420,55.390,44.610,42.68,299,0.875,bicubic,-52.800,-43.430,-28
swinv2_cr_tiny_ns_224,41.543,58.457,57.190,42.810,28.33,224,0.900,bicubic,-53.217,-41.920,-82
haloregnetz_b,41.540,58.460,57.080,42.920,11.68,224,0.940,bicubic,-52.980,-42.090,-42
cs3sedarknet_l,41.533,58.467,57.347,42.653,21.91,288,0.950,bicubic,-53.587,-41.883,-137
tf_efficientnet_cc_b0_8e,41.490,58.510,57.380,42.620,24.01,224,0.875,bicubic,-51.380,-41.070,+136
efficientnet_em,41.490,58.510,58.880,41.120,6.90,240,0.882,bicubic,-52.250,-40.050,+44
haloregnetz_b,41.540,58.460,57.080,42.920,11.68,224,0.940,bicubic,-52.980,-41.880,-42
cs3sedarknet_l,41.533,58.467,57.347,42.653,21.91,288,0.950,bicubic,-53.587,-41.863,-137
efficientnet_em,41.490,58.510,58.880,41.120,6.90,240,0.882,bicubic,-52.250,-40.050,+45
tf_efficientnet_cc_b0_8e,41.490,58.510,57.380,42.620,24.01,224,0.875,bicubic,-51.380,-41.070,+135
efficientnet_el,41.483,58.517,58.313,41.687,10.59,300,0.904,bicubic,-53.187,-40.817,-71
halo2botnet50ts_256,41.467,58.533,56.207,43.793,22.64,256,0.950,bicubic,-53.543,-42.833,-122
swin_tiny_patch4_window7_224,41.460,58.540,57.307,42.693,28.29,224,0.900,bicubic,-53.160,-41.813,-65
resnetv2_50,41.387,58.613,56.747,43.253,25.55,224,0.950,bicubic,-52.883,-42.183,-24
swinv2_tiny_window8_256,41.383,58.617,57.117,42.883,28.35,256,0.900,bicubic,-53.647,-42.053,-128
halo2botnet50ts_256,41.467,58.533,56.207,43.793,22.64,256,0.950,bicubic,-53.543,-42.833,-124
swin_tiny_patch4_window7_224,41.460,58.540,57.307,42.693,28.29,224,0.900,bicubic,-53.160,-41.813,-68
resnetv2_50,41.387,58.613,56.747,43.253,25.55,224,0.950,bicubic,-52.883,-42.183,-23
swinv2_tiny_window8_256,41.383,58.617,57.117,42.883,28.35,256,0.900,bicubic,-53.647,-42.053,-129
cait_xxs24_224,41.380,58.620,57.523,42.477,11.96,224,1.000,bicubic,-52.110,-41.247,+72
tv_resnet152,41.333,58.667,57.523,42.477,60.19,224,0.875,bilinear,-51.917,-41.207,+93
tv_resnet152,41.333,58.667,57.523,42.477,60.19,224,0.875,bilinear,-51.917,-41.227,+93
gcresnext50ts,41.283,58.717,57.147,42.853,15.67,256,0.900,bicubic,-53.127,-41.843,-45
cs3darknet_l,41.280,58.720,57.347,42.653,21.16,288,0.950,bicubic,-53.400,-41.873,-81
dpn92,41.277,58.723,56.340,43.660,37.67,224,0.875,bicubic,-52.903,-42.590,-17
dpn92,41.277,58.723,56.340,43.660,37.67,224,0.875,bicubic,-52.903,-42.590,-16
xception71,41.273,58.727,55.877,44.123,42.34,299,0.903,bicubic,-52.607,-43.073,+14
adv_inception_v3,41.260,58.740,56.317,43.683,23.83,299,0.875,bicubic,-51.750,-42.513,+108
adv_inception_v3,41.260,58.740,56.317,43.683,23.83,299,0.875,bicubic,-51.750,-42.173,+109
gernet_s,41.250,58.750,58.827,41.173,8.17,224,0.875,bilinear,-51.190,-39.673,+152
resnetv2_50d_evos,41.133,58.867,56.050,43.950,25.59,288,0.950,bicubic,-53.987,-43.150,-152
resnetblur50,41.077,58.923,57.080,42.920,25.56,224,0.875,bicubic,-52.633,-41.730,+34
resnetv2_50d_evos,41.133,58.867,56.050,43.950,25.59,288,0.950,bicubic,-53.987,-43.180,-155
resnetblur50,41.077,58.923,57.080,42.920,25.56,224,0.875,bicubic,-52.633,-41.730,+33
nf_regnet_b1,41.027,58.973,58.113,41.887,10.22,288,0.900,bicubic,-52.853,-40.637,+10
gluon_resnet50_v1d,40.970,59.030,57.137,42.863,25.58,224,0.875,bicubic,-52.560,-41.573,+56
fbnetv3_b,40.953,59.047,58.653,41.347,8.60,256,0.950,bilinear,-52.677,-40.257,+41
fbnetv3_b,40.953,59.047,58.653,41.347,8.60,256,0.950,bilinear,-52.677,-40.257,+39
gluon_inception_v3,40.907,59.093,55.620,44.380,23.83,299,0.875,bicubic,-52.633,-43.210,+52
cs3darknet_focus_l,40.893,59.107,56.630,43.370,21.15,288,0.950,bicubic,-53.897,-42.520,-113
ese_vovnet39b,40.867,59.133,56.950,43.050,24.57,224,0.875,bicubic,-52.983,-41.960,+8
levit_192,40.837,59.163,56.690,43.310,10.95,224,0.900,bicubic,-52.883,-42.100,+23
regnety_320,40.803,59.197,56.113,43.887,145.05,224,0.875,bicubic,-53.717,-42.847,-69
ese_vovnet39b,40.867,59.133,56.950,43.050,24.57,224,0.875,bicubic,-52.983,-41.950,+9
levit_192,40.837,59.163,56.690,43.310,10.95,224,0.900,bicubic,-52.883,-42.100,+24
regnety_320,40.803,59.197,56.113,43.887,145.05,224,0.875,bicubic,-53.717,-43.057,-69
resnet34d,40.800,59.200,56.523,43.477,21.82,224,0.875,bicubic,-51.850,-41.897,+127
resnetv2_50d_gn,40.783,59.217,56.207,43.793,25.57,288,0.950,bicubic,-54.317,-42.853,-160
xception,40.773,59.227,56.383,43.617,22.86,299,0.897,bicubic,-52.867,-42.377,+30
lamhalobotnet50ts_256,40.747,59.253,56.093,43.907,22.57,256,0.950,bicubic,-54.023,-42.987,-115
lamhalobotnet50ts_256,40.747,59.253,56.093,43.907,22.57,256,0.950,bicubic,-54.023,-42.887,-115
resnet50_gn,40.737,59.263,55.750,44.250,25.56,224,0.940,bicubic,-53.443,-43.170,-33
skresnext50_32x4d,40.700,59.300,56.030,43.970,27.48,224,0.875,bicubic,-53.250,-42.800,-11
gluon_resnet101_v1b,40.683,59.317,56.123,43.877,44.55,224,0.875,bicubic,-53.077,-42.577,+11
hrnet_w40,40.663,59.337,56.757,43.243,57.56,224,0.875,bilinear,-53.047,-42.043,+19
hrnet_w40,40.663,59.337,56.757,43.243,57.56,224,0.875,bilinear,-53.047,-42.043,+18
resmlp_24_224,40.643,59.357,56.570,43.430,30.02,224,0.875,bicubic,-52.797,-42.240,+51
repvgg_b1,40.593,59.407,57.830,42.170,57.42,224,0.875,bilinear,-52.817,-40.960,+56
halonet50ts,40.577,59.423,55.193,44.807,22.73,256,0.940,bicubic,-54.133,-43.947,-111
halonet50ts,40.577,59.423,55.193,44.807,22.73,256,0.940,bicubic,-54.133,-43.637,-111
tf_efficientnet_lite3,40.563,59.437,56.473,43.527,8.20,300,0.904,bilinear,-53.547,-42.487,-33
xcit_tiny_12_p8_224,40.533,59.467,55.623,44.377,6.71,224,1.000,bicubic,-53.827,-43.447,-67
mobilevitv2_175,40.530,59.470,56.277,43.723,14.25,256,0.888,bicubic,-53.700,-42.543,-50
tresnet_m_448,40.527,59.473,56.703,43.297,31.39,448,0.875,bilinear,-54.133,-42.387,-106
dla169,40.523,59.477,57.257,42.743,53.39,224,0.875,bilinear,-53.267,-41.643,-1
xcit_tiny_12_p8_224,40.533,59.467,55.623,44.377,6.71,224,1.000,bicubic,-53.827,-43.447,-66
mobilevitv2_175,40.530,59.470,56.277,43.723,14.25,256,0.888,bicubic,-53.700,-42.653,-51
tresnet_m_448,40.527,59.473,56.703,43.297,31.39,448,0.875,bilinear,-54.133,-42.447,-107
dla169,40.523,59.477,57.257,42.743,53.39,224,0.875,bilinear,-53.267,-41.573,0
pit_xs_224,40.487,59.513,56.533,43.467,10.62,224,0.900,bicubic,-52.423,-42.247,+88
resnetaa50,40.473,59.527,56.027,43.973,25.56,288,1.000,bicubic,-54.407,-43.103,-141
repvgg_b2,40.463,59.537,57.773,42.227,89.02,224,0.875,bilinear,-53.127,-41.297,+24
regnetx_320,40.447,59.553,55.667,44.333,107.81,224,0.875,bicubic,-53.773,-43.383,-54
coat_mini,40.420,59.580,55.157,44.843,10.34,224,0.900,bicubic,-54.350,-43.823,-133
resnetaa50,40.473,59.527,56.027,43.973,25.56,288,1.000,bicubic,-54.407,-43.103,-142
repvgg_b2,40.463,59.537,57.773,42.227,89.02,224,0.875,bilinear,-53.127,-41.297,+23
regnetx_320,40.447,59.553,55.667,44.333,107.81,224,0.875,bicubic,-53.773,-43.383,-55
coat_mini,40.420,59.580,55.157,44.843,10.34,224,0.900,bicubic,-54.350,-43.793,-131
skresnet34,40.393,59.607,56.740,43.260,22.28,224,0.875,bicubic,-52.177,-41.780,+112
efficientnet_el_pruned,40.390,59.610,56.887,43.113,10.59,300,0.904,bicubic,-53.700,-42.123,-42
resnet50,40.383,59.617,54.663,45.337,25.56,224,0.950,bicubic,-53.547,-44.257,-26
efficientnet_el_pruned,40.390,59.610,56.887,43.113,10.59,300,0.904,bicubic,-53.700,-42.123,-43
resnet50,40.383,59.617,54.663,45.337,25.56,224,0.950,bicubic,-53.547,-43.807,-26
efficientnet_b2_pruned,40.380,59.620,56.533,43.467,8.31,260,0.890,bicubic,-53.420,-42.377,-11
wide_resnet101_2,40.360,59.640,55.787,44.213,126.89,224,0.875,bilinear,-53.360,-43.023,-3
coat_lite_mini,40.353,59.647,55.723,44.277,11.01,224,0.900,bicubic,-53.107,-43.137,+31
wide_resnet101_2,40.360,59.640,55.787,44.213,126.89,224,0.875,bilinear,-53.360,-43.023,-4
coat_lite_mini,40.353,59.647,55.723,44.277,11.01,224,0.900,bicubic,-53.107,-43.057,+31
legacy_seresnext101_32x4d,40.353,59.647,54.823,45.177,48.96,224,0.875,bilinear,-53.767,-44.147,-52
sebotnet33ts_256,40.340,59.660,53.217,46.783,13.70,256,0.940,bicubic,-53.970,-45.383,-74
tf_efficientnet_b0_ap,40.333,59.667,56.793,43.207,5.29,224,0.875,bicubic,-52.287,-41.577,+99
regnetx_160,40.273,59.727,56.060,43.940,54.28,224,0.875,bicubic,-53.617,-43.030,-30
regnetx_160,40.273,59.727,56.060,43.940,54.28,224,0.875,bicubic,-53.617,-43.030,-32
densenet201,40.270,59.730,56.713,43.287,20.01,224,0.875,bicubic,-52.430,-41.937,+90
resnext50d_32x4d,40.157,59.843,55.490,44.510,25.05,224,0.875,bicubic,-53.663,-43.250,-22
eca_resnet33ts,40.137,59.863,57.003,42.997,19.68,256,0.900,bicubic,-53.723,-41.887,-29
resnext50d_32x4d,40.157,59.843,55.490,44.510,25.05,224,0.875,bicubic,-53.663,-43.250,-20
eca_resnet33ts,40.137,59.863,57.003,42.997,19.68,256,0.900,bicubic,-53.723,-41.887,-30
mobilevitv2_200,40.133,59.867,55.510,44.490,18.45,256,0.888,bicubic,-54.377,-43.460,-102
darknetaa53,40.120,59.880,55.787,44.213,36.02,288,1.000,bilinear,-54.090,-43.163,-68
hrnet_w48,40.097,59.903,56.647,43.353,77.47,224,0.875,bilinear,-53.933,-42.383,-50
vit_base_patch16_224_sam,40.093,59.907,55.433,44.567,86.57,224,0.900,bicubic,-53.797,-43.457,-39
legacy_seresnet152,40.037,59.963,55.820,44.180,66.82,224,0.875,bilinear,-53.393,-43.030,+25
hrnet_w48,40.097,59.903,56.647,43.353,77.47,224,0.875,bilinear,-53.933,-42.383,-51
vit_base_patch16_224_sam,40.093,59.907,55.433,44.567,86.57,224,0.900,bicubic,-53.797,-43.457,-38
legacy_seresnet152,40.037,59.963,55.820,44.180,66.82,224,0.875,bilinear,-53.393,-43.030,+24
hrnet_w30,40.030,59.970,57.100,42.900,37.71,224,0.875,bilinear,-53.350,-41.730,+28
regnetz_b16,40.000,60.000,55.623,44.377,9.72,288,0.940,bicubic,-54.680,-43.537,-135
regnetx_080,39.997,60.003,55.963,44.037,39.57,224,0.875,bicubic,-53.793,-42.867,-26
tf_efficientnet_b1,39.980,60.020,56.133,43.867,7.79,240,0.882,bicubic,-53.730,-42.667,-19
regnetx_080,39.997,60.003,55.963,44.037,39.57,224,0.875,bicubic,-53.793,-42.937,-27
tf_efficientnet_b1,39.980,60.020,56.133,43.867,7.79,240,0.882,bicubic,-53.730,-42.667,-16
gluon_resnet101_v1c,39.950,60.050,55.310,44.690,44.57,224,0.875,bicubic,-53.730,-43.450,-16
resmlp_12_distilled_224,39.833,60.167,57.440,42.560,15.35,224,0.875,bicubic,-53.037,-41.180,+66
seresnet33ts,39.823,60.177,56.523,43.477,19.78,256,0.900,bicubic,-54.447,-42.257,-88
res2net50_26w_8s,39.807,60.193,54.910,45.090,48.40,224,0.875,bilinear,-53.633,-43.780,+12
seresnet33ts,39.823,60.177,56.523,43.477,19.78,256,0.900,bicubic,-54.447,-42.257,-87
res2net50_26w_8s,39.807,60.193,54.910,45.090,48.40,224,0.875,bilinear,-53.633,-43.780,+14
tf_efficientnetv2_b0,39.787,60.213,56.290,43.710,7.14,224,0.875,bicubic,-53.273,-42.400,+43
lambda_resnet50ts,39.733,60.267,54.340,45.660,21.54,256,0.950,bicubic,-54.837,-44.310,-125
darknet53,39.733,60.267,55.283,44.717,41.61,288,1.000,bicubic,-54.627,-43.767,-101
res2net101_26w_4s,39.713,60.287,54.550,45.450,45.21,224,0.875,bilinear,-53.817,-44.050,-2
lambda_resnet50ts,39.733,60.267,54.340,45.660,21.54,256,0.950,bicubic,-54.837,-44.310,-126
res2net101_26w_4s,39.713,60.287,54.550,45.450,45.21,224,0.875,bilinear,-53.817,-44.050,0
regnetx_120,39.690,60.310,55.650,44.350,46.11,224,0.875,bicubic,-54.570,-43.540,-92
vit_small_patch32_224,39.687,60.313,55.260,44.740,22.88,224,0.900,bicubic,-52.473,-43.250,+105
hrnet_w44,39.680,60.320,55.333,44.667,67.06,224,0.875,bilinear,-53.930,-43.627,-14
hrnet_w44,39.680,60.320,55.333,44.667,67.06,224,0.875,bilinear,-53.930,-43.627,-15
densenet161,39.623,60.377,56.130,43.870,28.68,224,0.875,bicubic,-53.277,-42.680,+53
resmlp_big_24_224,39.623,60.377,54.820,45.180,129.14,224,0.875,bicubic,-54.637,-44.000,-95
densenet161,39.623,60.377,56.130,43.870,28.68,224,0.875,bicubic,-53.277,-42.200,+53
mixnet_xl,39.613,60.387,55.883,44.117,11.90,224,0.875,bicubic,-54.617,-43.047,-94
mixnet_xl,39.613,60.387,55.883,44.117,11.90,224,0.875,bicubic,-54.617,-42.937,-93
xception41,39.607,60.393,55.047,44.953,26.97,299,0.903,bicubic,-53.873,-43.703,-2
tf_efficientnetv2_b1,39.573,60.427,55.353,44.647,8.14,240,0.882,bicubic,-54.137,-43.467,-34
tf_efficientnetv2_b1,39.573,60.427,55.353,44.647,8.14,240,0.882,bicubic,-54.137,-43.467,-35
gcresnet33ts,39.557,60.443,55.823,44.177,19.88,256,0.900,bicubic,-54.273,-43.087,-50
xcit_tiny_12_p16_224,39.543,60.457,55.023,44.977,6.72,224,1.000,bicubic,-52.917,-43.607,+79
dla102x,39.543,60.457,56.310,43.690,26.31,224,0.875,bilinear,-53.987,-42.540,-11
dla102x,39.543,60.457,56.310,43.690,26.31,224,0.875,bilinear,-53.987,-42.540,-12
xcit_tiny_12_p16_224,39.543,60.457,55.023,44.977,6.72,224,1.000,bicubic,-52.917,-43.607,+78
sehalonet33ts,39.533,60.467,54.013,45.987,13.69,256,0.940,bicubic,-55.007,-44.747,-134
rexnet_130,39.490,60.510,56.643,43.357,7.56,224,0.875,bicubic,-54.180,-42.057,-35
rexnet_130,39.490,60.510,56.643,43.357,7.56,224,0.875,bicubic,-54.180,-42.057,-34
hrnet_w32,39.463,60.537,56.137,43.863,41.23,224,0.875,bilinear,-53.487,-42.703,+37
resnetv2_50x1_bitm,39.433,60.567,57.857,42.143,25.55,448,1.000,bilinear,-55.317,-41.323,-174
levit_128,39.423,60.577,55.350,44.650,9.21,224,0.900,bicubic,-53.627,-43.350,+25
densenetblur121d,39.380,60.620,56.630,43.370,8.00,224,0.875,bicubic,-53.030,-41.790,+78
regnety_120,39.353,60.647,55.277,44.723,51.82,224,0.875,bicubic,-54.657,-43.753,-79
mobilevitv2_150,39.340,60.660,55.203,44.797,10.59,256,0.888,bicubic,-54.730,-43.717,-87
tf_efficientnet_el,39.307,60.693,55.380,44.620,10.59,300,0.904,bicubic,-55.053,-43.720,-124
regnety_120,39.353,60.647,55.277,44.723,51.82,224,0.875,bicubic,-54.657,-43.753,-80
mobilevitv2_150,39.340,60.660,55.203,44.797,10.59,256,0.888,bicubic,-54.730,-43.697,-86
tf_efficientnet_el,39.307,60.693,55.380,44.620,10.59,300,0.904,bicubic,-55.053,-43.720,-125
tv_resnet101,39.293,60.707,55.793,44.207,44.55,224,0.875,bilinear,-53.587,-42.867,+38
tf_inception_v3,39.250,60.750,54.303,45.697,23.83,299,0.875,bicubic,-53.950,-44.177,+8
gluon_resnet50_v1s,39.237,60.763,55.010,44.990,25.68,224,0.875,bicubic,-54.353,-43.830,-32
densenet169,39.173,60.827,55.847,44.153,14.15,224,0.875,bicubic,-53.117,-42.743,+75
tf_efficientnetv2_b2,39.173,60.827,54.567,45.433,10.10,260,0.890,bicubic,-54.887,-44.363,-90
legacy_seresnet101,39.033,60.967,55.007,44.993,49.33,224,0.875,bilinear,-54.237,-43.733,-3
gluon_resnet50_v1s,39.237,60.763,55.010,44.990,25.68,224,0.875,bicubic,-54.353,-43.830,-31
densenet169,39.173,60.827,55.847,44.153,14.15,224,0.875,bicubic,-53.117,-42.743,+76
tf_efficientnetv2_b2,39.173,60.827,54.567,45.433,10.10,260,0.890,bicubic,-54.887,-44.363,-91
legacy_seresnet101,39.033,60.967,55.007,44.993,49.33,224,0.875,bilinear,-54.237,-43.733,-4
efficientnet_b1_pruned,39.003,60.997,55.633,44.367,6.33,240,0.882,bicubic,-53.967,-42.887,+23
repvgg_b1g4,38.987,61.013,56.347,43.653,39.97,224,0.875,bilinear,-54.043,-42.473,+16
crossvit_9_dagger_240,38.973,61.027,54.860,45.140,8.78,240,0.875,bicubic,-53.787,-43.650,+41
inception_v3,38.957,61.043,53.840,46.160,23.83,299,0.875,bicubic,-53.943,-44.970,+28
resnet33ts,38.930,61.070,55.580,44.420,19.68,256,0.900,bicubic,-54.700,-43.180,-47
inception_v3,38.957,61.043,53.840,46.160,23.83,299,0.875,bicubic,-53.943,-44.490,+28
resnet33ts,38.930,61.070,55.580,44.420,19.68,256,0.900,bicubic,-54.700,-43.180,-46
dpn68,38.917,61.083,54.930,45.070,12.61,224,0.875,bicubic,-53.333,-43.680,+72
legacy_seresnext50_32x4d,38.883,61.117,54.597,45.403,27.56,224,0.875,bilinear,-54.537,-44.203,-19
dla102,38.833,61.167,55.330,44.670,33.27,224,0.875,bilinear,-54.427,-43.440,-10
densenet121,38.787,61.213,56.273,43.727,7.98,224,0.875,bicubic,-53.153,-42.007,+80
resnet32ts,38.773,61.227,55.813,44.187,17.96,256,0.900,bicubic,-54.787,-42.937,-41
regnetx_040,38.707,61.293,55.343,44.657,22.12,224,0.875,bicubic,-54.963,-43.597,-58
res2net50_14w_8s,38.697,61.303,54.073,45.927,25.06,224,0.875,bilinear,-54.343,-44.627,+5
regnetx_032,38.683,61.317,55.160,44.840,15.30,224,0.875,bicubic,-54.567,-43.590,-12
resnet32ts,38.773,61.227,55.813,44.187,17.96,256,0.900,bicubic,-54.787,-42.937,-42
regnetx_040,38.707,61.293,55.343,44.657,22.12,224,0.875,bicubic,-54.963,-43.597,-59
res2net50_14w_8s,38.697,61.303,54.073,45.927,25.06,224,0.875,bilinear,-54.343,-44.627,+4
regnetx_032,38.683,61.317,55.160,44.840,15.30,224,0.875,bicubic,-54.567,-43.570,-12
res2net50_26w_6s,38.683,61.317,53.757,46.243,37.05,224,0.875,bilinear,-54.917,-44.993,-50
selecsls60,38.617,61.383,55.633,44.367,30.67,224,0.875,bicubic,-54.393,-42.857,+6
selecsls60,38.617,61.383,55.633,44.367,30.67,224,0.875,bicubic,-54.393,-43.197,+5
dla60x,38.617,61.383,55.387,44.613,17.35,224,0.875,bilinear,-54.573,-43.323,-11
dla60_res2net,38.607,61.393,54.547,45.453,20.85,224,0.875,bilinear,-54.763,-44.293,-25
tf_efficientnet_b0,38.577,61.423,55.963,44.037,5.29,224,0.875,bicubic,-53.823,-42.507,+52
selecsls60b,38.563,61.437,55.287,44.713,32.77,224,0.875,bicubic,-54.937,-43.553,-42
repvgg_a2,38.557,61.443,55.760,44.240,28.21,224,0.875,bilinear,-54.123,-42.760,+27
repvgg_a2,38.557,61.443,55.760,44.240,28.21,224,0.875,bilinear,-54.123,-42.760,+26
hardcorenas_f,38.503,61.497,55.650,44.350,8.20,224,0.875,bilinear,-54.477,-42.970,+2
resmlp_12_224,38.443,61.557,56.320,43.680,15.35,224,0.875,bicubic,-53.677,-42.250,+63
resmlp_12_224,38.443,61.557,56.320,43.680,15.35,224,0.875,bicubic,-53.677,-42.250,+62
dla60_res2next,38.433,61.567,54.947,45.053,17.03,224,0.875,bilinear,-55.117,-43.833,-53
regnetx_064,38.420,61.580,54.990,45.010,26.21,224,0.875,bicubic,-55.200,-43.710,-63
regnetx_064,38.420,61.580,54.990,45.010,26.21,224,0.875,bicubic,-55.200,-44.060,-64
gluon_resnet50_v1b,38.413,61.587,54.817,45.183,25.56,224,0.875,bicubic,-54.147,-43.733,+33
tf_efficientnet_cc_b0_4e,38.400,61.600,55.157,44.843,13.31,224,0.875,bicubic,-54.430,-43.283,+12
hrnet_w18,38.273,61.727,55.653,44.347,21.30,224,0.875,bilinear,-54.487,-43.007,+16
tinynet_a,38.223,61.777,55.177,44.823,6.19,192,0.875,bicubic,-54.587,-43.383,+13
poolformer_s12,38.163,61.837,56.190,43.810,11.92,224,0.900,bicubic,-54.307,-42.160,+33
mixnet_l,38.160,61.840,54.753,45.247,7.33,224,0.875,bicubic,-55.110,-43.947,-34
mixnet_l,38.160,61.840,54.753,45.247,7.33,224,0.875,bicubic,-55.110,-43.947,-33
hardcorenas_e,38.150,61.850,55.167,44.833,8.07,224,0.875,bilinear,-54.790,-43.413,-5
efficientnet_b1,38.090,61.910,54.020,45.980,7.79,256,1.000,bicubic,-54.930,-44.690,-13
coat_lite_tiny,38.070,61.930,53.460,46.540,5.72,224,0.900,bicubic,-54.790,-45.180,+3
gmixer_24_224,38.063,61.937,52.077,47.923,24.72,224,0.875,bicubic,-54.617,-46.203,+12
gmixer_24_224,38.063,61.937,52.077,47.923,24.72,224,0.875,bicubic,-54.617,-46.203,+13
resnetrs50,37.970,62.030,53.313,46.687,35.69,224,0.910,bicubic,-56.050,-45.537,-124
mobilevitv2_125,37.883,62.117,54.060,45.940,7.48,256,0.888,bicubic,-55.577,-44.720,-56
mobilevitv2_125,37.883,62.117,54.060,45.940,7.48,256,0.888,bicubic,-55.577,-44.800,-56
hardcorenas_c,37.873,62.127,55.713,44.287,5.52,224,0.875,bilinear,-54.487,-42.637,+34
gluon_resnet50_v1c,37.850,62.150,54.117,45.883,25.58,224,0.875,bicubic,-55.060,-44.583,-9
gluon_resnet50_v1c,37.850,62.150,54.117,45.883,25.58,224,0.875,bicubic,-55.060,-44.583,-8
res2net50_26w_4s,37.830,62.170,53.070,46.930,25.70,224,0.875,bilinear,-55.350,-45.600,-33
efficientnet_es,37.787,62.213,54.980,45.020,5.44,224,0.875,bicubic,-55.133,-43.710,-13
resnest14d,37.773,62.227,56.450,43.550,10.61,224,0.875,bilinear,-53.357,-41.880,+80
tv_resnext50_32x4d,37.740,62.260,54.120,45.880,25.03,224,0.875,bilinear,-55.170,-44.600,-12
tv_resnext50_32x4d,37.740,62.260,54.120,45.880,25.03,224,0.875,bilinear,-55.170,-44.600,-13
resnet26t,37.690,62.310,55.260,44.740,16.01,256,0.940,bicubic,-54.980,-43.320,+6
ecaresnet26t,37.647,62.353,54.347,45.653,16.01,320,0.950,bicubic,-56.313,-44.573,-127
ecaresnet26t,37.647,62.353,54.347,45.653,16.01,320,0.950,bicubic,-56.313,-44.573,-128
hardcorenas_d,37.533,62.467,54.713,45.287,7.50,224,0.875,bilinear,-55.067,-43.717,+10
res2next50,37.483,62.517,52.863,47.137,24.67,224,0.875,bilinear,-55.677,-45.907,-36
res2next50,37.483,62.517,52.863,47.137,24.67,224,0.875,bilinear,-55.677,-45.787,-37
resnet34,37.453,62.547,54.303,45.697,21.80,224,0.875,bilinear,-53.747,-43.937,+68
pit_ti_distilled_224,37.323,62.677,55.133,44.867,5.10,224,0.900,bicubic,-53.577,-43.087,+80
lambda_resnet26t,37.297,62.703,53.580,46.420,10.96,256,0.940,bicubic,-56.103,-45.150,-59
hardcorenas_b,37.240,62.760,55.050,44.950,5.18,224,0.875,bilinear,-54.690,-43.350,+40
mobilenetv3_large_100_miil,37.220,62.780,53.547,46.453,5.48,224,0.875,bilinear,-55.050,-44.693,+24
eca_halonext26ts,37.183,62.817,53.120,46.880,10.76,256,0.940,bicubic,-56.377,-45.560,-84
mobilenetv3_large_100_miil,37.220,62.780,53.547,46.453,5.48,224,0.875,bilinear,-55.050,-44.693,+25
eca_halonext26ts,37.183,62.817,53.120,46.880,10.76,256,0.940,bicubic,-56.377,-45.560,-83
cs3darknet_focus_m,37.140,62.860,53.917,46.083,9.30,288,0.950,bicubic,-55.970,-44.823,-41
res2net50_48w_2s,37.127,62.873,53.347,46.653,25.29,224,0.875,bilinear,-55.663,-45.133,-12
lambda_resnet26rpt_256,37.077,62.923,53.840,46.160,10.99,256,0.940,bicubic,-56.353,-45.040,-69
lambda_resnet26rpt_256,37.077,62.923,53.840,46.160,10.99,256,0.940,bicubic,-56.353,-45.040,-70
dla60,37.073,62.927,54.193,45.807,22.04,224,0.875,bilinear,-55.587,-44.437,-6
rexnet_100,37.063,62.937,54.037,45.963,4.80,224,0.875,bicubic,-55.787,-44.583,-20
bat_resnext26ts,37.063,62.937,53.753,46.247,10.73,256,0.900,bicubic,-56.037,-44.977,-45
regnety_016,37.010,62.990,54.080,45.920,11.20,224,0.875,bicubic,-55.990,-44.600,-37
tf_mixnet_l,36.973,63.027,52.587,47.413,7.33,224,0.875,bicubic,-56.067,-45.953,-44
botnet26t_256,36.957,63.043,53.083,46.917,12.49,256,0.950,bicubic,-56.473,-45.567,-76
tf_mixnet_l,36.973,63.027,52.587,47.413,7.33,224,0.875,bicubic,-56.067,-45.953,-43
botnet26t_256,36.957,63.043,53.083,46.917,12.49,256,0.950,bicubic,-56.473,-45.567,-74
legacy_seresnet50,36.867,63.133,53.473,46.527,28.09,224,0.875,bilinear,-55.803,-45.177,-14
halonet26t,36.850,63.150,52.277,47.723,12.48,256,0.950,bicubic,-56.760,-46.363,-101
halonet26t,36.850,63.150,52.277,47.723,12.48,256,0.950,bicubic,-56.760,-46.363,-100
tv_densenet121,36.813,63.187,54.030,45.970,7.98,224,0.875,bicubic,-54.587,-44.220,+43
tf_efficientnet_lite2,36.803,63.197,53.320,46.680,6.09,260,0.890,bicubic,-55.797,-45.230,-11
mobilenetv2_120d,36.793,63.207,54.050,45.950,5.83,224,0.875,bicubic,-55.817,-44.450,-13
@ -549,7 +553,7 @@ eca_botnext26ts_256,36.687,63.313,52.483,47.517,10.59,256,0.950,bicubic,-56.683,
regnetx_016,36.677,63.323,53.293,46.707,9.19,224,0.875,bicubic,-55.853,-45.257,-10
hardcorenas_a,36.673,63.327,54.917,45.083,5.26,224,0.875,bilinear,-54.947,-43.253,+29
levit_128s,36.633,63.367,53.123,46.877,7.78,224,0.900,bicubic,-54.867,-45.277,+31
efficientnet_b0,36.597,63.403,53.487,46.513,5.29,224,0.875,bicubic,-55.883,-45.193,-11
efficientnet_b0,36.597,63.403,53.487,46.513,5.29,224,0.875,bicubic,-55.883,-45.193,-12
vit_base_patch32_224_sam,36.550,63.450,53.043,46.957,88.22,224,0.900,bicubic,-53.310,-44.557,+72
xcit_nano_12_p8_224_dist,36.533,63.467,52.883,47.117,3.05,224,1.000,bicubic,-55.887,-45.637,-7
cs3darknet_m,36.457,63.543,53.230,46.770,9.31,288,0.950,bicubic,-56.803,-45.490,-76
@ -557,23 +561,23 @@ mobilevitv2_100,36.393,63.607,53.067,46.933,4.90,256,0.888,bicubic,-56.737,-45.6
tf_efficientnet_em,36.387,63.613,52.833,47.167,6.90,240,0.882,bicubic,-56.783,-45.837,-70
skresnet18,36.323,63.677,54.187,45.813,11.96,224,0.875,bicubic,-53.847,-43.593,+63
repvgg_b0,36.283,63.717,54.067,45.933,15.82,224,0.875,bilinear,-55.397,-44.383,+18
tv_resnet50,36.167,63.833,52.807,47.193,25.56,224,0.875,bilinear,-55.963,-45.713,+2
xcit_nano_12_p16_384_dist,36.160,63.840,53.247,46.753,3.05,384,1.000,bicubic,-55.970,-45.173,+2
tv_resnet50,36.167,63.833,52.807,47.193,25.56,224,0.875,bilinear,-55.963,-45.613,+3
xcit_nano_12_p16_384_dist,36.160,63.840,53.247,46.753,3.05,384,1.000,bicubic,-55.970,-45.273,+1
legacy_seresnet34,36.140,63.860,52.550,47.450,21.96,224,0.875,bilinear,-55.350,-45.650,+21
coat_tiny,36.120,63.880,51.060,48.940,5.50,224,0.900,bicubic,-57.390,-47.630,-107
tv_resnet34,36.077,63.923,53.533,46.467,21.80,224,0.875,bilinear,-54.213,-44.447,+55
deit_tiny_distilled_patch16_224,36.023,63.977,54.237,45.763,5.91,224,0.900,bicubic,-55.057,-44.033,+39
mobilenetv2_140,36.010,63.990,53.957,46.043,6.11,224,0.875,bicubic,-56.030,-44.293,0
tf_efficientnet_lite0,35.917,64.083,53.473,46.527,4.65,224,0.875,bicubic,-55.383,-44.617,+23
seresnext26ts,35.830,64.170,53.933,46.067,10.39,256,0.900,bicubic,-56.990,-44.667,-48
selecsls42b,35.807,64.193,52.493,47.507,32.46,224,0.875,bicubic,-56.673,-45.947,-29
seresnext26ts,35.830,64.170,53.933,46.067,10.39,256,0.900,bicubic,-56.990,-44.667,-49
selecsls42b,35.807,64.193,52.493,47.507,32.46,224,0.875,bicubic,-56.673,-45.947,-28
xcit_nano_12_p8_384_dist,35.770,64.230,52.297,47.703,3.05,384,1.000,bicubic,-57.500,-46.553,-95
gluon_resnet34_v1b,35.760,64.240,52.183,47.817,21.80,224,0.875,bicubic,-55.340,-45.997,+32
dla34,35.640,64.360,52.787,47.213,15.74,224,0.875,bilinear,-55.590,-45.383,+21
mixnet_m,35.637,64.363,52.423,47.577,5.01,224,0.875,bicubic,-56.633,-45.927,-18
efficientnet_lite0,35.637,64.363,53.637,46.363,4.65,224,0.875,bicubic,-55.623,-44.613,+18
mixnet_m,35.637,64.363,52.423,47.577,5.01,224,0.875,bicubic,-56.633,-45.927,-19
ssl_resnet18,35.593,64.407,53.740,46.260,11.69,224,0.875,bilinear,-55.107,-44.290,+36
mobilenetv3_rw,35.537,64.463,53.707,46.293,5.48,224,0.875,bicubic,-56.013,-44.573,+4
mobilenetv3_rw,35.537,64.463,53.707,46.293,5.48,224,0.875,bicubic,-56.013,-44.573,+5
efficientnet_es_pruned,35.390,64.610,52.847,47.153,5.44,224,0.875,bicubic,-56.320,-45.563,-2
mobilenetv2_110d,35.307,64.693,52.847,47.153,4.52,224,0.875,bicubic,-56.023,-45.343,+11
tf_mixnet_m,35.180,64.820,50.983,49.017,5.01,224,0.875,bicubic,-57.030,-47.437,-19
@ -590,27 +594,27 @@ regnety_008,34.810,65.190,51.750,48.250,6.26,224,0.875,bicubic,-57.090,-46.670,-
pit_ti_224,34.677,65.323,52.160,47.840,4.85,224,0.900,bicubic,-55.763,-45.850,+26
mobilenetv3_large_100,34.600,65.400,52.863,47.137,5.48,224,0.875,bicubic,-56.880,-45.457,-7
crossvit_9_240,34.597,65.403,51.763,48.237,8.55,240,0.875,bicubic,-56.453,-46.547,+14
seresnext26t_32x4d,34.543,65.457,51.380,48.620,16.81,224,0.875,bicubic,-58.277,-47.180,-74
seresnext26t_32x4d,34.543,65.457,51.380,48.620,16.81,224,0.875,bicubic,-58.277,-47.180,-73
seresnext26d_32x4d,34.533,65.467,51.553,48.447,16.81,224,0.875,bicubic,-57.897,-46.987,-48
mixer_b16_224,34.423,65.577,48.080,51.920,59.88,224,0.875,bicubic,-56.727,-49.320,+4
resnet26d,34.283,65.717,51.687,48.313,16.01,224,0.875,bicubic,-57.977,-46.763,-39
tf_efficientnet_es,34.263,65.737,51.347,48.653,5.44,224,0.875,bicubic,-57.857,-47.083,-33
tf_efficientnet_es,34.263,65.737,51.347,48.653,5.44,224,0.875,bicubic,-57.857,-47.083,-32
fbnetc_100,34.253,65.747,51.187,48.813,5.57,224,0.875,bilinear,-56.997,-46.663,-6
regnety_006,34.147,65.853,51.270,48.730,6.06,224,0.875,bicubic,-57.403,-47.160,-18
regnety_006,34.147,65.853,51.270,48.730,6.06,224,0.875,bicubic,-57.403,-47.160,-19
tf_mobilenetv3_large_100,33.940,66.060,51.483,48.517,5.48,224,0.875,bilinear,-57.480,-46.777,-14
mnasnet_100,33.780,66.220,51.177,48.823,4.38,224,0.875,bicubic,-57.430,-46.873,-7
semnasnet_075,33.780,66.220,52.427,47.573,2.91,224,0.875,bicubic,-56.430,-45.543,+18
semnasnet_075,33.780,66.220,52.427,47.573,2.91,224,0.875,bicubic,-56.430,-45.543,+19
mnasnet_100,33.780,66.220,51.177,48.823,4.38,224,0.875,bicubic,-57.430,-46.873,-8
regnetx_008,33.773,66.227,50.540,49.460,7.26,224,0.875,bicubic,-57.387,-47.840,-5
lcnet_100,33.750,66.250,52.090,47.910,2.95,224,0.875,bicubic,-55.220,-45.290,+34
vit_tiny_r_s16_p8_384,33.647,66.353,50.683,49.317,6.36,384,1.000,bicubic,-58.083,-47.747,-31
mobilevit_s,33.637,66.363,49.280,50.720,5.58,256,0.900,bicubic,-59.523,-49.040,-117
mobilevit_s,33.637,66.363,49.280,50.720,5.58,256,0.900,bicubic,-59.523,-49.490,-118
xcit_nano_12_p8_224,33.580,66.420,50.213,49.787,3.05,224,1.000,bicubic,-57.550,-48.017,-5
vit_tiny_patch16_384,33.543,66.457,51.077,48.923,5.79,384,1.000,bicubic,-59.897,-47.753,-144
vit_tiny_patch16_384,33.543,66.457,51.077,48.923,5.79,384,1.000,bicubic,-59.897,-47.753,-146
semnasnet_100,33.523,66.477,50.787,49.213,3.89,224,0.875,bicubic,-58.137,-47.483,-31
resnet26,33.493,66.507,50.930,49.070,16.00,224,0.875,bicubic,-57.947,-47.330,-25
mixnet_s,33.477,66.523,51.010,48.990,4.13,224,0.875,bicubic,-58.293,-47.290,-38
spnasnet_100,33.477,66.523,51.270,48.730,4.42,224,0.875,bilinear,-57.123,-46.690,0
crossvit_tiny_240,33.353,66.647,49.893,50.107,7.01,240,0.875,bicubic,-57.187,-48.097,+1
spnasnet_100,33.477,66.523,51.270,48.730,4.42,224,0.875,bilinear,-57.123,-46.690,+1
mixnet_s,33.477,66.523,51.010,48.990,4.13,224,0.875,bicubic,-58.293,-47.290,-39
crossvit_tiny_240,33.353,66.647,49.893,50.107,7.01,240,0.875,bicubic,-57.187,-48.047,+2
mobilevitv2_075,33.350,66.650,50.077,49.923,2.87,256,0.888,bicubic,-58.620,-48.223,-46
vgg19_bn,33.230,66.770,50.803,49.197,143.68,224,0.875,bilinear,-57.760,-47.307,-8
ghostnet_100,33.207,66.793,51.160,48.840,5.18,224,0.875,bilinear,-57.233,-46.670,+1
@ -633,7 +637,7 @@ tf_mobilenetv3_large_minimal_100,31.593,68.407,49.340,50.660,3.92,224,0.875,bili
vit_tiny_r_s16_p8_224,30.797,69.203,47.643,52.357,6.34,224,0.900,bicubic,-58.553,-50.057,-2
tinynet_c,30.510,69.490,48.490,51.510,2.46,184,0.875,bicubic,-57.910,-48.780,+7
lcnet_075,30.383,69.617,48.753,51.247,2.36,224,0.875,bicubic,-56.557,-47.777,+16
vgg16_bn,30.360,69.640,47.263,52.737,138.37,224,0.875,bilinear,-60.180,-50.677,-21
vgg16_bn,30.360,69.640,47.263,52.737,138.37,224,0.875,bilinear,-60.180,-50.727,-22
regnety_002,29.687,70.313,46.800,53.200,3.16,224,0.875,bicubic,-58.503,-50.640,+6
resnet10t,29.610,70.390,47.837,52.163,5.44,224,0.950,bilinear,-57.120,-48.833,+14
mobilevit_xs,29.597,70.403,46.040,53.960,2.32,256,0.900,bicubic,-61.603,-52.180,-43
@ -652,8 +656,8 @@ tinynet_d,27.963,72.037,45.863,54.137,2.34,152,0.875,bicubic,-57.457,-50.157,+6
vgg16,27.877,72.123,44.673,55.327,138.36,224,0.875,bilinear,-61.483,-52.847,-22
tf_mobilenetv3_small_100,27.287,72.713,44.420,55.580,2.54,224,0.875,bilinear,-58.683,-51.980,+1
mixer_l16_224,26.857,73.143,37.923,62.077,208.20,224,0.875,bicubic,-60.113,-56.127,-4
mobilenetv3_small_075,26.533,73.467,43.887,56.113,2.04,224,0.875,bicubic,-57.587,-51.613,+5
vgg11,26.533,73.467,43.460,56.540,132.86,224,0.875,bilinear,-60.807,-53.650,-7
mobilenetv3_small_075,26.533,73.467,43.887,56.113,2.04,224,0.875,bicubic,-57.587,-51.613,+6
vgg11,26.533,73.467,43.460,56.540,132.86,224,0.875,bilinear,-60.807,-53.650,-8
mobilevit_xxs,26.347,73.653,43.030,56.970,1.27,256,0.900,bicubic,-61.603,-54.150,-12
vgg13,26.270,73.730,43.373,56.627,133.05,224,0.875,bilinear,-61.300,-53.747,-12
lcnet_050,26.220,73.780,44.607,55.393,1.88,224,0.875,bicubic,-56.790,-50.403,+3

1 model top1 top1_err top5 top5_err param_count img_size crop_pct interpolation top1_diff top5_diff rank_diff
2 ig_resnext101_32x48d 79.650 20.350 89.393 10.607 828.41 224 0.875 bilinear -17.320 -10.217 -10.277 +34 +33
3 ig_resnext101_32x32d 79.467 20.533 89.180 10.820 468.53 224 0.875 bilinear -17.313 -10.350 +49 +51
4 ig_resnext101_32x16d 78.817 21.183 88.477 11.523 194.03 224 0.875 bilinear -17.623 -11.143 -11.063 +83
5 tf_efficientnet_l2_ns_475 76.470 23.530 88.653 11.347 480.31 475 0.936 bicubic -21.280 -11.167 0
6 swsl_resnext101_32x16d 76.307 23.693 87.740 12.260 194.03 224 0.875 bilinear -19.973 -11.760 +98
7 ig_resnext101_32x8d 75.800 24.200 86.213 13.787 88.79 224 0.875 bilinear -20.140 -13.167 +137 +140
8 swsl_resnext101_32x8d 75.583 24.417 86.940 13.060 88.79 224 0.875 bilinear -20.657 -12.650 +102 +101
9 tf_efficientnet_l2_ns 74.657 25.343 87.547 12.453 480.31 800 0.960 bicubic -23.123 -12.273 -12.343 -5 -6
10 beit_large_patch16_384 73.280 26.720 85.023 14.977 305.00 384 1.000 bicubic -24.530 -14.767 -8
11 beit_large_patch16_512 73.157 26.843 85.080 14.920 305.67 512 1.000 bicubic -24.623 -14.810 -14.740 -8 -7
12 swsl_resnext101_32x4d 72.657 27.343 85.157 14.843 44.18 224 0.875 bilinear -23.383 -14.373 +122 +121
13 beit_large_patch16_224 71.043 28.957 83.420 16.580 304.43 224 0.900 bicubic -26.437 -16.270 -5
14 deit3_huge_patch14_224_in21ft1k 70.813 29.187 82.193 17.807 632.13 224 1.000 bicubic -26.437 -17.527 +4
15 deit3_large_patch16_384_in21ft1k 70.563 29.437 82.437 17.563 304.76 384 1.000 bicubic -26.997 -17.273 -9
16 deit3_large_patch16_224_in21ft1k 69.720 30.280 81.197 18.803 304.37 224 1.000 bicubic -27.590 -18.483 -4
17 swsl_resnext50_32x4d 68.970 31.030 82.807 17.193 25.03 224 0.875 bilinear -26.640 -16.633 +167 +166
18 swsl_resnet50 68.293 31.707 83.300 16.700 25.56 224 0.875 bilinear -26.907 -16.090 +211 +213
19 swinv2_large_window12to24_192to384_22kft1k 67.673 32.327 80.097 19.903 196.74 384 1.000 bicubic -29.607 -19.683 -4
20 tf_efficientnet_b7_ns 67.537 32.463 81.380 18.620 66.35 600 0.949 bicubic -29.653 -18.320 +3
21 vit_large_patch16_384 67.060 32.940 78.703 21.297 304.72 384 1.000 bicubic -30.360 -21.077 -11
22 convnext_xlarge_384_in22ft1k 66.967 33.033 79.703 20.297 350.20 384 1.000 bicubic -30.583 -20.097 -15
23 swin_large_patch4_window12_384 66.290 33.710 79.783 20.217 196.74 384 1.000 bicubic -30.890 -19.897 +1
24 convnext_large_384_in22ft1k 65.980 34.020 79.203 20.797 197.77 384 1.000 bicubic -31.460 -20.577 -15
25 swinv2_base_window12to24_192to384_22kft1k 65.740 34.260 79.310 20.690 87.92 384 1.000 bicubic -31.520 -20.340 -20.480 -8 -9
26 swinv2_large_window12to16_192to256_22kft1k 65.633 34.367 78.460 21.540 196.74 256 0.900 bicubic -31.607 -21.250 -5
27 tf_efficientnet_b6_ns 65.590 34.410 79.560 20.440 43.04 528 0.942 bicubic -31.430 -20.150 +7 +5
28 convnext_xlarge_in22ft1k 65.423 34.577 78.243 21.757 350.20 224 0.875 bicubic -31.817 -21.487 -9 -8
29 vit_large_patch16_224 64.353 35.647 76.187 23.813 304.33 224 0.900 bicubic -32.357 -23.463 +28
30 convnext_large_in22ft1k 64.177 35.823 77.580 22.420 197.77 224 0.875 bicubic -33.083 -22.210 -22.070 -14 -13
31 vit_large_r50_s32_384 64.103 35.897 75.850 24.150 329.09 384 1.000 bicubic -32.847 -23.860 +7 +6
32 convnext_base_384_in22ft1k 64.093 35.907 77.733 22.267 88.59 384 1.000 bicubic -33.197 -22.047 -19
33 swin_large_patch4_window7_224 63.867 36.133 78.177 21.823 196.53 224 0.900 bicubic -33.083 -21.483 +4 +5
34 beit_base_patch16_384 63.617 36.383 78.113 21.887 86.74 384 1.000 bicubic -33.713 -21.607 -23
35 swin_base_patch4_window12_384 63.470 36.530 78.080 21.920 87.90 384 1.000 bicubic -33.650 -21.700 -9
36 swinv2_base_window12to16_192to256_22kft1k 63.200 36.800 77.120 22.880 87.92 256 0.900 bicubic -33.860 -22.540 -5
37 tf_efficientnet_b5_ns 63.043 36.957 77.773 22.227 30.39 456 0.934 bicubic -33.827 -21.867 +8 +7
38 deit3_base_patch16_384_in21ft1k 62.637 37.363 75.550 24.450 86.88 384 1.000 bicubic -34.603 -24.120 -18 -16
39 vit_base_patch8_224 62.197 37.803 75.617 24.383 86.58 224 0.900 bicubic -34.883 -24.003 -10
40 convnext_base_in22ft1k 62.010 37.990 76.037 23.963 88.59 224 0.875 bicubic -34.830 -23.613 +7
41 deit3_base_patch16_224_in21ft1k 61.787 38.213 74.723 25.277 86.59 224 1.000 bicubic -35.083 -24.897 +3 +4
42 tf_efficientnet_b4_ns 61.233 38.767 76.160 23.840 19.34 380 0.922 bicubic -35.477 -23.480 +17 +16
43 tf_efficientnetv2_l_in21ft1k 60.953 39.047 75.843 24.157 118.52 480 1.000 bicubic -36.157 -23.867 -16
44 tf_efficientnetv2_xl_in21ft1k 60.680 39.320 74.397 25.603 208.12 512 1.000 bicubic -36.470 -25.223 -19
45 beit_base_patch16_224 60.317 39.683 75.597 24.403 86.53 224 0.900 bicubic -36.343 -24.063 +19
46 vit_base_patch16_384 60.187 39.813 73.837 26.163 86.86 384 1.000 bicubic -36.833 -25.873 -14 -13
47 swin_base_patch4_window7_224 59.537 40.463 74.240 25.760 87.77 224 0.900 bicubic -37.143 -25.420 +15
48 convnext_small_384_in22ft1k 59.110 40.890 73.903 26.097 50.22 384 1.000 bicubic -37.980 -25.787 -20
49 volo_d5_512 58.920 41.080 73.200 26.800 296.09 512 1.150 bicubic -38.370 -26.560 -35
50 volo_d5_448 58.793 41.207 73.057 26.943 295.91 448 1.150 bicubic -38.447 -26.683 -28 -31
51 tf_efficientnetv2_m_in21ft1k 58.643 41.357 73.980 26.020 54.14 480 1.000 bicubic -38.327 -25.690 -25.630 -16 -15
52 vit_large_r50_s32_224 58.633 41.367 71.720 28.280 328.99 224 0.900 bicubic -37.547 -27.820 +64
53 deit3_large_patch16_384 58.357 41.643 72.970 27.030 304.76 384 1.000 bicubic -38.493 -26.650 -7
54 deit3_huge_patch14_224 58.110 41.890 72.130 27.870 632.13 224 0.900 bicubic -38.470 -27.390 +16 +15
55 tf_efficientnet_b8_ap 57.830 42.170 72.953 27.047 87.41 672 0.954 bicubic -38.720 -26.587 +17 +18
56 convnext_small_in22ft1k 57.533 42.467 72.677 27.323 50.22 224 0.875 bicubic -38.927 -26.793 +27
57 cait_m48_448 57.477 42.523 71.867 28.133 356.46 448 1.000 bicubic -39.403 -27.753 -14
58 cait_m36_384 57.467 42.533 72.320 27.680 271.22 384 1.000 bicubic -39.363 -27.340 -10
59 tf_efficientnet_b3_ns 57.413 42.587 72.387 27.613 12.23 300 0.904 bicubic -38.687 -27.093 +65
60 volo_d4_448 57.293 42.707 71.533 28.467 193.41 448 1.150 bicubic -39.777 -28.217 -30
61 vit_base_patch16_224 56.840 43.160 70.637 29.363 86.57 224 0.900 bicubic -39.460 -28.923 +41
62 volo_d5_224 56.490 43.510 70.647 29.353 295.46 224 0.960 bicubic -40.390 -29.023 -20 -21
63 deit3_large_patch16_224 56.463 43.537 70.463 29.537 304.37 224 0.900 bicubic -39.727 -28.837 +52
64 xcit_large_24_p8_384_dist 56.350 43.650 71.320 28.680 188.93 384 1.000 bicubic -40.410 -28.240 -9
65 xcit_large_24_p8_224_dist 56.027 43.973 70.663 29.337 188.93 224 1.000 bicubic -40.613 -28.797 +1
66 xcit_large_24_p16_384_dist 54.910 45.090 69.863 30.137 189.10 384 1.000 bicubic -42.030 -29.647 -27
67 volo_d4_224 54.743 45.257 68.860 31.140 192.96 224 0.960 bicubic -42.037 -30.810 -14 -16
68 deit3_small_patch16_384_in21ft1k 54.467 45.533 68.310 31.690 22.21 384 1.000 bicubic -42.203 -31.330 -5
69 vit_base_r50_s16_384 54.400 45.600 69.563 30.437 98.95 384 1.000 bicubic -42.050 -30.097 +16 +15
70 resnetv2_152x4_bitm 54.323 45.677 70.173 29.827 936.53 480 1.000 bilinear -42.557 -29.487 -29 -28
71 xcit_large_24_p16_224_dist 54.260 45.740 68.980 31.020 189.10 224 1.000 bicubic -42.060 -30.520 +29
72 vit_small_r26_s32_384 54.203 45.797 68.747 31.253 36.47 384 1.000 bicubic -41.857 -30.803 +60 +59
73 volo_d3_448 53.993 46.007 68.023 31.977 86.63 448 1.000 bicubic -43.027 -31.657 -40 -39
74 tf_efficientnet_b5_ap 53.867 46.133 69.163 30.837 30.39 456 0.934 bicubic -42.213 -30.377 +51
75 xcit_medium_24_p8_224_dist 53.663 46.337 68.407 31.593 84.32 224 1.000 bicubic -42.857 -31.183 -31.103 0 +1
76 tf_efficientnet_b2_ns 53.597 46.403 70.277 29.723 9.11 260 0.890 bicubic -41.923 -29.063 +118 +119
77 tf_efficientnet_b6_ap 53.567 46.433 68.550 31.450 43.04 528 0.942 bicubic -42.803 -31.000 +15
78 cait_s36_384 53.550 46.450 68.020 31.980 68.37 384 1.000 bicubic -43.080 -31.580 -11
79 convnext_large 53.533 46.467 68.183 31.817 197.77 224 0.875 bicubic -42.487 -31.287 +58
80 deit3_base_patch16_384 53.510 46.490 67.630 32.370 86.88 384 1.000 bicubic -42.720 -31.770 +32
81 deit3_base_patch16_224 53.457 46.543 67.593 32.407 86.59 224 0.900 bicubic -42.323 -31.677 +80 +81
82 tf_efficientnet_b8 53.410 46.590 69.090 30.910 87.41 672 0.954 bicubic -43.290 -30.440 -22 -21
83 xcit_medium_24_p8_384_dist 53.407 46.593 68.137 31.863 84.32 384 1.000 bicubic -43.373 -31.473 -29 -30
84 vit_base_patch32_384 53.300 46.700 68.043 31.957 88.30 384 1.000 bicubic -42.600 -31.397 +64 +65
85 tf_efficientnet_b7_ap 53.260 46.740 68.867 31.133 66.35 600 0.949 bicubic -43.090 -30.723 +9
86 xcit_medium_24_p16_384_dist 53.213 46.787 68.057 31.943 84.40 384 1.000 bicubic -43.487 -31.543 -25 -26
87 tf_efficientnetv2_s_in21ft1k 53.143 46.857 69.007 30.993 21.46 384 1.000 bicubic -43.327 -30.563 -8
88 tf_efficientnet_b4_ap 53.093 46.907 68.213 31.787 19.34 380 0.922 bicubic -42.397 -31.177 +108 +109
89 regnetz_e8 53.017 46.983 67.140 32.860 57.70 320 1.000 bicubic -43.583 -32.470 -21
90 dm_nfnet_f5 52.870 47.130 67.427 32.573 377.21 544 0.954 bicubic -43.940 -32.243 -41
91 volo_d3_224 52.703 47.297 66.320 33.680 86.33 224 0.960 bicubic -43.737 -33.220 -33.300 -5
92 deit3_small_patch16_224_in21ft1k 52.690 47.310 66.877 33.123 22.06 224 1.000 bicubic -43.130 -32.433 -32.523 +65 +66
93 dm_nfnet_f6 52.447 47.553 67.113 32.887 438.36 576 0.956 bicubic -44.473 -32.607 -53
94 tf_efficientnet_b7 52.393 47.607 68.230 31.770 66.35 600 0.949 bicubic -44.187 -31.290 -25 -24
95 tf_efficientnetv2_l 52.387 47.613 67.240 32.760 118.52 480 1.000 bicubic -44.263 -32.320 -30
96 xcit_small_24_p8_384_dist 52.360 47.640 66.833 33.167 47.63 384 1.000 bicubic -44.450 -32.797 -46
97 swsl_resnet18 52.337 47.663 70.477 29.523 11.69 224 0.875 bilinear -38.733 -27.733 +508 +512
98 efficientnetv2_rw_m 52.323 47.677 67.210 32.790 53.24 416 1.000 bicubic -43.947 -32.350 +7 +8
99 deit_base_distilled_patch16_384 52.253 47.747 67.737 32.263 87.63 384 1.000 bicubic -44.257 -31.853 -22
100 xcit_medium_24_p16_224_dist 52.197 47.803 66.893 33.107 84.40 224 1.000 bicubic -44.063 -32.517 +7
101 xcit_small_24_p8_224_dist 52.197 47.803 66.767 33.233 47.63 224 1.000 bicubic -44.353 -32.803 -28 -29
102 dm_nfnet_f3 52.130 47.870 66.740 33.260 254.92 416 0.940 bicubic -44.600 -32.890 -46
103 resnetv2_152x2_bit_teacher_384 51.943 48.057 68.663 31.337 236.34 384 1.000 bicubic -44.247 -30.837 +11
104 resmlp_big_24_224_in22ft1k 51.893 48.107 68.470 31.530 129.14 224 0.875 bicubic -44.457 -31.050 -9
105 xcit_small_24_p16_384_dist 51.883 48.117 66.367 33.633 47.67 384 1.000 bicubic -44.457 -33.183 -33.213 -9
106 cait_s24_384 51.783 48.217 66.320 33.680 47.06 384 1.000 bicubic -44.787 -33.230 -35
107 resnetv2_152x2_bitm 51.757 48.243 69.247 30.753 236.34 448 1.000 bilinear -44.763 -30.263 -30.343 -31 -32
108 ecaresnet269d 51.663 48.337 66.043 33.957 102.09 352 1.000 bicubic -44.797 -33.567 -27
109 vit_base_patch16_224_miil 51.550 48.450 65.207 34.793 86.54 224 0.875 bilinear -44.480 -34.143 +26 +27
110 convnext_tiny_384_in22ft1k 51.453 48.547 66.427 33.573 28.59 384 1.000 bicubic -44.717 -32.973 -33.053 +9 +8
111 convnext_base 51.247 48.753 66.190 33.810 88.59 224 0.875 bicubic -44.693 -33.190 +34 +35
112 pit_b_distilled_224 51.157 48.843 66.773 33.227 74.79 224 0.900 bicubic -44.913 -32.567 -32.607 +15 +17
113 xcit_small_12_p8_384_dist 51.093 48.907 65.833 34.167 26.21 384 1.000 bicubic -45.387 -33.657 -35
114 convnext_tiny_in22ft1k 51.083 48.917 66.620 33.380 28.59 224 0.875 bicubic -44.647 -32.680 -32.740 +55 +54
115 dm_nfnet_f4 50.907 49.093 65.563 34.437 316.07 512 0.951 bicubic -45.873 -34.057 -64 -63
116 tf_efficientnet_b1_ns 50.900 49.100 67.927 32.073 7.79 240 0.882 bicubic -43.960 -31.323 +166 +169
117 volo_d2_384 50.883 49.117 65.637 34.363 58.87 384 1.000 bicubic -45.827 -33.963 -59 -58
118 xcit_small_24_p16_224_dist 50.730 49.270 65.033 34.967 47.67 224 1.000 bicubic -45.060 -34.317 +41 +42
119 tf_efficientnetv2_m 50.560 49.440 66.000 34.000 54.14 480 1.000 bicubic -45.980 -33.570 -45
120 xcit_small_12_p16_384_dist 50.527 49.473 65.297 34.703 26.25 384 1.000 bicubic -45.803 -34.193 -21
121 efficientnet_b4 50.503 49.497 65.707 34.293 19.34 384 1.000 bicubic -45.027 -33.693 +71 +72
122 volo_d1_384 50.473 49.527 64.927 35.073 26.78 384 1.000 bicubic -45.997 -34.623 -42
123 xcit_small_12_p8_224_dist 50.440 49.560 65.433 34.567 26.21 224 1.000 bicubic -45.520 -33.987 +20
124 resnetv2_101x3_bitm 50.403 49.597 67.787 32.213 387.93 448 1.000 bilinear -45.847 -31.803 -16
125 regnetz_040h 50.330 49.670 65.630 34.370 28.94 320 1.000 bicubic -46.000 -33.890 -27
126 ssl_resnext101_32x16d 50.250 49.750 66.017 33.983 194.03 224 0.875 bilinear -45.160 -33.393 +79 +82
127 cait_s24_224 50.240 49.760 65.023 34.977 46.92 224 1.000 bicubic -45.400 -34.367 +53 +54
128 eca_nfnet_l2 50.233 49.767 65.453 34.547 56.72 384 1.000 bicubic -46.217 -34.167 -44 -43
129 vit_small_patch16_384 50.167 49.833 65.807 34.193 22.20 384 1.000 bicubic -45.813 -33.783 +11 +12
130 resnest269e 50.153 49.847 64.663 35.337 110.93 416 0.928 bicubic -45.967 -34.857 -8
131 deit_base_distilled_patch16_224 50.060 49.940 66.223 33.777 87.34 224 0.900 bicubic -45.690 -33.057 +32 +35
132 tf_efficientnet_b3_ap 50.043 49.957 65.213 34.787 12.23 300 0.904 bicubic -44.927 -33.897 +131 +136
133 resnest200e 49.877 50.123 64.740 35.260 70.20 320 0.909 bicubic -46.193 -34.680 -34.740 -5 -6
134 volo_d2_224 49.813 50.187 64.587 35.413 58.68 224 0.960 bicubic -46.607 -34.913 -45
135 seresnextaa101d_32x8d 49.767 50.233 64.420 35.580 93.59 288 1.000 bicubic -46.653 -35.100 -47
136 xception65 49.757 50.243 63.523 36.477 39.92 299 0.940 bicubic -45.933 -35.787 +39 +42
137 swinv2_base_window16_256 49.667 50.333 63.810 36.190 87.92 256 0.900 bicubic -46.503 -35.670 -35.590 -19 -18
138 convnext_small 49.573 50.427 64.830 35.170 50.22 224 0.875 bicubic -46.037 -34.430 +44 +47
139 cait_xs24_384 49.537 50.463 64.900 35.100 26.67 384 1.000 bicubic -46.473 -34.620 -34.530 0 +1
140 tf_efficientnet_b5 49.510 50.490 65.650 34.350 30.39 456 0.934 bicubic -46.470 -33.800 +1 +2
141 resnetv2_152x2_bit_teacher 49.487 50.513 65.620 34.380 236.34 224 0.875 bicubic -46.263 -33.810 +24
142 resnet200d 49.473 50.527 64.327 35.673 64.69 320 1.000 bicubic -46.637 -35.133 -19
143 xcit_small_12_p16_224_dist 49.420 50.580 63.840 36.160 26.25 224 1.000 bicubic -46.310 -35.520 -35.460 +23 +27
144 resnest101e 49.363 50.637 65.597 34.403 48.28 256 0.875 bilinear -46.197 -33.673 +44 +45
145 regnetz_040 49.283 50.717 64.063 35.937 27.12 320 1.000 bicubic -46.897 -35.447 -28
146 seresnet152d resnet152d 49.250 50.750 64.177 64.417 35.823 35.583 66.84 60.21 320 1.000 bicubic -47.060 -46.620 -35.333 -35.013 -46 +8
147 resnet152d vit_base_patch32_224 49.250 50.750 64.417 64.343 35.583 35.657 60.21 88.22 320 224 1.000 0.900 bicubic -46.620 -45.140 -35.013 -34.717 +4 +203
148 vit_base_patch32_224 seresnet152d 49.250 50.750 64.343 64.177 35.657 35.823 88.22 66.84 224 320 0.900 1.000 bicubic -45.140 -47.060 -34.717 -35.333 +200 -47
149 xcit_large_24_p8_224 49.237 50.763 62.840 37.160 188.93 224 1.000 bicubic -46.843 -36.310 -23
150 ssl_resnext101_32x8d 49.097 50.903 65.483 34.517 88.79 224 0.875 bilinear -46.233 -33.827 +67 +70
151 resmlp_big_24_distilled_224 49.097 50.903 65.477 34.523 129.14 224 0.875 bicubic -46.773 -33.963 0 +1
152 volo_d1_224 48.970 51.030 63.190 36.810 26.63 224 0.960 bicubic -47.060 -36.200 -16 -17
153 repvgg_b3 48.920 51.080 64.880 35.120 123.09 224 0.875 bilinear -45.640 -34.030 +175 +179
154 resnetrs420 48.857 51.143 63.427 36.573 191.89 416 1.000 bicubic -47.553 -36.113 -64
155 deit3_small_patch16_384 48.670 51.330 62.823 37.177 22.21 384 1.000 bicubic -46.940 -36.567 +28 +29
156 seresnext101d_32x8d 48.597 51.403 62.960 37.040 93.59 288 1.000 bicubic -47.763 -36.510 -63
157 efficientnetv2_rw_s 48.593 51.407 63.837 36.163 23.94 384 1.000 bicubic -47.107 -35.543 +17 +18
158 regnetz_d32 48.590 51.410 65.190 34.810 27.58 320 0.950 bicubic -47.280 -34.240 -8 -5
159 swinv2_small_window16_256 48.577 51.423 62.763 37.237 49.73 256 0.900 bicubic -47.493 -36.617 -36.577 -30 -29
160 efficientnet_b3 48.567 51.433 64.250 35.750 12.23 320 1.000 bicubic -46.573 -34.960 +75 +78
161 ecaresnet101d 48.537 51.463 64.097 35.903 44.57 224 0.875 bicubic -46.623 -35.133 +71 +74
162 dm_nfnet_f2 vit_small_r26_s32_224 48.367 51.633 63.230 63.800 36.770 36.200 193.78 36.43 352 224 0.920 0.900 bicubic -48.093 -46.753 -36.310 -35.420 -80 +82
163 vit_small_r26_s32_224 dm_nfnet_f2 48.367 51.633 63.800 63.230 36.200 36.770 36.43 193.78 224 352 0.900 0.920 bicubic -46.753 -48.093 -35.280 -36.310 +77 -81
164 swinv2_base_window8_256 48.340 51.660 63.597 36.403 87.92 256 0.900 bicubic -47.730 -35.883 -35.823 -34 -36
165 repvgg_b3g4 48.303 51.697 64.793 35.207 83.83 224 0.875 bilinear -46.197 -34.227 +172 +176
166 vit_large_patch32_384 48.247 51.753 61.823 38.177 306.63 384 1.000 bicubic -46.993 -37.497 +59 +62
167 convit_base 48.220 51.780 63.007 36.993 86.54 224 0.875 bicubic -46.880 -36.133 +79 +81
168 swin_s3_base_224 48.140 51.860 62.263 37.737 71.13 224 0.900 bicubic -47.900 -37.087 -35 -34
169 sequencer2d_l 48.107 51.893 62.343 37.657 54.30 224 0.875 bicubic -47.763 -37.127 -16 -18
170 resnetrs350 48.057 51.943 62.650 37.350 163.96 384 1.000 bicubic -48.183 -36.820 -59 -60
171 regnetz_d8 48.013 51.987 64.410 35.590 23.37 320 1.000 bicubic -47.997 -35.020 -35.110 -33
172 twins_svt_large 47.947 52.053 62.910 37.090 99.27 224 0.900 bicubic -47.773 -36.380 -36.460 -1 0
173 vit_relpos_base_patch16_224 47.937 52.063 62.847 37.153 86.43 224 0.900 bicubic -47.193 -36.453 +65 +66
174 mixer_b16_224_miil 47.800 52.200 63.397 36.603 59.88 224 0.875 bilinear -47.090 -35.683 +104 +107
175 repvgg_b2g4 47.793 52.207 64.377 35.623 61.76 224 0.875 bilinear -46.027 -34.553 +241 +244
176 vit_relpos_base_patch16_clsgap_224 47.763 52.237 62.410 37.590 86.43 224 0.900 bicubic -47.487 -36.790 +47 +50
177 vit_relpos_medium_patch16_cls_224 47.660 52.340 61.803 38.197 38.76 224 0.900 bicubic -47.640 -37.287 +42 +45
178 seresnext101_32x8d 47.653 52.347 61.447 38.553 93.57 288 1.000 bicubic -48.477 -37.913 -57
179 eca_nfnet_l1 47.643 52.357 62.763 37.237 41.41 320 1.000 bicubic -48.297 -36.727 -33 -34
180 resnetv2_50x3_bitm 47.593 52.407 65.603 34.397 217.32 448 1.000 bilinear -48.677 -34.027 -74 -75
181 pit_s_distilled_224 47.547 52.453 63.497 36.503 24.04 224 0.900 bicubic -47.193 -35.683 +115 +119
182 resnest50d_4s2x40d 47.490 52.510 63.817 36.183 30.42 224 0.875 bicubic -47.220 -35.013 -35.323 +119 +123
183 efficientnet_b3_pruned 47.443 52.557 62.787 37.213 9.86 300 0.904 bicubic -47.137 -36.013 -36.283 +140 +144
184 crossvit_18_dagger_408 47.380 52.620 60.943 39.057 44.61 408 1.000 bicubic -48.750 -38.527 -64
185 xcit_small_24_p8_224 47.297 52.703 60.983 39.017 47.63 224 1.000 bicubic -48.613 -38.197 -38 -37
186 tresnet_m 47.217 52.783 62.000 38.000 31.39 224 0.875 bilinear -48.163 -37.150 +26 +29
187 tf_efficientnet_b6 47.207 52.793 63.110 36.890 43.04 528 0.942 bicubic -49.083 -36.410 -84
188 convnext_tiny 47.180 52.820 63.217 36.783 28.59 224 0.875 bicubic -47.780 -35.983 +78 +81
189 ssl_resnext101_32x4d 47.167 52.833 63.367 36.633 44.18 224 0.875 bilinear -47.983 -35.763 -35.933 +45 +47
190 resnetrs270 47.107 52.893 62.013 37.987 129.86 352 1.000 bicubic -48.953 -37.467 -59 -58
191 regnetz_d8_evos 47.080 52.920 63.390 36.610 23.46 320 0.950 bicubic -49.140 -36.100 -78
192 tf_efficientnet_b4 47.080 52.920 62.857 37.143 19.34 380 0.922 bicubic -48.510 -36.473 -5
193 regnetz_d8_evos vit_base_patch16_rpn_224 47.080 47.063 52.920 52.937 63.390 62.403 36.610 37.597 23.46 86.54 320 224 0.950 0.900 bicubic -49.140 -47.757 -36.100 -36.687 -79 +95
194 vit_base_patch16_rpn_224 swinv2_small_window8_256 47.063 47.030 52.937 52.970 62.403 62.297 37.597 37.703 86.54 49.73 224 256 0.900 bicubic -47.757 -48.700 -36.687 -37.063 +91 -25
195 swinv2_small_window8_256 xcit_small_12_p8_224 47.030 46.983 52.970 53.017 62.297 60.537 37.703 39.463 49.73 26.21 256 224 0.900 1.000 bicubic -48.700 -48.437 -37.083 -38.663 -27 +12
196 xcit_small_12_p8_224 xcit_large_24_p16_224 46.983 46.960 53.017 53.040 60.537 60.670 39.463 39.330 26.21 189.10 224 1.000 bicubic -48.437 -47.990 -38.663 -38.160 +9 +75
197 xcit_large_24_p16_224 convnext_tiny_hnf 46.960 46.937 53.040 53.063 60.670 61.200 39.330 38.800 189.10 28.59 224 1.000 0.950 bicubic -47.990 -47.833 -38.160 -37.960 +71 +97
198 convnext_tiny_hnf xception65p 46.937 46.933 53.063 53.067 61.200 61.083 38.800 38.917 28.59 39.82 224 299 0.950 0.940 bicubic -47.833 -48.727 -37.750 -38.187 +96 -19
xception65p 46.933 53.067 61.083 38.917 39.82 299 0.940 bicubic -48.727 -38.187 -20
199 resnet101d 46.893 53.107 62.323 37.677 44.57 320 1.000 bicubic -48.857 -37.117 -35
200 resnet152 46.800 53.200 60.410 39.590 60.19 224 0.950 bicubic -48.750 -38.850 -11 -10
201 gluon_seresnext101_64x4d 46.677 53.323 61.297 38.703 88.23 224 0.875 bicubic -47.983 -37.753 -37.683 +113 +117
202 twins_pcpvt_large 46.627 53.373 62.233 37.767 60.99 224 0.900 bicubic -49.093 -37.137 -37.257 -32 -31
203 dm_nfnet_f1 46.547 53.453 61.403 38.597 132.63 320 0.910 bicubic -49.833 -38.067 -112
204 regnetv_064 46.480 53.520 62.253 37.747 30.58 288 1.000 bicubic -49.290 -37.167 -42 -41
205 xcit_medium_24_p8_224 46.473 53.527 59.647 40.353 84.32 224 1.000 bicubic -49.397 -39.433 -51 -50
206 crossvit_15_dagger_408 46.457 53.543 60.487 39.513 28.50 408 1.000 bicubic -49.363 -38.913 -38.823 -48 -47
207 resnetrs200 46.430 53.570 61.060 38.940 93.21 320 1.000 bicubic -49.910 -38.520 -38.490 -110
208 swin_s3_small_224 46.393 53.607 60.897 39.103 49.74 224 0.900 bicubic -49.447 -38.303 -52 -51
209 fbnetv3_g 46.347 53.653 62.403 37.597 16.62 288 0.950 bilinear -48.783 -36.797 +27 +31
210 sequencer2d_m 46.297 53.703 60.903 39.097 38.31 224 0.875 bicubic -49.303 -38.367 -25 -24
211 tresnet_xl 46.280 53.720 61.950 38.050 78.44 224 0.875 bilinear -48.780 -37.310 +43 +46
212 xcit_tiny_24_p8_384_dist 46.263 53.737 60.713 39.287 12.11 384 1.000 bicubic -49.977 -38.727 -103 -101
213 xcit_tiny_24_p8_224_dist 46.257 53.743 60.607 39.393 12.11 224 1.000 bicubic -49.203 -38.783 -38.753 -12 -9
214 gernet_m 46.170 53.830 62.700 37.300 21.14 224 0.875 bilinear -48.380 -36.230 +115 +121
215 deit_small_distilled_patch16_224 46.163 53.837 62.403 37.597 22.44 224 0.900 bicubic -48.437 -36.697 +106 +110
216 regnety_160 46.163 53.837 61.843 38.157 83.59 288 1.000 bicubic -49.717 -37.717 -67 -66
217 crossvit_base_240 46.133 53.867 60.223 39.777 105.03 240 0.875 bicubic -48.937 -38.897 -38.757 +36 +39
218 swinv2_cr_small_ns_224 46.123 53.877 60.787 39.213 49.70 224 0.900 bicubic -49.567 -38.523 -41
219 resnest50d_1s4x24d 46.093 53.907 62.377 37.623 25.68 224 0.875 bicubic -48.297 -36.693 +125 +130
220 tf_efficientnet_b0_ns 46.053 53.947 63.270 36.730 5.29 224 0.875 bicubic -47.697 -35.700 +203 +206
221 jx_nest_base 46.040 53.960 60.093 39.907 67.72 224 0.875 bicubic -49.500 -39.207 -30
222 resnet51q 46.027 53.973 60.903 39.097 35.70 288 1.000 bilinear -49.173 -38.377 +8 +10
223 vit_small_patch16_224 46.000 54.000 61.820 38.180 22.05 224 0.900 bicubic -48.880 -37.450 +56 +59
224 vit_relpos_medium_patch16_224 45.960 54.040 61.030 38.970 38.75 224 0.900 bicubic -49.240 -38.190 +4 +9
225 regnety_080 45.953 54.047 60.880 39.120 39.18 288 1.000 bicubic -49.897 -38.560 -70 -69
226 resnest50d 45.943 54.057 62.630 37.370 27.48 224 0.875 bilinear -48.677 -36.400 +91 +95
227 deit3_small_patch16_224 45.923 54.077 58.893 41.107 22.06 224 0.900 bicubic -48.767 -39.857 +80 +84
228 crossvit_18_240 45.903 54.097 60.383 39.617 43.27 240 0.875 bicubic -49.167 -38.597 -38.737 +21 +27
229 twins_pcpvt_base 45.893 54.107 61.343 38.657 43.83 224 0.900 bicubic -49.567 -38.017 -38.047 -27 -26
230 regnety_032 45.883 54.117 61.533 38.467 19.44 288 1.000 bicubic -49.597 -37.787 -32 -31
231 levit_384 45.873 54.127 61.690 38.310 39.13 224 0.900 bicubic -49.337 -37.470 -4 -1
232 twins_svt_base 45.873 54.127 60.967 39.033 56.07 224 0.900 bicubic -49.697 -38.263 -45 -44
233 crossvit_18_dagger_240 45.850 54.150 59.923 40.077 44.27 240 0.875 bicubic -49.330 -39.197 -2 +1
234 vit_relpos_medium_patch16_rpn_224 45.753 54.247 60.957 39.043 38.73 224 0.900 bicubic -49.317 -38.333 -38.233 +16 +20
235 vit_srelpos_medium_patch16_224 45.730 54.270 61.070 38.930 38.74 224 0.900 bicubic -49.170 -38.130 +39 +42
236 crossvit_15_dagger_240 45.697 54.303 60.090 39.910 28.21 240 0.875 bicubic -49.283 -39.070 +25 +28
237 regnetz_c16 45.690 54.310 62.517 37.483 13.46 320 0.940 bicubic -49.700 -36.763 -36.793 -28 -24
238 convmixer_1536_20 45.660 54.340 61.770 38.230 51.63 224 0.960 bicubic -49.310 -37.400 +26 +29
239 gc_efficientnetv2_rw_t 45.657 54.343 60.200 39.800 13.68 288 1.000 bicubic -49.633 -39.020 -19 -16
240 efficientnetv2_rw_t 45.607 54.393 60.187 39.813 13.65 288 1.000 bicubic -49.463 -39.033 +11 +13
241 gluon_seresnext101_32x4d 45.597 54.403 61.140 38.860 48.96 224 0.875 bicubic -48.853 -37.950 +98 +102
242 xcit_tiny_24_p16_384_dist 45.587 54.413 60.510 39.490 12.12 384 1.000 bicubic -49.903 -38.850 -45 -44
243 xcit_medium_24_p16_224 45.527 54.473 59.000 41.000 84.40 224 1.000 bicubic -49.603 -39.930 -4 -1
244 xcit_small_24_p16_224 45.517 54.483 58.887 41.113 47.67 224 1.000 bicubic -49.563 -40.183 +4 +6
245 dm_nfnet_f0 45.480 54.520 60.990 39.010 71.49 256 0.900 bicubic -50.210 -38.340 -69
246 resnext101_64x4d 45.453 54.547 59.040 40.960 83.46 288 1.000 bicubic -50.087 -40.250 -56 -54
247 gluon_resnet152_v1d 45.437 54.563 60.083 39.917 60.21 224 0.875 bicubic -49.003 -38.927 +93 +97
248 nfnet_l0 45.423 54.577 62.073 37.927 35.07 288 1.000 bicubic -49.967 -37.237 -37.347 -37 -36
249 ssl_resnext50_32x4d 45.403 54.597 62.033 37.967 25.03 224 0.875 bilinear -49.297 -37.207 +55 +59
250 xcit_small_12_p16_224 resnetv2_50x1_bit_distilled 45.397 54.603 59.417 62.310 40.583 37.690 26.25 25.55 224 1.000 0.875 bicubic -49.423 -50.003 -39.643 -37.120 +34 -41
251 resnetv2_50x1_bit_distilled xcit_small_12_p16_224 45.397 54.603 62.310 59.417 37.690 40.583 25.55 26.25 224 0.875 1.000 bicubic -50.003 -49.423 -37.120 -39.643 -42 +38
252 jx_nest_small 45.353 54.647 59.010 40.990 38.35 224 0.875 bicubic -50.177 -40.210 -59 -58
253 resnet61q cs3se_edgenet_x 45.283 45.327 54.717 54.673 59.400 60.383 40.600 39.617 36.85 50.72 288 320 1.000 bicubic -49.837 -50.683 -39.810 -39.057 -9 -114
254 tresnet_xl_448 resnet61q 45.223 45.283 54.777 54.717 61.440 59.400 38.560 40.600 78.44 36.85 448 288 0.875 1.000 bilinear bicubic -50.287 -49.837 -37.900 -39.680 -59 -7
255 nasnetalarge cs3edgenet_x 45.207 45.280 54.793 54.720 57.880 60.287 42.120 39.713 88.75 47.82 331 288 0.911 1.000 bicubic -49.943 -50.190 -41.420 -38.993 -22 -54
256 convit_small tresnet_xl_448 45.197 45.223 54.803 54.777 60.497 61.440 39.503 38.560 27.78 78.44 224 448 0.875 bicubic bilinear -49.723 -50.287 -38.613 -37.900 +16 -60
257 swin_small_patch4_window7_224 nasnetalarge 45.157 45.207 54.843 54.793 60.333 57.880 39.667 42.120 49.61 88.75 224 331 0.900 0.911 bicubic -50.563 -49.943 -39.157 -41.250 -85 -20
258 tf_efficientnet_b3 convit_small 45.100 45.197 54.900 54.803 60.643 60.497 39.357 39.503 12.23 27.78 300 224 0.904 0.875 bicubic -49.810 -49.723 -38.467 -38.613 +15 +17
259 resnet101 swin_small_patch4_window7_224 45.087 45.157 54.913 54.843 59.577 60.333 40.423 39.667 44.55 49.61 224 0.950 0.900 bicubic -49.893 -50.563 -39.503 -38.957 +3 -86
260 sequencer2d_s tf_efficientnet_b3 45.083 45.100 54.917 54.900 60.067 60.643 39.933 39.357 27.65 12.23 224 300 0.875 0.904 bicubic -50.387 -49.810 -39.353 -38.467 -60 +16
261 rexnet_200 resnet101 45.057 45.087 54.943 54.913 62.313 59.577 37.687 40.423 16.37 44.55 224 0.875 0.950 bicubic -49.603 -49.893 -36.837 -39.503 +52 +4
262 sequencer2d_s 45.083 54.917 60.067 39.933 27.65 224 0.875 bicubic -50.387 -39.203 -60
263 rexnet_200 45.057 54.943 62.313 37.687 16.37 224 0.875 bicubic -49.603 -36.777 +53
264 resnetrs152 44.957 55.043 59.707 40.293 86.62 320 1.000 bicubic -51.003 -39.673 -120
265 resnetv2_101 44.933 55.067 58.837 41.163 44.54 224 0.950 bicubic -49.997 -40.363 -40.283 +7 +9
266 ecaresnetlight 44.893 55.107 60.777 39.223 30.16 224 0.875 bicubic -49.247 -38.173 +114 +116
267 deit_base_patch16_224 44.873 55.127 59.190 40.810 86.57 224 0.900 bicubic -50.137 -39.790 -7 -4
268 cait_xxs36_384 44.777 55.223 59.367 40.633 17.37 384 1.000 bicubic -50.443 -39.953 -40 -39
269 deit_base_patch16_384 44.770 55.230 59.627 40.373 86.86 384 1.000 bicubic -50.880 -39.613 -88 -89
270 resmlp_36_distilled_224 44.757 55.243 61.073 38.927 44.69 224 0.875 bicubic -49.793 -38.087 +62 +63
271 gernet_l 44.730 55.270 58.947 41.053 31.08 256 0.875 bilinear -50.200 -40.193 -40.253 0 +1
272 xcit_tiny_24_p16_224_dist 44.720 55.280 59.420 40.580 12.12 224 1.000 bicubic -49.500 -39.540 +98 +101
273 resmlp_24_distilled_224 44.710 55.290 61.463 38.537 30.02 224 0.875 bicubic -49.630 -37.627 +83 +85
274 tf_efficientnet_b2_ap 44.707 55.293 60.680 39.320 9.11 260 0.890 bicubic -49.563 -38.270 +90
275 swinv2_tiny_window16_256 44.573 55.427 59.577 40.423 28.35 256 0.900 bicubic -50.787 -39.723 -59
276 vit_relpos_small_patch16_224 44.550 55.450 60.203 39.797 21.98 224 0.900 bicubic -50.140 -38.897 +32 +33
277 gmlp_s16_224 44.483 55.517 58.627 41.373 19.42 224 0.875 bicubic -49.027 -40.153 +180 +182
278 ens_adv_inception_resnet_v2 44.390 55.610 58.110 41.890 55.84 299 0.897 bicubic -49.730 -40.680 +104 +107
279 tresnet_l 44.360 55.640 59.947 40.053 55.99 224 0.875 bilinear -50.540 -39.083 -2 0
280 gluon_resnext101_32x4d 44.287 55.713 59.090 40.910 44.18 224 0.875 bicubic -49.833 -39.840 +103 +104
281 poolformer_m48 44.270 55.730 59.300 40.700 73.47 224 0.950 bicubic -50.860 -39.820 -42 -40
282 wide_resnet50_2 44.180 55.820 59.697 40.303 68.88 224 0.875 bicubic -50.480 -39.283 -39.353 +31 +35
283 regnetz_c16_evos 44.160 55.840 61.057 38.943 13.49 320 0.950 bicubic -51.470 -38.363 -100 -101
284 vit_srelpos_small_patch16_224 44.137 55.863 59.710 40.290 21.97 224 0.900 bicubic -50.413 -39.430 +49 +50
285 crossvit_15_240 44.123 55.877 59.130 40.870 27.53 240 0.875 bicubic -50.597 -39.950 +15 +18
286 seresnext50_32x4d 44.120 55.880 59.480 40.520 27.56 224 0.875 bicubic -50.690 -39.650 +2 +4
287 resnetv2_101x1_bitm 44.113 55.887 61.980 38.020 44.54 448 1.000 bilinear -51.207 -37.390 -67 -66
288 gluon_resnet152_v1s 44.070 55.930 58.700 41.300 60.32 224 0.875 bicubic -50.650 -40.360 +13 +16
289 pit_b_224 44.067 55.933 58.017 41.983 73.76 224 0.900 bicubic -50.723 -40.803 +1 +3
290 poolformer_m36 ssl_resnet50 44.020 55.980 59.067 61.910 40.933 38.090 56.17 25.56 224 0.950 0.875 bicubic bilinear -50.990 -50.300 -40.033 -37.240 -29 +71
291 ssl_resnet50 poolformer_m36 44.020 55.980 61.910 59.067 38.090 40.933 25.56 56.17 224 0.875 0.950 bilinear bicubic -50.300 -50.990 -37.240 -40.033 +68 -30
292 inception_resnet_v2 44.007 55.993 57.907 42.093 55.84 299 0.897 bicubic -50.323 -40.893 +65 +68
293 pnasnet5large 43.953 56.047 56.723 43.277 86.06 331 0.911 bicubic -51.407 -42.407 -78 -76
294 pit_s_224 43.893 56.107 58.637 41.363 23.46 224 0.900 bicubic -50.687 -40.483 -40.293 +33 +34
295 gluon_resnext101_64x4d 43.880 56.120 58.703 41.297 83.46 224 0.875 bicubic -50.470 -40.177 +60 +62
296 coat_lite_small 43.813 56.187 57.143 42.857 19.84 224 0.900 bicubic -51.267 -41.887 -47 -45
297 regnetv_040 43.793 56.207 58.460 41.540 20.64 288 1.000 bicubic -51.937 -40.900 -40.920 -127 -130
298 tnt_s_patch16_224 43.777 56.223 59.197 40.803 23.76 224 0.900 bicubic -50.793 -39.983 +30 +32
299 mobilevitv2_200_in22ft1k 43.770 56.230 59.500 40.500 18.45 256 0.888 bicubic -51.280 -39.580 -41 -40
300 swinv2_cr_small_224 43.770 56.230 57.690 42.310 49.70 224 0.900 bicubic -51.630 -41.360 -92 -89
301 cspresnext50 43.763 56.237 60.143 39.857 20.57 256 0.887 bilinear -50.477 -38.907 +66 +68
302 cait_xxs36_224 43.760 56.240 58.730 41.270 17.30 224 1.000 bicubic -50.170 -40.160 +99 +102
303 ecaresnet50d 43.743 56.257 60.373 39.627 25.58 224 0.875 bicubic -50.457 -38.647 +71 +73
304 ecaresnet101d_pruned 43.740 56.260 59.607 40.393 24.88 224 0.875 bicubic -50.720 -39.483 +36 +38
305 swin_s3_tiny_224 43.717 56.283 59.510 40.490 28.33 224 0.900 bicubic -51.183 -39.650 -27
306 tf_efficientnetv2_s 43.707 56.293 58.597 41.403 21.46 384 1.000 bicubic -52.003 -40.803 -131 -132
307 rexnet_150 43.687 56.313 60.890 39.110 9.73 224 0.875 bicubic -50.593 -38.190 +54 +56
308 pit_xs_distilled_224 43.660 56.340 60.707 39.293 11.00 224 0.900 bicubic -49.580 -38.143 -38.123 +177 +179
309 xcit_tiny_12_p8_224_dist 43.640 56.360 58.457 41.543 6.71 224 1.000 bicubic -51.080 -40.723 -7
310 edgenext_small 43.617 56.383 59.883 40.117 5.59 320 1.000 bicubic -51.213 -39.527 -25 -23
311 crossvit_small_240 43.473 56.527 58.940 41.060 26.86 240 0.875 bicubic -51.107 -39.990 -40.180 +13 +15
312 cs3sedarknet_x 43.460 56.540 58.843 41.157 35.40 288 1.000 bicubic -51.960 -40.477 -106
313 gluon_resnet101_v1d 43.430 56.570 58.610 41.390 44.57 224 0.875 bicubic -50.750 -40.330 +64
314 ecaresnet50t 43.413 56.587 59.300 40.700 25.57 320 0.950 bicubic -51.657 -39.890 -39.990 -59 -62
315 gluon_resnet101_v1s 43.363 56.637 58.510 41.490 44.67 224 0.875 bicubic -50.807 -40.400 -40.500 +65
316 cspdarknet53 43.353 56.647 59.430 40.570 27.64 256 0.887 bilinear -50.737 -39.550 +70 +72
317 xcit_tiny_24_p8_224 43.303 56.697 57.273 42.727 12.11 224 1.000 bicubic -51.587 -41.917 -37
318 xcit_tiny_12_p8_384_dist 43.300 56.700 58.177 41.823 6.71 384 1.000 bicubic -52.040 -41.163 -100
319 dpn68b 43.277 56.723 58.673 41.327 12.61 224 0.875 bicubic -50.343 -40.377 -40.027 +124 +126
320 convmixer_768_32 43.267 56.733 59.367 40.633 21.11 224 0.960 bicubic -51.163 -39.743 +24 +25
321 visformer_small 43.257 56.743 57.980 42.020 40.22 224 0.900 bicubic -51.713 -41.230 -53 -55
322 eca_nfnet_l0 43.233 56.767 59.907 40.093 24.14 288 1.000 bicubic -52.217 -39.483 -116 -117
323 regnety_064 43.223 56.777 57.230 42.770 30.58 288 1.000 bicubic -52.567 -42.060 -160 -162
324 vit_relpos_base_patch32_plus_rpn_256 43.167 56.833 58.430 41.570 119.42 256 0.900 bicubic -49.993 -40.220 -39.890 +167 +170
325 vit_small_patch32_384 43.143 56.857 59.293 40.707 22.92 384 1.000 bicubic -51.457 -39.847 -2 -1
326 resnest26d 43.140 56.860 60.637 39.363 17.07 224 0.875 bilinear -50.100 -38.193 -38.213 +159 +160
327 twins_pcpvt_small 43.087 56.913 58.877 41.123 24.11 224 0.900 bicubic -51.513 -40.273 -5 -4
328 resmlp_36_224 43.050 56.950 59.313 40.687 44.69 224 0.875 bicubic -50.600 -39.637 +109 +110
329 cspresnet50 43.047 56.953 59.167 40.833 21.62 256 0.887 bilinear -50.813 -39.693 +81 +83
330 dpn131 43.040 56.960 57.420 42.580 79.25 224 0.875 bicubic -50.710 -41.410 +95 +97
331 tf_efficientnet_lite4 42.980 57.020 57.640 42.360 13.01 380 0.920 bilinear -51.890 -41.450 -47
332 twins_svt_small 42.930 57.070 58.467 41.533 24.06 224 0.900 bicubic -51.840 -40.693 -40.613 -39 -37
333 mobilevitv2_200_384_in22ft1k 42.917 57.083 58.987 41.013 18.45 384 1.000 bicubic -52.473 -40.433 -40.293 -120 -119
334 gluon_resnet152_v1b 42.893 57.107 57.740 42.260 60.19 224 0.875 bicubic -51.137 -41.010 +58 +60
335 fbnetv3_d 42.890 57.110 59.690 40.310 10.31 256 0.950 bilinear -50.960 -39.210 -39.220 +78
336 dpn107 42.860 57.140 57.363 42.637 86.92 224 0.875 bicubic -51.100 -41.467 +63 +65
337 levit_256 42.813 57.187 57.903 42.097 18.89 224 0.900 bicubic -51.597 -41.157 +8 +9
338 gluon_resnet152_v1c 42.810 57.190 57.737 42.263 60.21 224 0.875 bicubic -51.080 -41.063 +68 +70
339 tf_efficientnet_b1_ap 42.800 57.200 58.817 41.183 7.79 240 0.882 bicubic -50.830 -39.983 +101 +103
340 gluon_xception65 gcresnet50t 42.790 57.210 58.820 59.190 41.180 40.810 39.92 25.90 299 256 0.903 0.900 bicubic -51.220 -51.830 -40.200 -39.790 +55 -18
341 gcresnet50t gluon_xception65 42.790 57.210 59.190 58.820 40.810 41.180 25.90 39.92 256 299 0.900 0.903 bicubic -51.830 -51.220 -39.790 -40.200 -22 +56
342 tresnet_l_448 42.750 57.250 58.943 41.057 55.99 448 0.875 bilinear -52.650 -40.357 -132
343 cs3darknet_x 42.717 57.283 58.197 41.803 35.05 288 1.000 bicubic -52.553 -41.083 -119
344 resnet50d 42.697 57.303 58.687 41.313 25.58 224 0.875 bicubic -51.373 -40.213 -40.233 +46
345 gluon_seresnext50_32x4d 42.683 57.317 58.700 41.300 27.56 224 0.875 bicubic -51.487 -40.310 -40.210 +34 +36
346 convnext_nano 42.590 57.410 57.497 42.503 15.59 288 1.000 bicubic -52.270 -41.653 -60
347 xcit_tiny_12_p16_384_dist 42.587 57.413 58.087 41.913 6.72 384 1.000 bicubic -51.943 -41.083 -10
348 resnext101_32x8d 42.570 57.430 58.293 41.707 88.79 224 0.875 bilinear -51.200 -40.657 +76
349 regnety_040 42.567 57.433 57.037 42.963 20.65 288 1.000 bicubic -52.903 -42.233 -42.383 -146 -149
350 seresnet50 42.513 57.487 58.677 41.323 28.09 224 0.875 bicubic -51.567 -40.273 +39
351 nf_resnet50 42.507 57.493 59.520 40.480 25.56 288 0.940 bicubic -51.883 -39.550 -2 -3
352 mobilevitv2_175_in22ft1k 42.500 57.500 58.133 41.867 14.25 256 0.888 bicubic -52.280 -40.967 -59
353 resnetrs101 42.443 57.557 57.290 42.710 63.62 288 0.940 bicubic -52.807 -41.920 -127 -128
354 poolformer_s36 42.333 57.667 58.737 41.263 30.86 224 0.900 bicubic -52.287 -40.313 -35 -34
355 jx_nest_tiny 42.330 57.670 57.043 42.957 17.06 224 0.875 bicubic -52.620 -42.057 -83 -85
356 tf_efficientnetv2_b3 42.310 57.690 57.943 42.057 14.36 300 0.904 bicubic -52.810 -41.277 -41.257 -109 -110
357 convmixer_1024_20_ks9_p14 42.277 57.723 59.713 40.287 24.38 224 0.960 bicubic -50.073 -38.707 +199
358 dpn98 42.273 57.727 56.883 43.117 61.57 224 0.875 bicubic -51.657 -42.037 +45
359 xcit_tiny_24_p16_224 42.273 57.727 56.830 43.170 12.12 224 1.000 bicubic -51.567 -41.930 +56
dpn98 42.273 57.727 56.883 43.117 61.57 224 0.875 bicubic -51.657 -41.587 +46
360 deit_small_patch16_224 42.267 57.733 58.013 41.987 22.05 224 0.900 bicubic -51.723 -40.947 +39
361 tf_efficientnet_cc_b1_8e 42.220 57.780 58.430 41.570 39.72 240 0.882 bicubic -51.350 -40.260 +90
362 legacy_senet154 42.213 57.787 56.593 43.407 115.09 224 0.875 bilinear -52.517 -42.507 -61
363 cait_xxs24_384 42.183 57.817 57.460 42.540 12.03 384 1.000 bicubic -52.747 -41.660 -41.680 -88 -90
364 xception41p 42.163 57.837 56.890 43.110 26.91 299 0.940 bicubic -52.897 -42.260 -105 -106
365 tf_efficientnet_b2 42.117 57.883 58.197 41.803 9.11 260 0.890 bicubic -52.093 -40.843 +9
366 gluon_resnext50_32x4d 42.043 57.957 57.670 42.330 25.03 224 0.875 bicubic -51.607 -41.020 +73
367 resnext50_32x4d 41.963 58.037 56.757 43.243 25.03 224 0.950 bicubic -52.617 -42.313 -42.043 -39 -38
368 ecaresnet50d_pruned 41.950 58.050 58.217 41.783 19.94 224 0.875 bicubic -51.870 -40.783 +51 +50
369 efficientnet_b2 41.933 58.067 58.287 41.713 9.11 288 1.000 bicubic -52.437 -40.763 -17
370 xcit_tiny_12_p16_224_dist mobilevitv2_150_in22ft1k 41.920 58.080 57.227 57.923 42.773 42.077 6.72 10.59 224 256 1.000 0.888 bicubic -51.430 -52.770 -41.513 -40.997 +108 -60
371 mobilevitv2_150_in22ft1k xcit_tiny_12_p16_224_dist 41.920 58.080 57.923 57.227 42.077 42.773 10.59 6.72 256 224 0.888 1.000 bicubic -52.770 -51.430 -40.997 -41.513 -62 +107
372 mobilevitv2_150_384_in22ft1k 41.777 58.223 57.820 42.180 10.59 384 1.000 bicubic -53.563 -41.310 -152 -153
373 mobilevitv2_175_384_in22ft1k 41.670 58.330 58.010 41.990 14.25 384 1.000 bicubic -53.570 -41.370 -145 -146
374 edgenext_small_rw 41.663 58.337 58.520 41.480 7.83 320 1.000 bicubic -52.697 -40.520 -19 -18
375 dla102x2 41.643 58.357 57.940 42.060 41.28 224 0.875 bilinear -52.357 -41.090 +23
376 hrnet_w64 41.640 58.360 57.123 42.877 128.06 224 0.875 bilinear -52.190 -41.797 +40
377 gluon_senet154 41.617 58.383 56.377 43.623 115.09 224 0.875 bicubic -53.093 -42.593 -71
378 poolformer_s24 41.607 58.393 58.440 41.560 21.39 224 0.900 bicubic -52.723 -40.620 -18 -19
379 inception_v4 41.580 58.420 55.390 44.610 42.68 299 0.875 bicubic -52.800 -43.430 -28
380 swinv2_cr_tiny_ns_224 41.543 58.457 57.190 42.810 28.33 224 0.900 bicubic -53.217 -41.920 -82
381 haloregnetz_b 41.540 58.460 57.080 42.920 11.68 224 0.940 bicubic -52.980 -42.090 -41.880 -42
382 cs3sedarknet_l 41.533 58.467 57.347 42.653 21.91 288 0.950 bicubic -53.587 -41.883 -41.863 -137
383 tf_efficientnet_cc_b0_8e efficientnet_em 41.490 58.510 57.380 58.880 42.620 41.120 24.01 6.90 224 240 0.875 0.882 bicubic -51.380 -52.250 -41.070 -40.050 +136 +45
384 efficientnet_em tf_efficientnet_cc_b0_8e 41.490 58.510 58.880 57.380 41.120 42.620 6.90 24.01 240 224 0.882 0.875 bicubic -52.250 -51.380 -40.050 -41.070 +44 +135
385 efficientnet_el 41.483 58.517 58.313 41.687 10.59 300 0.904 bicubic -53.187 -40.817 -71
386 halo2botnet50ts_256 41.467 58.533 56.207 43.793 22.64 256 0.950 bicubic -53.543 -42.833 -122 -124
387 swin_tiny_patch4_window7_224 41.460 58.540 57.307 42.693 28.29 224 0.900 bicubic -53.160 -41.813 -65 -68
388 resnetv2_50 41.387 58.613 56.747 43.253 25.55 224 0.950 bicubic -52.883 -42.183 -24 -23
389 swinv2_tiny_window8_256 41.383 58.617 57.117 42.883 28.35 256 0.900 bicubic -53.647 -42.053 -128 -129
390 cait_xxs24_224 41.380 58.620 57.523 42.477 11.96 224 1.000 bicubic -52.110 -41.247 +72
391 tv_resnet152 41.333 58.667 57.523 42.477 60.19 224 0.875 bilinear -51.917 -41.207 -41.227 +93
392 gcresnext50ts 41.283 58.717 57.147 42.853 15.67 256 0.900 bicubic -53.127 -41.843 -45
393 cs3darknet_l 41.280 58.720 57.347 42.653 21.16 288 0.950 bicubic -53.400 -41.873 -81
394 dpn92 41.277 58.723 56.340 43.660 37.67 224 0.875 bicubic -52.903 -42.590 -17 -16
395 xception71 41.273 58.727 55.877 44.123 42.34 299 0.903 bicubic -52.607 -43.073 +14
396 adv_inception_v3 41.260 58.740 56.317 43.683 23.83 299 0.875 bicubic -51.750 -42.513 -42.173 +108 +109
397 gernet_s 41.250 58.750 58.827 41.173 8.17 224 0.875 bilinear -51.190 -39.673 +152
398 resnetv2_50d_evos 41.133 58.867 56.050 43.950 25.59 288 0.950 bicubic -53.987 -43.150 -43.180 -152 -155
399 resnetblur50 41.077 58.923 57.080 42.920 25.56 224 0.875 bicubic -52.633 -41.730 +34 +33
400 nf_regnet_b1 41.027 58.973 58.113 41.887 10.22 288 0.900 bicubic -52.853 -40.637 +10
401 gluon_resnet50_v1d 40.970 59.030 57.137 42.863 25.58 224 0.875 bicubic -52.560 -41.573 +56
402 fbnetv3_b 40.953 59.047 58.653 41.347 8.60 256 0.950 bilinear -52.677 -40.257 +41 +39
403 gluon_inception_v3 40.907 59.093 55.620 44.380 23.83 299 0.875 bicubic -52.633 -43.210 +52
404 cs3darknet_focus_l 40.893 59.107 56.630 43.370 21.15 288 0.950 bicubic -53.897 -42.520 -113
405 ese_vovnet39b 40.867 59.133 56.950 43.050 24.57 224 0.875 bicubic -52.983 -41.960 -41.950 +8 +9
406 levit_192 40.837 59.163 56.690 43.310 10.95 224 0.900 bicubic -52.883 -42.100 +23 +24
407 regnety_320 40.803 59.197 56.113 43.887 145.05 224 0.875 bicubic -53.717 -42.847 -43.057 -69
408 resnet34d 40.800 59.200 56.523 43.477 21.82 224 0.875 bicubic -51.850 -41.897 +127
409 resnetv2_50d_gn 40.783 59.217 56.207 43.793 25.57 288 0.950 bicubic -54.317 -42.853 -160
410 xception 40.773 59.227 56.383 43.617 22.86 299 0.897 bicubic -52.867 -42.377 +30
411 lamhalobotnet50ts_256 40.747 59.253 56.093 43.907 22.57 256 0.950 bicubic -54.023 -42.987 -42.887 -115
412 resnet50_gn 40.737 59.263 55.750 44.250 25.56 224 0.940 bicubic -53.443 -43.170 -33
413 skresnext50_32x4d 40.700 59.300 56.030 43.970 27.48 224 0.875 bicubic -53.250 -42.800 -11
414 gluon_resnet101_v1b 40.683 59.317 56.123 43.877 44.55 224 0.875 bicubic -53.077 -42.577 +11
415 hrnet_w40 40.663 59.337 56.757 43.243 57.56 224 0.875 bilinear -53.047 -42.043 +19 +18
416 resmlp_24_224 40.643 59.357 56.570 43.430 30.02 224 0.875 bicubic -52.797 -42.240 +51
417 repvgg_b1 40.593 59.407 57.830 42.170 57.42 224 0.875 bilinear -52.817 -40.960 +56
418 halonet50ts 40.577 59.423 55.193 44.807 22.73 256 0.940 bicubic -54.133 -43.947 -43.637 -111
419 tf_efficientnet_lite3 40.563 59.437 56.473 43.527 8.20 300 0.904 bilinear -53.547 -42.487 -33
420 xcit_tiny_12_p8_224 40.533 59.467 55.623 44.377 6.71 224 1.000 bicubic -53.827 -43.447 -67 -66
421 mobilevitv2_175 40.530 59.470 56.277 43.723 14.25 256 0.888 bicubic -53.700 -42.543 -42.653 -50 -51
422 tresnet_m_448 40.527 59.473 56.703 43.297 31.39 448 0.875 bilinear -54.133 -42.387 -42.447 -106 -107
423 dla169 40.523 59.477 57.257 42.743 53.39 224 0.875 bilinear -53.267 -41.643 -41.573 -1 0
424 pit_xs_224 40.487 59.513 56.533 43.467 10.62 224 0.900 bicubic -52.423 -42.247 +88
425 resnetaa50 40.473 59.527 56.027 43.973 25.56 288 1.000 bicubic -54.407 -43.103 -141 -142
426 repvgg_b2 40.463 59.537 57.773 42.227 89.02 224 0.875 bilinear -53.127 -41.297 +24 +23
427 regnetx_320 40.447 59.553 55.667 44.333 107.81 224 0.875 bicubic -53.773 -43.383 -54 -55
428 coat_mini 40.420 59.580 55.157 44.843 10.34 224 0.900 bicubic -54.350 -43.823 -43.793 -133 -131
429 skresnet34 40.393 59.607 56.740 43.260 22.28 224 0.875 bicubic -52.177 -41.780 +112
430 efficientnet_el_pruned 40.390 59.610 56.887 43.113 10.59 300 0.904 bicubic -53.700 -42.123 -42 -43
431 resnet50 40.383 59.617 54.663 45.337 25.56 224 0.950 bicubic -53.547 -44.257 -43.807 -26
432 efficientnet_b2_pruned 40.380 59.620 56.533 43.467 8.31 260 0.890 bicubic -53.420 -42.377 -11
433 wide_resnet101_2 40.360 59.640 55.787 44.213 126.89 224 0.875 bilinear -53.360 -43.023 -3 -4
434 coat_lite_mini 40.353 59.647 55.723 44.277 11.01 224 0.900 bicubic -53.107 -43.137 -43.057 +31
435 legacy_seresnext101_32x4d 40.353 59.647 54.823 45.177 48.96 224 0.875 bilinear -53.767 -44.147 -52
436 sebotnet33ts_256 40.340 59.660 53.217 46.783 13.70 256 0.940 bicubic -53.970 -45.383 -74
437 tf_efficientnet_b0_ap 40.333 59.667 56.793 43.207 5.29 224 0.875 bicubic -52.287 -41.577 +99
438 regnetx_160 40.273 59.727 56.060 43.940 54.28 224 0.875 bicubic -53.617 -43.030 -30 -32
439 densenet201 40.270 59.730 56.713 43.287 20.01 224 0.875 bicubic -52.430 -41.937 +90
440 resnext50d_32x4d 40.157 59.843 55.490 44.510 25.05 224 0.875 bicubic -53.663 -43.250 -22 -20
441 eca_resnet33ts 40.137 59.863 57.003 42.997 19.68 256 0.900 bicubic -53.723 -41.887 -29 -30
442 mobilevitv2_200 40.133 59.867 55.510 44.490 18.45 256 0.888 bicubic -54.377 -43.460 -102
443 darknetaa53 40.120 59.880 55.787 44.213 36.02 288 1.000 bilinear -54.090 -43.163 -68
444 hrnet_w48 40.097 59.903 56.647 43.353 77.47 224 0.875 bilinear -53.933 -42.383 -50 -51
445 vit_base_patch16_224_sam 40.093 59.907 55.433 44.567 86.57 224 0.900 bicubic -53.797 -43.457 -39 -38
446 legacy_seresnet152 40.037 59.963 55.820 44.180 66.82 224 0.875 bilinear -53.393 -43.030 +25 +24
447 hrnet_w30 40.030 59.970 57.100 42.900 37.71 224 0.875 bilinear -53.350 -41.730 +28
448 regnetz_b16 40.000 60.000 55.623 44.377 9.72 288 0.940 bicubic -54.680 -43.537 -135
449 regnetx_080 39.997 60.003 55.963 44.037 39.57 224 0.875 bicubic -53.793 -42.867 -42.937 -26 -27
450 tf_efficientnet_b1 39.980 60.020 56.133 43.867 7.79 240 0.882 bicubic -53.730 -42.667 -19 -16
451 gluon_resnet101_v1c 39.950 60.050 55.310 44.690 44.57 224 0.875 bicubic -53.730 -43.450 -16
452 resmlp_12_distilled_224 39.833 60.167 57.440 42.560 15.35 224 0.875 bicubic -53.037 -41.180 +66
453 seresnet33ts 39.823 60.177 56.523 43.477 19.78 256 0.900 bicubic -54.447 -42.257 -88 -87
454 res2net50_26w_8s 39.807 60.193 54.910 45.090 48.40 224 0.875 bilinear -53.633 -43.780 +12 +14
455 tf_efficientnetv2_b0 39.787 60.213 56.290 43.710 7.14 224 0.875 bicubic -53.273 -42.400 +43
lambda_resnet50ts 39.733 60.267 54.340 45.660 21.54 256 0.950 bicubic -54.837 -44.310 -125
456 darknet53 39.733 60.267 55.283 44.717 41.61 288 1.000 bicubic -54.627 -43.767 -101
457 res2net101_26w_4s lambda_resnet50ts 39.713 39.733 60.287 60.267 54.550 54.340 45.450 45.660 45.21 21.54 224 256 0.875 0.950 bilinear bicubic -53.817 -54.837 -44.050 -44.310 -2 -126
458 res2net101_26w_4s 39.713 60.287 54.550 45.450 45.21 224 0.875 bilinear -53.817 -44.050 0
459 regnetx_120 39.690 60.310 55.650 44.350 46.11 224 0.875 bicubic -54.570 -43.540 -92
460 vit_small_patch32_224 39.687 60.313 55.260 44.740 22.88 224 0.900 bicubic -52.473 -43.250 +105
461 hrnet_w44 39.680 60.320 55.333 44.667 67.06 224 0.875 bilinear -53.930 -43.627 -14 -15
462 densenet161 39.623 60.377 56.130 43.870 28.68 224 0.875 bicubic -53.277 -42.680 +53
463 resmlp_big_24_224 39.623 60.377 54.820 45.180 129.14 224 0.875 bicubic -54.637 -44.000 -95
464 densenet161 mixnet_xl 39.623 39.613 60.377 60.387 56.130 55.883 43.870 44.117 28.68 11.90 224 0.875 bicubic -53.277 -54.617 -42.200 -42.937 +53 -93
mixnet_xl 39.613 60.387 55.883 44.117 11.90 224 0.875 bicubic -54.617 -43.047 -94
465 xception41 39.607 60.393 55.047 44.953 26.97 299 0.903 bicubic -53.873 -43.703 -2
466 tf_efficientnetv2_b1 39.573 60.427 55.353 44.647 8.14 240 0.882 bicubic -54.137 -43.467 -34 -35
467 gcresnet33ts 39.557 60.443 55.823 44.177 19.88 256 0.900 bicubic -54.273 -43.087 -50
468 xcit_tiny_12_p16_224 dla102x 39.543 60.457 55.023 56.310 44.977 43.690 6.72 26.31 224 1.000 0.875 bicubic bilinear -52.917 -53.987 -43.607 -42.540 +79 -12
469 dla102x xcit_tiny_12_p16_224 39.543 60.457 56.310 55.023 43.690 44.977 26.31 6.72 224 0.875 1.000 bilinear bicubic -53.987 -52.917 -42.540 -43.607 -11 +78
470 sehalonet33ts 39.533 60.467 54.013 45.987 13.69 256 0.940 bicubic -55.007 -44.747 -134
471 rexnet_130 39.490 60.510 56.643 43.357 7.56 224 0.875 bicubic -54.180 -42.057 -35 -34
472 hrnet_w32 39.463 60.537 56.137 43.863 41.23 224 0.875 bilinear -53.487 -42.703 +37
473 resnetv2_50x1_bitm 39.433 60.567 57.857 42.143 25.55 448 1.000 bilinear -55.317 -41.323 -174
474 levit_128 39.423 60.577 55.350 44.650 9.21 224 0.900 bicubic -53.627 -43.350 +25
475 densenetblur121d 39.380 60.620 56.630 43.370 8.00 224 0.875 bicubic -53.030 -41.790 +78
476 regnety_120 39.353 60.647 55.277 44.723 51.82 224 0.875 bicubic -54.657 -43.753 -79 -80
477 mobilevitv2_150 39.340 60.660 55.203 44.797 10.59 256 0.888 bicubic -54.730 -43.717 -43.697 -87 -86
478 tf_efficientnet_el 39.307 60.693 55.380 44.620 10.59 300 0.904 bicubic -55.053 -43.720 -124 -125
479 tv_resnet101 39.293 60.707 55.793 44.207 44.55 224 0.875 bilinear -53.587 -42.867 +38
480 tf_inception_v3 39.250 60.750 54.303 45.697 23.83 299 0.875 bicubic -53.950 -44.177 +8
481 gluon_resnet50_v1s 39.237 60.763 55.010 44.990 25.68 224 0.875 bicubic -54.353 -43.830 -32 -31
482 densenet169 39.173 60.827 55.847 44.153 14.15 224 0.875 bicubic -53.117 -42.743 +75 +76
483 tf_efficientnetv2_b2 39.173 60.827 54.567 45.433 10.10 260 0.890 bicubic -54.887 -44.363 -90 -91
484 legacy_seresnet101 39.033 60.967 55.007 44.993 49.33 224 0.875 bilinear -54.237 -43.733 -3 -4
485 efficientnet_b1_pruned 39.003 60.997 55.633 44.367 6.33 240 0.882 bicubic -53.967 -42.887 +23
486 repvgg_b1g4 38.987 61.013 56.347 43.653 39.97 224 0.875 bilinear -54.043 -42.473 +16
487 crossvit_9_dagger_240 38.973 61.027 54.860 45.140 8.78 240 0.875 bicubic -53.787 -43.650 +41
488 inception_v3 38.957 61.043 53.840 46.160 23.83 299 0.875 bicubic -53.943 -44.970 -44.490 +28
489 resnet33ts 38.930 61.070 55.580 44.420 19.68 256 0.900 bicubic -54.700 -43.180 -47 -46
490 dpn68 38.917 61.083 54.930 45.070 12.61 224 0.875 bicubic -53.333 -43.680 +72
491 legacy_seresnext50_32x4d 38.883 61.117 54.597 45.403 27.56 224 0.875 bilinear -54.537 -44.203 -19
492 dla102 38.833 61.167 55.330 44.670 33.27 224 0.875 bilinear -54.427 -43.440 -10
493 densenet121 38.787 61.213 56.273 43.727 7.98 224 0.875 bicubic -53.153 -42.007 +80
494 resnet32ts 38.773 61.227 55.813 44.187 17.96 256 0.900 bicubic -54.787 -42.937 -41 -42
495 regnetx_040 38.707 61.293 55.343 44.657 22.12 224 0.875 bicubic -54.963 -43.597 -58 -59
496 res2net50_14w_8s 38.697 61.303 54.073 45.927 25.06 224 0.875 bilinear -54.343 -44.627 +5 +4
497 regnetx_032 38.683 61.317 55.160 44.840 15.30 224 0.875 bicubic -54.567 -43.590 -43.570 -12
498 res2net50_26w_6s 38.683 61.317 53.757 46.243 37.05 224 0.875 bilinear -54.917 -44.993 -50
499 selecsls60 38.617 61.383 55.633 44.367 30.67 224 0.875 bicubic -54.393 -42.857 -43.197 +6 +5
500 dla60x 38.617 61.383 55.387 44.613 17.35 224 0.875 bilinear -54.573 -43.323 -11
501 dla60_res2net 38.607 61.393 54.547 45.453 20.85 224 0.875 bilinear -54.763 -44.293 -25
502 tf_efficientnet_b0 38.577 61.423 55.963 44.037 5.29 224 0.875 bicubic -53.823 -42.507 +52
503 selecsls60b 38.563 61.437 55.287 44.713 32.77 224 0.875 bicubic -54.937 -43.553 -42
504 repvgg_a2 38.557 61.443 55.760 44.240 28.21 224 0.875 bilinear -54.123 -42.760 +27 +26
505 hardcorenas_f 38.503 61.497 55.650 44.350 8.20 224 0.875 bilinear -54.477 -42.970 +2
506 resmlp_12_224 38.443 61.557 56.320 43.680 15.35 224 0.875 bicubic -53.677 -42.250 +63 +62
507 dla60_res2next 38.433 61.567 54.947 45.053 17.03 224 0.875 bilinear -55.117 -43.833 -53
508 regnetx_064 38.420 61.580 54.990 45.010 26.21 224 0.875 bicubic -55.200 -43.710 -44.060 -63 -64
509 gluon_resnet50_v1b 38.413 61.587 54.817 45.183 25.56 224 0.875 bicubic -54.147 -43.733 +33
510 tf_efficientnet_cc_b0_4e 38.400 61.600 55.157 44.843 13.31 224 0.875 bicubic -54.430 -43.283 +12
511 hrnet_w18 38.273 61.727 55.653 44.347 21.30 224 0.875 bilinear -54.487 -43.007 +16
512 tinynet_a 38.223 61.777 55.177 44.823 6.19 192 0.875 bicubic -54.587 -43.383 +13
513 poolformer_s12 38.163 61.837 56.190 43.810 11.92 224 0.900 bicubic -54.307 -42.160 +33
514 mixnet_l 38.160 61.840 54.753 45.247 7.33 224 0.875 bicubic -55.110 -43.947 -34 -33
515 hardcorenas_e 38.150 61.850 55.167 44.833 8.07 224 0.875 bilinear -54.790 -43.413 -5
516 efficientnet_b1 38.090 61.910 54.020 45.980 7.79 256 1.000 bicubic -54.930 -44.690 -13
517 coat_lite_tiny 38.070 61.930 53.460 46.540 5.72 224 0.900 bicubic -54.790 -45.180 +3
518 gmixer_24_224 38.063 61.937 52.077 47.923 24.72 224 0.875 bicubic -54.617 -46.203 +12 +13
519 resnetrs50 37.970 62.030 53.313 46.687 35.69 224 0.910 bicubic -56.050 -45.537 -124
520 mobilevitv2_125 37.883 62.117 54.060 45.940 7.48 256 0.888 bicubic -55.577 -44.720 -44.800 -56
521 hardcorenas_c 37.873 62.127 55.713 44.287 5.52 224 0.875 bilinear -54.487 -42.637 +34
522 gluon_resnet50_v1c 37.850 62.150 54.117 45.883 25.58 224 0.875 bicubic -55.060 -44.583 -9 -8
523 res2net50_26w_4s 37.830 62.170 53.070 46.930 25.70 224 0.875 bilinear -55.350 -45.600 -33
524 efficientnet_es 37.787 62.213 54.980 45.020 5.44 224 0.875 bicubic -55.133 -43.710 -13
525 resnest14d 37.773 62.227 56.450 43.550 10.61 224 0.875 bilinear -53.357 -41.880 +80
526 tv_resnext50_32x4d 37.740 62.260 54.120 45.880 25.03 224 0.875 bilinear -55.170 -44.600 -12 -13
527 resnet26t 37.690 62.310 55.260 44.740 16.01 256 0.940 bicubic -54.980 -43.320 +6
528 ecaresnet26t 37.647 62.353 54.347 45.653 16.01 320 0.950 bicubic -56.313 -44.573 -127 -128
529 hardcorenas_d 37.533 62.467 54.713 45.287 7.50 224 0.875 bilinear -55.067 -43.717 +10
530 res2next50 37.483 62.517 52.863 47.137 24.67 224 0.875 bilinear -55.677 -45.907 -45.787 -36 -37
531 resnet34 37.453 62.547 54.303 45.697 21.80 224 0.875 bilinear -53.747 -43.937 +68
532 pit_ti_distilled_224 37.323 62.677 55.133 44.867 5.10 224 0.900 bicubic -53.577 -43.087 +80
533 lambda_resnet26t 37.297 62.703 53.580 46.420 10.96 256 0.940 bicubic -56.103 -45.150 -59
534 hardcorenas_b 37.240 62.760 55.050 44.950 5.18 224 0.875 bilinear -54.690 -43.350 +40
535 mobilenetv3_large_100_miil 37.220 62.780 53.547 46.453 5.48 224 0.875 bilinear -55.050 -44.693 +24 +25
536 eca_halonext26ts 37.183 62.817 53.120 46.880 10.76 256 0.940 bicubic -56.377 -45.560 -84 -83
537 cs3darknet_focus_m 37.140 62.860 53.917 46.083 9.30 288 0.950 bicubic -55.970 -44.823 -41
538 res2net50_48w_2s 37.127 62.873 53.347 46.653 25.29 224 0.875 bilinear -55.663 -45.133 -12
539 lambda_resnet26rpt_256 37.077 62.923 53.840 46.160 10.99 256 0.940 bicubic -56.353 -45.040 -69 -70
540 dla60 37.073 62.927 54.193 45.807 22.04 224 0.875 bilinear -55.587 -44.437 -6
541 rexnet_100 37.063 62.937 54.037 45.963 4.80 224 0.875 bicubic -55.787 -44.583 -20
542 bat_resnext26ts 37.063 62.937 53.753 46.247 10.73 256 0.900 bicubic -56.037 -44.977 -45
543 regnety_016 37.010 62.990 54.080 45.920 11.20 224 0.875 bicubic -55.990 -44.600 -37
544 tf_mixnet_l 36.973 63.027 52.587 47.413 7.33 224 0.875 bicubic -56.067 -45.953 -44 -43
545 botnet26t_256 36.957 63.043 53.083 46.917 12.49 256 0.950 bicubic -56.473 -45.567 -76 -74
546 legacy_seresnet50 36.867 63.133 53.473 46.527 28.09 224 0.875 bilinear -55.803 -45.177 -14
547 halonet26t 36.850 63.150 52.277 47.723 12.48 256 0.950 bicubic -56.760 -46.363 -101 -100
548 tv_densenet121 36.813 63.187 54.030 45.970 7.98 224 0.875 bicubic -54.587 -44.220 +43
549 tf_efficientnet_lite2 36.803 63.197 53.320 46.680 6.09 260 0.890 bicubic -55.797 -45.230 -11
550 mobilenetv2_120d 36.793 63.207 54.050 45.950 5.83 224 0.875 bicubic -55.817 -44.450 -13
553 regnetx_016 36.677 63.323 53.293 46.707 9.19 224 0.875 bicubic -55.853 -45.257 -10
554 hardcorenas_a 36.673 63.327 54.917 45.083 5.26 224 0.875 bilinear -54.947 -43.253 +29
555 levit_128s 36.633 63.367 53.123 46.877 7.78 224 0.900 bicubic -54.867 -45.277 +31
556 efficientnet_b0 36.597 63.403 53.487 46.513 5.29 224 0.875 bicubic -55.883 -45.193 -11 -12
557 vit_base_patch32_224_sam 36.550 63.450 53.043 46.957 88.22 224 0.900 bicubic -53.310 -44.557 +72
558 xcit_nano_12_p8_224_dist 36.533 63.467 52.883 47.117 3.05 224 1.000 bicubic -55.887 -45.637 -7
559 cs3darknet_m 36.457 63.543 53.230 46.770 9.31 288 0.950 bicubic -56.803 -45.490 -76
561 tf_efficientnet_em 36.387 63.613 52.833 47.167 6.90 240 0.882 bicubic -56.783 -45.837 -70
562 skresnet18 36.323 63.677 54.187 45.813 11.96 224 0.875 bicubic -53.847 -43.593 +63
563 repvgg_b0 36.283 63.717 54.067 45.933 15.82 224 0.875 bilinear -55.397 -44.383 +18
564 tv_resnet50 36.167 63.833 52.807 47.193 25.56 224 0.875 bilinear -55.963 -45.713 -45.613 +2 +3
565 xcit_nano_12_p16_384_dist 36.160 63.840 53.247 46.753 3.05 384 1.000 bicubic -55.970 -45.173 -45.273 +2 +1
566 legacy_seresnet34 36.140 63.860 52.550 47.450 21.96 224 0.875 bilinear -55.350 -45.650 +21
567 coat_tiny 36.120 63.880 51.060 48.940 5.50 224 0.900 bicubic -57.390 -47.630 -107
568 tv_resnet34 36.077 63.923 53.533 46.467 21.80 224 0.875 bilinear -54.213 -44.447 +55
569 deit_tiny_distilled_patch16_224 36.023 63.977 54.237 45.763 5.91 224 0.900 bicubic -55.057 -44.033 +39
570 mobilenetv2_140 36.010 63.990 53.957 46.043 6.11 224 0.875 bicubic -56.030 -44.293 0
571 tf_efficientnet_lite0 35.917 64.083 53.473 46.527 4.65 224 0.875 bicubic -55.383 -44.617 +23
572 seresnext26ts 35.830 64.170 53.933 46.067 10.39 256 0.900 bicubic -56.990 -44.667 -48 -49
573 selecsls42b 35.807 64.193 52.493 47.507 32.46 224 0.875 bicubic -56.673 -45.947 -29 -28
574 xcit_nano_12_p8_384_dist 35.770 64.230 52.297 47.703 3.05 384 1.000 bicubic -57.500 -46.553 -95
575 gluon_resnet34_v1b 35.760 64.240 52.183 47.817 21.80 224 0.875 bicubic -55.340 -45.997 +32
576 dla34 35.640 64.360 52.787 47.213 15.74 224 0.875 bilinear -55.590 -45.383 +21
mixnet_m 35.637 64.363 52.423 47.577 5.01 224 0.875 bicubic -56.633 -45.927 -18
577 efficientnet_lite0 35.637 64.363 53.637 46.363 4.65 224 0.875 bicubic -55.623 -44.613 +18
578 mixnet_m 35.637 64.363 52.423 47.577 5.01 224 0.875 bicubic -56.633 -45.927 -19
579 ssl_resnet18 35.593 64.407 53.740 46.260 11.69 224 0.875 bilinear -55.107 -44.290 +36
580 mobilenetv3_rw 35.537 64.463 53.707 46.293 5.48 224 0.875 bicubic -56.013 -44.573 +4 +5
581 efficientnet_es_pruned 35.390 64.610 52.847 47.153 5.44 224 0.875 bicubic -56.320 -45.563 -2
582 mobilenetv2_110d 35.307 64.693 52.847 47.153 4.52 224 0.875 bicubic -56.023 -45.343 +11
583 tf_mixnet_m 35.180 64.820 50.983 49.017 5.01 224 0.875 bicubic -57.030 -47.437 -19
594 pit_ti_224 34.677 65.323 52.160 47.840 4.85 224 0.900 bicubic -55.763 -45.850 +26
595 mobilenetv3_large_100 34.600 65.400 52.863 47.137 5.48 224 0.875 bicubic -56.880 -45.457 -7
596 crossvit_9_240 34.597 65.403 51.763 48.237 8.55 240 0.875 bicubic -56.453 -46.547 +14
597 seresnext26t_32x4d 34.543 65.457 51.380 48.620 16.81 224 0.875 bicubic -58.277 -47.180 -74 -73
598 seresnext26d_32x4d 34.533 65.467 51.553 48.447 16.81 224 0.875 bicubic -57.897 -46.987 -48
599 mixer_b16_224 34.423 65.577 48.080 51.920 59.88 224 0.875 bicubic -56.727 -49.320 +4
600 resnet26d 34.283 65.717 51.687 48.313 16.01 224 0.875 bicubic -57.977 -46.763 -39
601 tf_efficientnet_es 34.263 65.737 51.347 48.653 5.44 224 0.875 bicubic -57.857 -47.083 -33 -32
602 fbnetc_100 34.253 65.747 51.187 48.813 5.57 224 0.875 bilinear -56.997 -46.663 -6
603 regnety_006 34.147 65.853 51.270 48.730 6.06 224 0.875 bicubic -57.403 -47.160 -18 -19
604 tf_mobilenetv3_large_100 33.940 66.060 51.483 48.517 5.48 224 0.875 bilinear -57.480 -46.777 -14
605 mnasnet_100 semnasnet_075 33.780 66.220 51.177 52.427 48.823 47.573 4.38 2.91 224 0.875 bicubic -57.430 -56.430 -46.873 -45.543 -7 +19
606 semnasnet_075 mnasnet_100 33.780 66.220 52.427 51.177 47.573 48.823 2.91 4.38 224 0.875 bicubic -56.430 -57.430 -45.543 -46.873 +18 -8
607 regnetx_008 33.773 66.227 50.540 49.460 7.26 224 0.875 bicubic -57.387 -47.840 -5
608 lcnet_100 33.750 66.250 52.090 47.910 2.95 224 0.875 bicubic -55.220 -45.290 +34
609 vit_tiny_r_s16_p8_384 33.647 66.353 50.683 49.317 6.36 384 1.000 bicubic -58.083 -47.747 -31
610 mobilevit_s 33.637 66.363 49.280 50.720 5.58 256 0.900 bicubic -59.523 -49.040 -49.490 -117 -118
611 xcit_nano_12_p8_224 33.580 66.420 50.213 49.787 3.05 224 1.000 bicubic -57.550 -48.017 -5
612 vit_tiny_patch16_384 33.543 66.457 51.077 48.923 5.79 384 1.000 bicubic -59.897 -47.753 -144 -146
613 semnasnet_100 33.523 66.477 50.787 49.213 3.89 224 0.875 bicubic -58.137 -47.483 -31
614 resnet26 33.493 66.507 50.930 49.070 16.00 224 0.875 bicubic -57.947 -47.330 -25
615 mixnet_s spnasnet_100 33.477 66.523 51.010 51.270 48.990 48.730 4.13 4.42 224 0.875 bicubic bilinear -58.293 -57.123 -47.290 -46.690 -38 +1
616 spnasnet_100 mixnet_s 33.477 66.523 51.270 51.010 48.730 48.990 4.42 4.13 224 0.875 bilinear bicubic -57.123 -58.293 -46.690 -47.290 0 -39
617 crossvit_tiny_240 33.353 66.647 49.893 50.107 7.01 240 0.875 bicubic -57.187 -48.097 -48.047 +1 +2
618 mobilevitv2_075 33.350 66.650 50.077 49.923 2.87 256 0.888 bicubic -58.620 -48.223 -46
619 vgg19_bn 33.230 66.770 50.803 49.197 143.68 224 0.875 bilinear -57.760 -47.307 -8
620 ghostnet_100 33.207 66.793 51.160 48.840 5.18 224 0.875 bilinear -57.233 -46.670 +1
637 vit_tiny_r_s16_p8_224 30.797 69.203 47.643 52.357 6.34 224 0.900 bicubic -58.553 -50.057 -2
638 tinynet_c 30.510 69.490 48.490 51.510 2.46 184 0.875 bicubic -57.910 -48.780 +7
639 lcnet_075 30.383 69.617 48.753 51.247 2.36 224 0.875 bicubic -56.557 -47.777 +16
640 vgg16_bn 30.360 69.640 47.263 52.737 138.37 224 0.875 bilinear -60.180 -50.677 -50.727 -21 -22
641 regnety_002 29.687 70.313 46.800 53.200 3.16 224 0.875 bicubic -58.503 -50.640 +6
642 resnet10t 29.610 70.390 47.837 52.163 5.44 224 0.950 bilinear -57.120 -48.833 +14
643 mobilevit_xs 29.597 70.403 46.040 53.960 2.32 256 0.900 bicubic -61.603 -52.180 -43
656 vgg16 27.877 72.123 44.673 55.327 138.36 224 0.875 bilinear -61.483 -52.847 -22
657 tf_mobilenetv3_small_100 27.287 72.713 44.420 55.580 2.54 224 0.875 bilinear -58.683 -51.980 +1
658 mixer_l16_224 26.857 73.143 37.923 62.077 208.20 224 0.875 bicubic -60.113 -56.127 -4
659 mobilenetv3_small_075 26.533 73.467 43.887 56.113 2.04 224 0.875 bicubic -57.587 -51.613 +5 +6
660 vgg11 26.533 73.467 43.460 56.540 132.86 224 0.875 bilinear -60.807 -53.650 -7 -8
661 mobilevit_xxs 26.347 73.653 43.030 56.970 1.27 256 0.900 bicubic -61.603 -54.150 -12
662 vgg13 26.270 73.730 43.373 56.627 133.05 224 0.875 bilinear -61.300 -53.747 -12
663 lcnet_050 26.220 73.780 44.607 55.393 1.88 224 0.875 bicubic -56.790 -50.403 +3

@ -1,7 +1,7 @@
model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation,top1_diff,top5_diff,rank_diff
beit_large_patch16_512,90.691,9.309,98.751,1.249,305.67,512,1.000,bicubic,+2.089,+0.095,0
volo_d5_512,90.610,9.390,98.698,1.302,296.09,512,1.150,bicubic,+3.570,+0.730,+12
beit_large_patch16_384,90.610,9.390,98.764,1.236,305.00,384,1.000,bicubic,+2.204,+0.158,-1
beit_large_patch16_384,90.610,9.390,98.764,1.236,305.00,384,1.000,bicubic,+2.204,+0.158,0
volo_d5_512,90.610,9.390,98.698,1.302,296.09,512,1.150,bicubic,+3.570,+0.730,+11
volo_d5_448,90.584,9.416,98.685,1.315,295.91,448,1.150,bicubic,+3.630,+0.745,+13
tf_efficientnet_l2_ns,90.563,9.437,98.779,1.221,480.31,800,0.960,bicubic,+2.213,+0.129,-2
tf_efficientnet_l2_ns_475,90.540,9.460,98.710,1.290,480.31,475,0.936,bicubic,+2.308,+0.164,-2
@ -16,8 +16,8 @@ vit_large_patch16_384,90.198,9.802,98.661,1.339,304.72,384,1.000,bicubic,+3.118,
cait_m48_448,90.189,9.811,98.484,1.516,356.46,448,1.000,bicubic,+3.701,+0.734,+11
volo_d3_448,90.168,9.832,98.550,1.450,86.63,448,1.000,bicubic,+3.672,+0.840,+9
swinv2_large_window12to24_192to384_22kft1k,90.157,9.843,98.604,1.396,196.74,384,1.000,bicubic,+2.701,+0.352,-9
beit_large_patch16_224,90.151,9.849,98.723,1.277,304.43,224,0.900,bicubic,+2.675,+0.419,-11
convnext_base_384_in22ft1k,90.151,9.849,98.728,1.272,88.59,384,1.000,bicubic,+3.609,+0.538,+5
convnext_base_384_in22ft1k,90.151,9.849,98.728,1.272,88.59,384,1.000,bicubic,+3.609,+0.538,+6
beit_large_patch16_224,90.151,9.849,98.723,1.277,304.43,224,0.900,bicubic,+2.675,+0.419,-12
tf_efficientnet_b7_ns,90.093,9.907,98.614,1.386,66.35,600,0.949,bicubic,+3.261,+0.518,-1
cait_m36_384,90.049,9.951,98.493,1.507,271.22,384,1.000,bicubic,+3.995,+0.763,+16
dm_nfnet_f6,90.044,9.956,98.546,1.454,438.36,576,0.956,bicubic,+3.902,+0.816,+12
@ -27,20 +27,20 @@ tf_efficientnetv2_l_in21ft1k,90.004,9.996,98.623,1.377,118.52,480,1.000,bicubic,
swin_base_patch4_window12_384,89.995,10.005,98.695,1.304,87.90,384,1.000,bicubic,+3.563,+0.639,+2
vit_base_patch16_384,89.987,10.014,98.680,1.319,86.86,384,1.000,bicubic,+3.981,+0.676,+12
convnext_xlarge_in22ft1k,89.933,10.067,98.570,1.431,350.20,224,0.875,bicubic,+2.931,+0.358,-13
swinv2_large_window12to16_192to256_22kft1k,89.922,10.078,98.510,1.490,196.74,256,0.900,bicubic,+2.977,+0.400,-11
swinv2_large_window12to16_192to256_22kft1k,89.922,10.078,98.510,1.490,196.74,256,0.900,bicubic,+2.976,+0.400,-11
xcit_large_24_p8_384_dist,89.886,10.114,98.384,1.616,188.93,384,1.000,bicubic,+3.888,+0.700,+10
deit3_base_patch16_384_in21ft1k,89.884,10.116,98.602,1.399,86.88,384,1.000,bicubic,+3.142,+0.490,-9
volo_d5_224,89.882,10.118,98.493,1.507,295.46,224,0.960,bicubic,+3.812,+0.915,+4
swinv2_base_window12to16_192to256_22kft1k,89.873,10.127,98.657,1.343,87.92,256,0.900,bicubic,+3.603,+0.761,-1
swinv2_base_window12to16_192to256_22kft1k,89.873,10.127,98.657,1.343,87.92,256,0.900,bicubic,+3.603,+0.761,-1g
cait_s36_384,89.844,10.156,98.424,1.576,68.37,384,1.000,bicubic,+4.384,+0.946,+22
volo_d4_224,89.814,10.186,98.424,1.576,192.96,224,0.960,bicubic,+3.938,+0.956,+6
xcit_medium_24_p8_384_dist,89.811,10.188,98.362,1.638,84.32,384,1.000,bicubic,+3.995,+0.770,+9
convnext_large_in22ft1k,89.811,10.188,98.493,1.507,197.77,224,0.875,bicubic,+3.175,+0.465,-14
convnext_large_in22ft1k,89.811,10.188,98.493,1.507,197.77,224,0.875,bicubic,+3.175,+0.465,-13
xcit_medium_24_p8_384_dist,89.811,10.188,98.362,1.638,84.32,384,1.000,bicubic,+3.995,+0.770,+7
convnext_small_384_in22ft1k,89.803,10.197,98.655,1.345,50.22,384,1.000,bicubic,+4.079,+0.791,+11
swin_large_patch4_window7_224,89.794,10.206,98.642,1.358,196.53,224,0.900,bicubic,+3.474,+0.750,-9
vit_large_r50_s32_384,89.792,10.208,98.516,1.484,329.09,384,1.000,bicubic,+3.612,+0.596,-7
volo_d2_384,89.784,10.216,98.401,1.599,58.87,384,1.000,bicubic,+3.748,+0.827,-4
tf_efficientnet_b6_ns,89.784,10.216,98.512,1.488,43.04,528,0.942,bicubic,+3.334,+0.626,-14
volo_d2_384,89.784,10.216,98.401,1.599,58.87,384,1.000,bicubic,+3.748,+0.827,-4
tf_efficientnetv2_m_in21ft1k,89.779,10.221,98.501,1.499,54.14,480,1.000,bicubic,+4.193,+0.755,+9
xcit_small_24_p8_384_dist,89.739,10.261,98.422,1.578,47.63,384,1.000,bicubic,+4.185,+0.850,+9
volo_d1_384,89.698,10.302,98.294,1.706,26.78,384,1.000,bicubic,+4.448,+1.080,+20
@ -50,16 +50,16 @@ tf_efficientnet_b5_ns,89.649,10.351,98.482,1.518,30.39,456,0.934,bicubic,+3.561,
convnext_base_in22ft1k,89.628,10.372,98.537,1.462,88.59,224,0.875,bicubic,+3.804,+0.671,-6
tf_efficientnetv2_xl_in21ft1k,89.589,10.411,98.174,1.825,208.12,512,1.000,bicubic,+3.169,+0.306,-21
tf_efficientnet_b8_ap,89.581,10.419,98.303,1.697,87.41,672,0.954,bicubic,+4.209,+1.009,+11
dm_nfnet_f4,89.557,10.443,98.303,1.697,316.07,512,0.951,bicubic,+3.843,+0.783,-2
volo_d3_224,89.557,10.443,98.375,1.625,86.33,224,0.960,bicubic,+4.145,+1.095,+8
dm_nfnet_f4,89.557,10.443,98.303,1.697,316.07,512,0.951,bicubic,+3.843,+0.783,-2
xcit_large_24_p8_224_dist,89.517,10.483,98.224,1.776,188.93,224,1.000,bicubic,+4.119,+0.814,+7
xcit_small_12_p8_384_dist,89.515,10.485,98.303,1.697,26.21,384,1.000,bicubic,+4.435,+1.023,+18
cait_s24_384,89.506,10.494,98.367,1.633,47.06,384,1.000,bicubic,+4.456,+1.019,+21
dm_nfnet_f3,89.485,10.515,98.399,1.601,254.92,416,0.940,bicubic,+3.963,+0.937,-3
xcit_medium_24_p16_384_dist,89.474,10.526,98.296,1.704,84.40,384,1.000,bicubic,+4.052,+0.890,+1
dm_nfnet_f5,89.463,10.537,98.324,1.676,377.21,544,0.954,bicubic,+3.647,+0.838,-15
xcit_medium_24_p16_384_dist,89.474,10.526,98.296,1.704,84.40,384,1.000,bicubic,+4.052,+0.890,0
dm_nfnet_f5,89.463,10.537,98.324,1.676,377.21,544,0.954,bicubic,+3.647,+0.838,-14
deit3_base_patch16_224_in21ft1k,89.451,10.549,98.557,1.443,86.59,224,1.000,bicubic,+3.735,+0.813,-10
deit_base_distilled_patch16_384,89.429,10.571,98.439,1.561,87.63,384,1.000,bicubic,+4.007,+1.107,-3
deit_base_distilled_patch16_384,89.429,10.571,98.439,1.561,87.63,384,1.000,bicubic,+4.007,+1.107,-2
tf_efficientnet_b7_ap,89.429,10.571,98.345,1.655,66.35,600,0.949,bicubic,+4.309,+1.093,+8
vit_base_patch8_224,89.427,10.573,98.486,1.514,86.58,224,0.900,bicubic,+3.637,+0.694,-16
beit_base_patch16_224,89.410,10.590,98.525,1.475,86.53,224,0.900,bicubic,+4.182,+0.869,+2
@ -72,9 +72,9 @@ volo_d2_224,89.327,10.673,98.209,1.791,58.68,224,0.960,bicubic,+4.133,+1.021,-2
vit_large_patch16_224,89.314,10.686,98.394,1.606,304.33,224,0.900,bicubic,+3.470,+0.572,-29
tf_efficientnet_b4_ns,89.303,10.697,98.347,1.653,19.34,380,0.922,bicubic,+4.143,+0.877,-3
xcit_small_24_p16_384_dist,89.295,10.705,98.328,1.672,47.67,384,1.000,bicubic,+4.207,+1.020,-1
xcit_medium_24_p8_224_dist,89.290,10.710,98.192,1.808,84.32,224,1.000,bicubic,+4.221,+0.912,+1
xcit_medium_24_p8_224_dist,89.290,10.710,98.192,1.808,84.32,224,1.000,bicubic,+4.220,+0.912,+1
tf_efficientnetv2_m,89.286,10.714,98.236,1.764,54.14,480,1.000,bicubic,+4.250,+0.958,+3
deit3_huge_patch14_224,89.212,10.789,98.166,1.834,632.13,224,0.900,bicubic,+4.005,+0.808,-9
deit3_huge_patch14_224,89.212,10.789,98.166,1.834,632.13,224,0.900,bicubic,+4.006,+0.808,-9
xcit_small_24_p8_224_dist,89.201,10.799,98.245,1.755,47.63,224,1.000,bicubic,+4.325,+1.057,+9
xcit_small_12_p16_384_dist,89.194,10.806,98.219,1.781,26.25,384,1.000,bicubic,+4.486,+1.103,+14
swin_base_patch4_window7_224,89.147,10.852,98.424,1.576,87.77,224,0.900,bicubic,+3.897,+0.862,-15
@ -84,10 +84,10 @@ convnext_small_in22ft1k,89.122,10.878,98.322,1.678,50.22,224,0.875,bicubic,+4.55
ig_resnext101_32x48d,89.115,10.885,98.132,1.868,828.41,224,0.875,bilinear,+3.679,+0.556,-26
ig_resnext101_32x32d,89.109,10.891,98.183,1.817,468.53,224,0.875,bilinear,+4.009,+0.749,-13
tf_efficientnet_b7,89.083,10.917,98.185,1.815,66.35,600,0.949,bicubic,+4.149,+0.979,-2
ecaresnet269d,89.069,10.931,98.232,1.768,102.09,352,1.000,bicubic,+4.094,+1.006,-4
ecaresnet269d,89.069,10.931,98.232,1.768,102.09,352,1.000,bicubic,+4.095,+1.006,-4
xcit_large_24_p16_224_dist,89.041,10.959,98.061,1.939,189.10,224,1.000,bicubic,+4.121,+0.929,-3
dm_nfnet_f2,89.011,10.989,98.189,1.810,193.78,352,0.920,bicubic,+3.945,+0.947,-12
resmlp_big_24_224_in22ft1k,89.011,10.989,98.215,1.785,129.14,224,0.875,bicubic,+4.613,+1.097,+17
resmlp_big_24_224_in22ft1k,89.011,10.989,98.215,1.785,129.14,224,0.875,bicubic,+4.613,+1.097,+18
dm_nfnet_f2,89.011,10.989,98.189,1.810,193.78,352,0.920,bicubic,+3.945,+0.947,-13
xcit_small_12_p8_224_dist,89.002,10.998,98.078,1.922,26.21,224,1.000,bicubic,+4.772,+1.204,+28
efficientnetv2_rw_m,88.990,11.011,98.213,1.787,53.24,416,1.000,bicubic,+4.178,+1.067,-3
regnetz_040h,88.953,11.047,98.202,1.798,28.94,320,1.000,bicubic,+4.457,+1.196,+9
@ -95,23 +95,23 @@ tf_efficientnet_b5_ap,88.942,11.057,98.164,1.836,30.39,456,0.934,bicubic,+4.688,
deit3_base_patch16_384,88.928,11.072,98.046,1.954,86.88,384,1.000,bicubic,+3.852,+0.792,-20
dm_nfnet_f1,88.925,11.075,98.115,1.885,132.63,320,0.910,bicubic,+4.301,+1.017,-1
volo_d1_224,88.906,11.094,98.031,1.968,26.63,224,0.960,bicubic,+4.742,+1.257,+27
tf_efficientnetv2_s_in21ft1k,88.904,11.096,98.279,1.721,21.46,384,1.000,bicubic,+4.608,+1.025,+14
tf_efficientnetv2_s_in21ft1k,88.904,11.096,98.279,1.721,21.46,384,1.000,bicubic,+4.608,+1.025,+13
vit_base_patch16_224,88.864,11.136,98.230,1.770,86.57,224,0.900,bicubic,+4.334,+0.934,0
regnetz_d8,88.855,11.145,98.189,1.810,23.37,320,1.000,bicubic,+4.803,+1.194,+29
regnetz_d8,88.855,11.145,98.189,1.810,23.37,320,1.000,bicubic,+4.803,+1.193,+29
resnetrs420,88.842,11.158,98.034,1.966,191.89,416,1.000,bicubic,+3.834,+0.910,-20
regnetz_d8_evos,88.838,11.162,98.132,1.868,23.46,320,0.950,bicubic,+4.788,+1.136,+28
resnetrs270,88.834,11.166,98.136,1.864,129.86,352,1.000,bicubic,+4.398,+1.162,+2
ig_resnext101_32x16d,88.825,11.175,98.049,1.951,194.03,224,0.875,bilinear,+4.655,+0.851,+19
vit_small_r26_s32_384,88.812,11.188,98.343,1.657,36.47,384,1.000,bicubic,+4.764,+1.015,+27
xcit_medium_24_p16_224_dist,88.804,11.196,98.038,1.962,84.40,224,1.000,bicubic,+4.526,+1.098,+7
vit_small_r26_s32_384,88.812,11.188,98.343,1.657,36.47,384,1.000,bicubic,+4.764,+1.015,+26
vit_base_r50_s16_384,88.804,11.196,98.232,1.768,98.95,384,1.000,bicubic,+3.828,+0.942,-24
xcit_medium_24_p16_224_dist,88.804,11.196,98.038,1.962,84.40,224,1.000,bicubic,+4.526,+1.098,+7
seresnet152d,88.797,11.203,98.174,1.825,66.84,320,1.000,bicubic,+4.433,+1.130,+1
swsl_resnext101_32x8d,88.778,11.222,98.149,1.851,88.79,224,0.875,bilinear,+4.488,+0.967,+4
xcit_tiny_24_p8_384_dist,88.778,11.222,98.164,1.836,12.11,384,1.000,bicubic,+5.032,+1.452,+42
xcit_tiny_24_p8_384_dist,88.778,11.222,98.164,1.836,12.11,384,1.000,bicubic,+5.032,+1.452,+43
swsl_resnext101_32x8d,88.778,11.222,98.149,1.851,88.79,224,0.875,bilinear,+4.488,+0.967,+3
convnext_tiny_384_in22ft1k,88.772,11.228,98.298,1.702,28.59,384,1.000,bicubic,+4.696,+1.140,+16
deit3_large_patch16_224,88.759,11.241,97.912,2.088,304.37,224,0.900,bicubic,+3.997,+0.874,-21
resnetrs200,88.759,11.241,98.113,1.887,93.21,320,1.000,bicubic,+4.319,+1.033,-9
tf_efficientnet_b6,88.759,11.241,98.068,1.932,43.04,528,0.942,bicubic,+4.651,+1.180,+12
resnetrs200,88.759,11.241,98.113,1.887,93.21,320,1.000,bicubic,+4.319,+1.033,-8
tf_efficientnet_b6,88.759,11.241,98.068,1.932,43.04,528,0.942,bicubic,+4.651,+1.180,+13
deit3_large_patch16_224,88.759,11.241,97.912,2.088,304.37,224,0.900,bicubic,+3.997,+0.874,-23
resnetrs350,88.755,11.245,98.031,1.968,163.96,384,1.000,bicubic,+4.043,+1.041,-23
vit_base_patch16_224_miil,88.742,11.258,98.027,1.973,86.54,224,0.875,bilinear,+4.470,+1.225,-1
regnetz_040,88.727,11.273,98.091,1.909,27.12,320,1.000,bicubic,+4.491,+1.159,+1
@ -123,122 +123,125 @@ vit_small_patch16_384,88.648,11.352,98.230,1.770,22.20,384,1.000,bicubic,+4.848,
regnety_080,88.635,11.365,97.972,2.028,39.18,288,1.000,bicubic,+4.707,+1.084,+15
eca_nfnet_l1,88.624,11.376,98.134,1.866,41.41,320,1.000,bicubic,+4.612,+1.102,+11
swinv2_base_window16_256,88.584,11.416,97.895,2.105,87.92,256,0.900,bicubic,+3.992,+0.821,-29
convnext_large,88.577,11.423,97.854,2.146,197.77,224,0.875,bicubic,+4.281,+0.960,-15
resnetv2_152x4_bitm,88.552,11.448,98.189,1.810,936.53,480,1.000,bilinear,+3.634,+0.748,-41
convnext_large,88.577,11.423,97.854,2.146,197.77,224,0.875,bicubic,+4.281,+0.960,-14
resnetv2_152x4_bitm,88.552,11.448,98.189,1.810,936.53,480,1.000,bilinear,+3.634,+0.747,-41
resnet200d,88.545,11.455,97.959,2.041,64.69,320,1.000,bicubic,+4.585,+1.135,+8
seresnextaa101d_32x8d,88.543,11.457,98.002,1.998,93.59,288,1.000,bicubic,+3.971,+0.932,-32
xcit_small_24_p16_224_dist,88.535,11.465,98.002,1.998,47.67,224,1.000,bicubic,+4.665,+1.270,+10
resnest269e,88.522,11.478,98.027,1.973,110.93,416,0.928,bicubic,+4.004,+1.041,-31
swinv2_base_window8_256,88.518,11.482,97.893,2.107,87.92,256,0.900,bicubic,+4.256,+0.971,-16
seresnext101_32x8d,88.505,11.495,97.888,2.112,93.57,288,1.000,bicubic,+4.301,+1.014,-12
crossvit_18_dagger_408,88.475,11.525,97.893,2.107,44.61,408,1.000,bicubic,+4.281,+1.075,-12
efficientnetv2_rw_s,88.475,11.525,97.972,2.028,23.94,384,1.000,bicubic,+4.665,+1.248,+13
efficientnetv2_rw_s,88.475,11.525,97.972,2.028,23.94,384,1.000,bicubic,+4.665,+1.248,+14
crossvit_18_dagger_408,88.475,11.525,97.893,2.107,44.61,408,1.000,bicubic,+4.281,+1.075,-13
resnetv2_101x3_bitm,88.469,11.531,98.157,1.843,387.93,448,1.000,bilinear,+4.025,+0.775,-33
cait_s24_224,88.451,11.549,97.957,2.043,46.92,224,1.000,bicubic,+4.993,+1.395,+26
cait_s24_224,88.451,11.549,97.957,2.043,46.92,224,1.000,bicubic,+4.993,+1.395,+27
resnetv2_50x3_bitm,88.445,11.555,98.198,1.802,217.32,448,1.000,bilinear,+4.433,+1.072,-4
resmlp_big_24_distilled_224,88.441,11.559,97.940,2.060,129.14,224,0.875,bicubic,+4.853,+1.292,+21
regnetv_064,88.432,11.568,98.064,1.937,30.58,288,1.000,bicubic,+4.720,+1.318,+16
resnest200e,88.430,11.570,98.044,1.956,70.20,320,0.909,bicubic,+4.602,+1.152,+5
tf_efficientnet_b3_ns,88.428,11.572,98.027,1.973,12.23,300,0.904,bicubic,+4.380,+1.115,-11
tf_efficientnet_b3_ns,88.428,11.572,98.027,1.973,12.23,300,0.904,bicubic,+4.380,+1.115,-10
vit_large_r50_s32_224,88.424,11.576,98.085,1.915,328.99,224,0.900,bicubic,+3.994,+0.919,-37
seresnext101d_32x8d,88.424,11.576,97.955,2.045,93.59,288,1.000,bicubic,+4.062,+1.037,-34
tf_efficientnetv2_s,88.396,11.604,97.927,2.073,21.46,384,1.000,bicubic,+4.512,+1.229,-6
regnetz_c16_evos,88.379,11.621,98.042,1.958,13.49,320,0.950,bicubic,+5.747,+1.566,+63
efficientnet_b4,88.368,11.632,97.961,2.039,19.34,384,1.000,bicubic,+4.944,+1.363,+18
regnetz_c16_evos,88.379,11.621,98.042,1.958,13.49,320,0.950,bicubic,+5.747,+1.566,+66
efficientnet_b4,88.368,11.632,97.961,2.039,19.34,384,1.000,bicubic,+4.944,+1.363,+19
swinv2_small_window16_256,88.364,11.636,97.852,2.148,49.73,256,0.900,bicubic,+4.154,+0.982,-28
resnet152d,88.353,11.647,97.938,2.062,60.21,320,1.000,bicubic,+4.675,+1.198,+10
tf_efficientnet_b4_ap,88.351,11.649,97.893,2.107,19.34,380,0.922,bicubic,+5.103,+1.501,+24
tf_efficientnet_b4_ap,88.351,11.649,97.893,2.107,19.34,380,0.922,bicubic,+5.103,+1.501,+25
convnext_base,88.347,11.653,97.784,2.216,88.59,224,0.875,bicubic,+4.507,+1.034,-8
deit3_small_patch16_224_in21ft1k,88.334,11.666,98.127,1.873,22.06,224,1.000,bicubic,+5.258,+1.352,+35
deit3_small_patch16_224_in21ft1k,88.334,11.666,98.127,1.873,22.06,224,1.000,bicubic,+5.258,+1.351,+36
tf_efficientnet_b5,88.323,11.677,97.912,2.088,30.39,456,0.934,bicubic,+4.509,+1.164,-6
regnety_064,88.319,11.681,97.861,2.139,30.58,288,1.000,bicubic,+4.599,+1.135,0
crossvit_15_dagger_408,88.308,11.692,97.869,2.131,28.50,408,1.000,bicubic,+4.470,+1.089,-10
deit3_small_patch16_384,88.298,11.702,97.888,2.112,22.21,384,1.000,bicubic,+4.870,+1.212,+8
resnetrs152,88.255,11.745,97.737,2.263,86.62,320,1.000,bicubic,+4.541,+1.123,-2
deit3_base_patch16_224,88.251,11.749,97.807,2.193,86.59,224,0.900,bicubic,+4.459,+1.223,-8
deit3_small_patch16_384,88.298,11.702,97.888,2.112,22.21,384,1.000,bicubic,+4.870,+1.212,+9
cs3se_edgenet_x,88.291,11.709,97.931,2.069,50.72,320,1.000,bicubic,+4.743,+1.265,+5
resnetrs152,88.255,11.745,97.737,2.263,86.62,320,1.000,bicubic,+4.541,+1.123,-3
deit3_base_patch16_224,88.251,11.749,97.807,2.193,86.59,224,0.900,bicubic,+4.459,+1.223,-9
xcit_small_12_p16_224_dist,88.246,11.754,97.846,2.154,26.25,224,1.000,bicubic,+4.900,+1.428,+13
regnetv_040,88.219,11.781,97.972,2.028,20.64,288,1.000,bicubic,+5.021,+1.308,+17
deit_base_distilled_patch16_224,88.214,11.786,97.920,2.080,87.34,224,0.900,bicubic,+4.826,+1.432,+7
swinv2_small_window8_256,88.185,11.815,97.775,2.225,49.73,256,0.900,bicubic,+4.331,+1.133,-21
xception65p,88.185,11.815,97.790,2.210,39.82,299,0.940,bicubic,+5.055,+1.310,+21
xcit_tiny_24_p16_384_dist,88.161,11.839,97.946,2.054,12.12,384,1.000,bicubic,+5.589,+1.658,+51
xcit_large_24_p8_224,88.157,11.843,97.389,2.611,188.93,224,1.000,bicubic,+3.765,+0.731,-57
ig_resnext101_32x8d,88.155,11.845,97.856,2.144,88.79,224,0.875,bilinear,+5.457,+1.224,+41
resnetv2_152x2_bit_teacher_384,88.150,11.850,98.053,1.947,236.34,384,1.000,bicubic,+4.306,+0.937,-25
cait_xxs36_384,88.138,11.862,97.908,2.092,17.37,384,1.000,bicubic,+5.946,+1.764,+80
xception65p,88.185,11.815,97.790,2.210,39.82,299,0.940,bicubic,+5.055,+1.310,+22
swinv2_small_window8_256,88.185,11.815,97.775,2.225,49.73,256,0.900,bicubic,+4.331,+1.133,-23
xcit_tiny_24_p16_384_dist,88.161,11.839,97.946,2.054,12.12,384,1.000,bicubic,+5.589,+1.658,+53
xcit_large_24_p8_224,88.157,11.843,97.389,2.611,188.93,224,1.000,bicubic,+3.765,+0.731,-58
ig_resnext101_32x8d,88.155,11.845,97.856,2.144,88.79,224,0.875,bilinear,+5.457,+1.224,+42
resnetv2_152x2_bit_teacher_384,88.150,11.850,98.053,1.947,236.34,384,1.000,bicubic,+4.306,+0.937,-26
cait_xxs36_384,88.138,11.862,97.908,2.092,17.37,384,1.000,bicubic,+5.946,+1.764,+82
dm_nfnet_f0,88.125,11.875,97.854,2.146,71.49,256,0.900,bicubic,+4.741,+1.280,0
xcit_tiny_12_p8_384_dist,88.101,11.899,97.923,2.077,6.71,384,1.000,bicubic,+5.715,+1.701,+57
xcit_tiny_12_p8_384_dist,88.101,11.899,97.923,2.077,6.71,384,1.000,bicubic,+5.715,+1.701,+59
swsl_resnext101_32x4d,88.099,11.901,97.970,2.030,44.18,224,0.875,bilinear,+4.859,+1.210,+4
xception65,88.071,11.929,97.750,2.250,39.92,299,0.940,bicubic,+4.897,+1.158,+6
convnext_small,88.050,11.950,97.788,2.212,50.22,224,0.875,bicubic,+4.900,+1.358,+6
swin_s3_base_224,88.050,11.950,97.660,2.340,71.13,224,0.900,bicubic,+4.118,+1.000,-37
xcit_tiny_24_p8_224_dist,88.035,11.965,97.812,2.188,12.11,224,1.000,bicubic,+5.475,+1.644,+42
swin_s3_base_224,88.050,11.950,97.660,2.340,71.13,224,0.900,bicubic,+4.118,+1.000,-38
xcit_tiny_24_p8_224_dist,88.035,11.965,97.812,2.188,12.11,224,1.000,bicubic,+5.475,+1.644,+44
convnext_tiny_in22ft1k,87.997,12.003,97.920,2.080,28.59,224,0.875,bicubic,+5.085,+1.296,+18
eca_nfnet_l0,87.978,12.023,97.871,2.129,24.14,288,1.000,bicubic,+5.400,+1.381,+37
nfnet_l0,87.971,12.029,97.867,2.133,35.07,288,1.000,bicubic,+5.219,+1.349,+26
xcit_small_24_p8_224,87.969,12.031,97.581,2.419,47.63,224,1.000,bicubic,+4.129,+0.945,-35
tf_efficientnet_b4,87.967,12.033,97.739,2.261,19.34,380,0.922,bicubic,+4.943,+1.439,+11
regnety_032,87.941,12.059,97.888,2.112,19.44,288,1.000,bicubic,+5.217,+1.466,+24
resnet101d,87.937,12.063,97.908,2.092,44.57,320,1.000,bicubic,+4.915,+1.462,+10
mobilevitv2_200_384_in22ft1k,87.935,12.065,97.822,2.178,18.45,384,1.000,bicubic,+4.535,+1.240,-16
swinv2_cr_small_ns_224,87.922,12.078,97.666,2.334,49.70,224,0.900,bicubic,+4.436,+1.182,-22
sequencer2d_l,87.915,12.085,97.698,2.302,54.30,224,0.875,bicubic,+4.509,+1.198,-19
regnety_040,87.913,12.087,97.884,2.116,20.65,288,1.000,bicubic,+4.877,+1.374,+4
vit_base_patch32_384,87.911,12.089,98.012,1.988,88.30,384,1.000,bicubic,+4.559,+1.176,-17
twins_svt_large,87.901,12.099,97.581,2.419,99.27,224,0.900,bicubic,+4.221,+0.987,-30
twins_pcpvt_large,87.877,12.123,97.859,2.142,60.99,224,0.900,bicubic,+4.741,+1.255,-6
swin_s3_small_224,87.860,12.140,97.434,2.566,49.74,224,0.900,bicubic,+4.086,+0.982,-39
cs3sedarknet_x,87.995,12.005,97.790,2.210,35.40,288,1.000,bicubic,+5.341,+1.444,+32
eca_nfnet_l0,87.978,12.023,97.871,2.129,24.14,288,1.000,bicubic,+5.400,+1.381,+38
nfnet_l0,87.971,12.029,97.867,2.133,35.07,288,1.000,bicubic,+5.219,+1.349,+25
xcit_small_24_p8_224,87.969,12.031,97.581,2.419,47.63,224,1.000,bicubic,+4.129,+0.945,-37
tf_efficientnet_b4,87.967,12.033,97.739,2.261,19.34,380,0.922,bicubic,+4.943,+1.439,+10
regnety_032,87.941,12.059,97.888,2.112,19.44,288,1.000,bicubic,+5.217,+1.466,+23
resnet101d,87.937,12.063,97.908,2.092,44.57,320,1.000,bicubic,+4.915,+1.462,+9
mobilevitv2_200_384_in22ft1k,87.935,12.065,97.822,2.178,18.45,384,1.000,bicubic,+4.535,+1.240,-17
swinv2_cr_small_ns_224,87.922,12.078,97.666,2.334,49.70,224,0.900,bicubic,+4.436,+1.182,-23
sequencer2d_l,87.915,12.085,97.698,2.302,54.30,224,0.875,bicubic,+4.509,+1.198,-20
regnety_040,87.913,12.087,97.884,2.116,20.65,288,1.000,bicubic,+4.877,+1.374,+3
vit_base_patch32_384,87.911,12.089,98.012,1.988,88.30,384,1.000,bicubic,+4.559,+1.176,-18
twins_svt_large,87.901,12.099,97.581,2.419,99.27,224,0.900,bicubic,+4.221,+0.987,-32
twins_pcpvt_large,87.877,12.123,97.859,2.142,60.99,224,0.900,bicubic,+4.741,+1.255,-7
swin_s3_small_224,87.860,12.140,97.434,2.566,49.74,224,0.900,bicubic,+4.086,+0.982,-41
regnetz_c16,87.858,12.142,97.818,2.182,13.46,320,0.940,bicubic,+5.338,+1.458,+28
deit_base_patch16_384,87.841,12.159,97.510,2.490,86.86,384,1.000,bicubic,+4.735,+1.140,-6
mobilevitv2_175_384_in22ft1k,87.837,12.164,97.726,2.274,14.25,384,1.000,bicubic,+4.903,+1.296,0
xcit_small_12_p8_224,87.828,12.172,97.566,2.434,26.21,224,1.000,bicubic,+4.488,+1.086,-21
tresnet_xl_448,87.796,12.204,97.459,2.541,78.44,448,0.875,bilinear,+4.748,+1.289,-6
resnetv2_50x1_bit_distilled,87.792,12.208,97.899,2.101,25.55,224,0.875,bicubic,+4.970,+1.377,+2
tresnet_m,87.740,12.259,97.523,2.477,31.39,224,0.875,bilinear,+4.666,+1.403,-9
deit_base_patch16_384,87.841,12.159,97.510,2.490,86.86,384,1.000,bicubic,+4.735,+1.140,-7
mobilevitv2_175_384_in22ft1k,87.837,12.164,97.726,2.274,14.25,384,1.000,bicubic,+4.903,+1.296,-1
xcit_small_12_p8_224,87.828,12.172,97.566,2.434,26.21,224,1.000,bicubic,+4.488,+1.086,-22
tresnet_xl_448,87.796,12.204,97.459,2.541,78.44,448,0.875,bilinear,+4.748,+1.289,-7
resnetv2_50x1_bit_distilled,87.792,12.208,97.899,2.101,25.55,224,0.875,bicubic,+4.970,+1.377,+1
tresnet_m,87.740,12.259,97.523,2.477,31.39,224,0.875,bilinear,+4.666,+1.403,-10
twins_pcpvt_base,87.732,12.268,97.728,2.272,43.83,224,0.900,bicubic,+5.024,+1.378,+8
gc_efficientnetv2_rw_t,87.717,12.283,97.807,2.193,13.68,288,1.000,bicubic,+5.251,+1.509,+23
resnetv2_101x1_bitm,87.683,12.317,97.938,2.062,44.54,448,1.000,bilinear,+5.351,+1.421,+34
swin_small_patch4_window7_224,87.670,12.330,97.568,2.432,49.61,224,0.900,bicubic,+4.452,+1.242,-25
mobilevitv2_150_384_in22ft1k,87.653,12.347,97.649,2.351,10.59,384,1.000,bicubic,+5.063,+1.333,+9
twins_svt_base,87.644,12.356,97.525,2.474,56.07,224,0.900,bicubic,+4.506,+1.105,-21
efficientnetv2_rw_t,87.642,12.358,97.688,2.312,13.65,288,1.000,bicubic,+5.298,+1.654,+28
pnasnet5large,87.640,12.360,97.485,2.515,86.06,331,0.911,bicubic,+4.858,+1.443,-3
swinv2_tiny_window16_256,87.617,12.383,97.562,2.438,28.35,256,0.900,bicubic,+4.807,+1.332,-6
jx_nest_base,87.608,12.392,97.515,2.485,67.72,224,0.875,bicubic,+4.054,+1.151,-46
swsl_resnext101_32x16d,87.608,12.392,97.820,2.180,194.03,224,0.875,bilinear,+4.258,+0.976,-37
xcit_medium_24_p8_224,87.606,12.394,97.197,2.803,84.32,224,1.000,bicubic,+3.868,+0.803,-56
gc_efficientnetv2_rw_t,87.717,12.283,97.807,2.193,13.68,288,1.000,bicubic,+5.251,+1.509,+24
resnetv2_101x1_bitm,87.683,12.317,97.938,2.062,44.54,448,1.000,bilinear,+5.351,+1.422,+35
swin_small_patch4_window7_224,87.670,12.330,97.568,2.432,49.61,224,0.900,bicubic,+4.452,+1.242,-26
mobilevitv2_150_384_in22ft1k,87.653,12.347,97.649,2.351,10.59,384,1.000,bicubic,+5.063,+1.333,+10
twins_svt_base,87.644,12.356,97.525,2.474,56.07,224,0.900,bicubic,+4.506,+1.105,-23
efficientnetv2_rw_t,87.642,12.358,97.688,2.312,13.65,288,1.000,bicubic,+5.298,+1.492,+28
pnasnet5large,87.640,12.360,97.485,2.515,86.06,331,0.911,bicubic,+4.858,+1.443,-4
cs3edgenet_x,87.632,12.368,97.662,2.338,47.82,288,1.000,bicubic,+4.910,+1.286,-1
swinv2_tiny_window16_256,87.617,12.383,97.562,2.438,28.35,256,0.900,bicubic,+4.807,+1.332,-8
swsl_resnext101_32x16d,87.608,12.392,97.820,2.180,194.03,224,0.875,bilinear,+4.258,+0.976,-38
jx_nest_base,87.608,12.392,97.515,2.485,67.72,224,0.875,bicubic,+4.054,+1.151,-50
xcit_medium_24_p8_224,87.606,12.394,97.197,2.803,84.32,224,1.000,bicubic,+3.868,+0.803,-59
swsl_resnext50_32x4d,87.602,12.398,97.654,2.346,25.03,224,0.875,bilinear,+5.426,+1.422,+39
sequencer2d_m,87.565,12.435,97.581,2.419,38.31,224,0.875,bicubic,+4.757,+1.313,-10
sequencer2d_m,87.565,12.435,97.581,2.419,38.31,224,0.875,bicubic,+4.757,+1.313,-12
tf_efficientnet_b2_ns,87.559,12.441,97.628,2.372,9.11,260,0.890,bicubic,+5.175,+1.382,+16
levit_384,87.555,12.445,97.545,2.455,39.13,224,0.900,bicubic,+4.967,+1.527,-1
ecaresnet50t,87.542,12.458,97.645,2.355,25.57,320,0.950,bicubic,+5.194,+1.507,+16
vit_base_patch16_rpn_224,87.506,12.494,97.489,2.511,86.54,224,0.900,bicubic,+5.306,+1.493,+32
edgenext_small,87.504,12.496,97.587,2.413,5.59,320,1.000,bicubic,+5.930,+1.873,+66
resnetv2_152x2_bit_teacher,87.493,12.507,97.812,2.188,236.34,224,0.875,bicubic,+4.625,+1.244,-20
jx_nest_small,87.491,12.509,97.521,2.479,38.35,224,0.875,bicubic,+4.371,+1.191,-33
vit_relpos_base_patch16_clsgap_224,87.469,12.531,97.525,2.474,86.43,224,0.900,bicubic,+4.709,+1.351,-16
resnetv2_152x2_bit_teacher,87.493,12.507,97.812,2.188,236.34,224,0.875,bicubic,+4.625,+1.244,-22
jx_nest_small,87.491,12.509,97.521,2.479,38.35,224,0.875,bicubic,+4.371,+1.191,-35
vit_relpos_base_patch16_clsgap_224,87.469,12.531,97.525,2.474,86.43,224,0.900,bicubic,+4.709,+1.351,-18
vit_relpos_base_patch16_224,87.463,12.537,97.560,2.440,86.43,224,0.900,bicubic,+4.977,+1.418,+1
resnet152,87.454,12.546,97.400,2.600,60.19,224,0.950,bicubic,+4.636,+1.267,-22
resnet152,87.454,12.546,97.400,2.600,60.19,224,0.950,bicubic,+4.636,+1.268,-24
fbnetv3_g,87.446,12.554,97.545,2.455,16.62,288,0.950,bilinear,+5.412,+1.479,+36
resnext101_64x4d,87.444,12.556,97.442,2.558,83.46,288,1.000,bicubic,+4.300,+1.068,-43
resnext101_64x4d,87.444,12.556,97.442,2.558,83.46,288,1.000,bicubic,+4.300,+1.068,-45
efficientnet_b3,87.435,12.565,97.679,2.321,12.23,320,1.000,bicubic,+5.195,+1.561,+18
resnet61q,87.431,12.569,97.598,2.402,36.85,288,1.000,bicubic,+4.913,+1.468,-5
cait_xxs24_384,87.414,12.586,97.619,2.381,12.03,384,1.000,bicubic,+6.452,+1.975,+100
cait_xxs24_384,87.414,12.586,97.619,2.381,12.03,384,1.000,bicubic,+6.452,+1.975,+101
cs3sedarknet_l,87.407,12.593,97.572,2.428,21.91,288,0.950,bicubic,+5.631,+1.602,+47
cs3darknet_x,87.399,12.601,97.607,2.393,35.05,288,1.000,bicubic,+5.175,+1.377,+16
resnet51q,87.392,12.608,97.581,2.419,35.70,288,1.000,bilinear,+5.034,+1.403,0
tresnet_l_448,87.380,12.620,97.487,2.513,55.99,448,0.875,bilinear,+5.110,+1.507,+10
xcit_tiny_24_p8_224,87.380,12.620,97.626,2.374,12.11,224,1.000,bicubic,+5.484,+1.652,+37
tresnet_l_448,87.380,12.620,97.487,2.513,55.99,448,0.875,bilinear,+5.110,+1.507,+10
coat_lite_small,87.377,12.623,97.372,2.628,19.84,224,0.900,bicubic,+5.073,+1.522,+4
sequencer2d_s,87.375,12.625,97.391,2.609,27.65,224,0.875,bicubic,+5.031,+1.195,-2
swinv2_cr_small_224,87.371,12.629,97.344,2.656,49.70,224,0.900,bicubic,+4.233,+1.246,-53
sequencer2d_s,87.375,12.625,97.391,2.609,27.65,224,0.875,bicubic,+5.031,+1.357,-1
swinv2_cr_small_224,87.371,12.629,97.344,2.656,49.70,224,0.900,bicubic,+4.233,+1.246,-54
vit_relpos_medium_patch16_cls_224,87.369,12.631,97.453,2.547,38.76,224,0.900,bicubic,+4.807,+1.387,-19
nasnetalarge,87.348,12.652,97.417,2.583,88.75,331,0.911,bicubic,+4.730,+1.373,-26
crossvit_18_dagger_240,87.346,12.655,97.455,2.545,44.27,240,0.875,bicubic,+4.826,+1.387,-19
crossvit_18_dagger_240,87.346,12.655,97.455,2.545,44.27,240,0.875,bicubic,+4.826,+1.387,-18
resnetv2_101,87.322,12.678,97.325,2.675,44.54,224,0.950,bicubic,+5.276,+1.463,+19
crossvit_18_240,87.316,12.684,97.487,2.513,43.27,240,0.875,bicubic,+4.918,+1.433,-13
convnext_tiny,87.313,12.687,97.449,2.551,28.59,224,0.875,bicubic,+5.251,+1.595,+15
resnest101e,87.286,12.714,97.560,2.440,48.28,256,0.875,bilinear,+4.398,+1.240,-45
convnext_tiny,87.313,12.687,97.449,2.551,28.59,224,0.875,bicubic,+5.251,+1.595,+16
resnest101e,87.286,12.714,97.560,2.440,48.28,256,0.875,bilinear,+4.398,+1.240,-47
ecaresnet101d,87.284,12.716,97.562,2.438,44.57,224,0.875,bicubic,+5.114,+1.514,+8
pit_s_distilled_224,87.275,12.725,97.500,2.500,24.04,224,0.900,bicubic,+5.281,+1.704,+16
resnetv2_50d_gn,87.269,12.731,97.513,2.487,25.57,288,0.950,bicubic,+5.445,+1.589,+26
@ -246,13 +249,13 @@ vit_relpos_medium_patch16_rpn_224,87.256,12.744,97.442,2.558,38.73,224,0.900,bic
resnetrs101,87.243,12.757,97.457,2.543,63.62,288,0.940,bicubic,+4.959,+1.449,-6
poolformer_m48,87.239,12.761,97.308,2.692,73.47,224,0.950,bicubic,+4.779,+1.350,-23
mixer_b16_224_miil,87.230,12.770,97.410,2.590,59.88,224,0.875,bilinear,+4.926,+1.690,-11
tresnet_xl,87.226,12.774,97.400,2.600,78.44,224,0.875,bilinear,+5.164,+1.463,+7
tresnet_xl,87.226,12.774,97.400,2.600,78.44,224,0.875,bilinear,+5.164,+1.464,+6
xcit_tiny_12_p8_224_dist,87.219,12.780,97.449,2.551,6.71,224,1.000,bicubic,+6.011,+1.843,+58
convit_base,87.207,12.793,97.286,2.714,86.54,224,0.875,bicubic,+4.915,+1.348,-12
xcit_tiny_12_p16_384_dist,87.202,12.798,97.468,2.532,6.72,384,1.000,bicubic,+6.260,+2.060,+75
xcit_tiny_12_p16_384_dist,87.202,12.798,97.468,2.532,6.72,384,1.000,bicubic,+6.260,+2.060,+76
resnetv2_50d_evos,87.194,12.806,97.359,2.641,25.59,288,0.950,bicubic,+5.216,+1.447,+8
tf_efficientnet_b3_ap,87.188,12.812,97.380,2.620,12.23,300,0.904,bicubic,+5.364,+1.756,+17
visformer_small,87.185,12.815,97.325,2.675,40.22,224,0.900,bicubic,+5.077,+1.449,-2
visformer_small,87.185,12.815,97.325,2.675,40.22,224,0.900,bicubic,+5.077,+1.449,-3
crossvit_15_dagger_240,87.170,12.830,97.438,2.562,28.21,240,0.875,bicubic,+4.844,+1.482,-21
vit_srelpos_medium_patch16_224,87.168,12.832,97.312,2.688,38.74,224,0.900,bicubic,+4.932,+1.378,-14
vit_relpos_medium_patch16_224,87.138,12.862,97.506,2.494,38.75,224,0.900,bicubic,+4.676,+1.420,-35
@ -263,82 +266,83 @@ swinv2_tiny_window8_256,87.079,12.921,97.517,2.483,28.35,256,0.900,bicubic,+5.26
mobilevitv2_200_in22ft1k,87.059,12.941,97.425,2.575,18.45,256,0.888,bicubic,+4.725,+1.487,-30
xception41p,87.057,12.943,97.201,2.799,26.91,299,0.940,bicubic,+5.089,+1.407,-1
crossvit_15_240,87.055,12.945,97.423,2.577,27.53,240,0.875,bicubic,+5.511,+1.733,+19
convit_small,87.051,12.949,97.350,2.650,27.78,224,0.875,bicubic,+5.623,+1.608,+27
tf_efficientnetv2_b3,87.029,12.970,97.303,2.697,14.36,300,0.904,bicubic,+5.064,+1.521,-3
convit_small,87.051,12.949,97.350,2.650,27.78,224,0.875,bicubic,+5.623,+1.608,+28
tf_efficientnetv2_b3,87.029,12.970,97.303,2.697,14.36,300,0.904,bicubic,+5.063,+1.521,-3
xcit_small_12_p16_224,87.017,12.983,97.242,2.759,26.25,224,1.000,bicubic,+5.045,+1.430,-6
regnetz_b16,87.012,12.988,97.425,2.575,9.72,288,0.940,bicubic,+6.300,+1.951,+72
jx_nest_tiny,87.008,12.992,97.378,2.622,17.06,224,0.875,bicubic,+5.590,+1.760,+24
deit3_small_patch16_224,87.004,12.996,97.167,2.833,22.06,224,0.900,bicubic,+5.622,+1.717,+27
deit_small_distilled_patch16_224,87.002,12.998,97.316,2.684,22.44,224,0.900,bicubic,+5.794,+1.942,+35
regnetz_b16,87.012,12.988,97.425,2.575,9.72,288,0.940,bicubic,+6.300,+1.951,+73
jx_nest_tiny,87.008,12.992,97.378,2.622,17.06,224,0.875,bicubic,+5.590,+1.760,+25
deit3_small_patch16_224,87.004,12.996,97.167,2.833,22.06,224,0.900,bicubic,+5.622,+1.717,+28
deit_small_distilled_patch16_224,87.002,12.998,97.316,2.684,22.44,224,0.900,bicubic,+5.794,+1.942,+37
swinv2_cr_tiny_ns_224,86.998,13.002,97.282,2.718,28.33,224,0.900,bicubic,+5.212,+1.460,0
resmlp_36_distilled_224,86.989,13.011,97.276,2.724,44.69,224,0.875,bicubic,+5.833,+1.790,+36
xcit_large_24_p16_224,86.955,13.045,96.919,3.081,189.10,224,1.000,bicubic,+4.063,+1.041,-80
resmlp_36_distilled_224,86.989,13.011,97.276,2.724,44.69,224,0.875,bicubic,+5.833,+1.790,+37
xcit_large_24_p16_224,86.955,13.045,96.919,3.081,189.10,224,1.000,bicubic,+4.063,+1.041,-82
mobilevitv2_175_in22ft1k,86.953,13.047,97.333,2.667,14.25,256,0.888,bicubic,+5.013,+1.543,-11
poolformer_m36,86.946,13.054,97.148,2.852,56.17,224,0.950,bicubic,+4.838,+1.458,-25
poolformer_m36,86.946,13.054,97.148,2.852,56.17,224,0.950,bicubic,+4.838,+1.458,-24
xcit_medium_24_p16_224,86.938,13.062,97.098,2.902,84.40,224,1.000,bicubic,+4.300,+1.120,-70
convnext_tiny_hnf,86.918,13.082,97.280,2.720,28.59,224,0.950,bicubic,+4.698,+1.414,-34
tnt_s_patch16_224,86.906,13.094,97.365,2.635,23.76,224,0.900,bicubic,+5.388,+1.619,+6
vit_relpos_small_patch16_224,86.891,13.109,97.491,2.509,21.98,224,0.900,bicubic,+5.437,+1.663,+11
vit_small_patch16_224,86.865,13.135,97.613,2.387,22.05,224,0.900,bicubic,+5.469,+1.475,+13
ssl_resnext101_32x16d,86.865,13.135,97.519,2.481,194.03,224,0.875,bilinear,+5.009,+1.423,-13
vit_small_r26_s32_224,86.856,13.143,97.528,2.472,36.43,224,0.900,bicubic,+4.995,+1.506,-16
convmixer_1536_20,86.854,13.146,97.346,2.654,51.63,224,0.960,bicubic,+5.484,+1.734,+15
vit_relpos_small_patch16_224,86.891,13.109,97.491,2.509,21.98,224,0.900,bicubic,+5.437,+1.663,+12
vit_small_patch16_224,86.865,13.135,97.613,2.387,22.05,224,0.900,bicubic,+5.469,+1.475,+15
ssl_resnext101_32x16d,86.865,13.135,97.519,2.481,194.03,224,0.875,bilinear,+5.009,+1.423,-14
vit_small_r26_s32_224,86.856,13.143,97.528,2.472,36.43,224,0.900,bicubic,+4.994,+1.506,-16
convmixer_1536_20,86.854,13.146,97.346,2.654,51.63,224,0.960,bicubic,+5.484,+1.734,+16
rexnet_200,86.842,13.158,97.276,2.724,16.37,224,0.875,bicubic,+5.214,+1.608,-7
tf_efficientnet_b3,86.837,13.163,97.297,2.703,12.23,300,0.904,bicubic,+5.199,+1.579,-9
swsl_resnet50,86.835,13.165,97.493,2.507,25.56,224,0.875,bilinear,+5.655,+1.513,+21
swsl_resnet50,86.835,13.165,97.493,2.507,25.56,224,0.875,bilinear,+5.655,+1.513,+22
deit_base_patch16_224,86.827,13.173,97.052,2.949,86.57,224,0.900,bicubic,+4.833,+1.320,-29
tresnet_m_448,86.814,13.186,97.216,2.784,31.39,448,0.875,bilinear,+5.108,+1.644,-15
ssl_resnext101_32x8d,86.801,13.199,97.472,2.528,88.79,224,0.875,bilinear,+5.193,+1.430,-10
tf_efficientnet_lite4,86.801,13.199,97.263,2.737,13.01,380,0.920,bilinear,+5.267,+1.597,-7
coat_mini,86.790,13.210,97.158,2.842,10.34,224,0.900,bicubic,+5.524,+1.766,+11
coat_mini,86.790,13.210,97.158,2.842,10.34,224,0.900,bicubic,+5.524,+1.766,+12
resnetaa50,86.771,13.229,97.389,2.611,25.56,288,1.000,bicubic,+5.153,+1.579,-14
tresnet_l,86.763,13.237,97.271,2.729,55.99,224,0.875,bilinear,+5.273,+1.645,-6
twins_svt_small,86.756,13.244,97.177,2.823,24.06,224,0.900,bicubic,+5.074,+1.511,-20
cs3darknet_l,86.748,13.252,97.463,2.537,21.16,288,0.950,bicubic,+5.862,+1.795,+34
mobilevitv2_150_in22ft1k,86.743,13.257,97.218,2.782,10.59,256,0.888,bicubic,+5.273,+1.550,-8
cs3darknet_l,86.748,13.252,97.463,2.537,21.16,288,0.950,bicubic,+5.862,+1.795,+35
mobilevitv2_150_in22ft1k,86.743,13.257,97.218,2.782,10.59,256,0.888,bicubic,+5.273,+1.550,-7
levit_256,86.739,13.261,97.259,2.741,18.89,224,0.900,bicubic,+5.223,+1.769,-12
crossvit_base_240,86.735,13.265,97.122,2.878,105.03,240,0.875,bicubic,+4.519,+1.290,-54
cs3darknet_focus_l,86.735,13.265,97.380,2.620,21.15,288,0.950,bicubic,+5.861,+1.688,+32
cs3darknet_focus_l,86.735,13.265,97.380,2.620,21.15,288,0.950,bicubic,+5.861,+1.688,+34
crossvit_base_240,86.735,13.265,97.122,2.878,105.03,240,0.875,bicubic,+4.519,+1.290,-55
vit_srelpos_small_patch16_224,86.703,13.297,97.250,2.750,21.97,224,0.900,bicubic,+5.605,+1.678,+14
halo2botnet50ts_256,86.692,13.308,97.096,2.904,22.64,256,0.950,bicubic,+4.624,+1.454,-49
seresnext50_32x4d,86.690,13.310,97.222,2.778,27.56,224,0.875,bicubic,+5.428,+1.594,+1
crossvit_small_240,86.688,13.312,97.273,2.727,26.86,240,0.875,bicubic,+5.672,+1.817,+16
seresnext50_32x4d,86.690,13.310,97.222,2.778,27.56,224,0.875,bicubic,+5.428,+1.594,+2
crossvit_small_240,86.688,13.312,97.273,2.727,26.86,240,0.875,bicubic,+5.672,+1.817,+17
pit_b_224,86.688,13.312,96.898,3.102,73.76,224,0.900,bicubic,+4.244,+1.186,-81
tf_efficientnet_b1_ns,86.666,13.334,97.378,2.622,7.79,240,0.882,bicubic,+5.281,+1.642,-10
swin_tiny_patch4_window7_224,86.658,13.342,97.197,2.803,28.29,224,0.900,bicubic,+5.282,+1.655,-9
tf_efficientnet_b1_ns,86.666,13.334,97.378,2.622,7.79,240,0.882,bicubic,+5.280,+1.642,-9
swin_tiny_patch4_window7_224,86.658,13.342,97.197,2.803,28.29,224,0.900,bicubic,+5.282,+1.655,-8
wide_resnet50_2,86.641,13.359,97.212,2.788,68.88,224,0.875,bicubic,+5.185,+1.682,-17
gernet_l,86.641,13.359,97.190,2.810,31.08,256,0.875,bilinear,+5.291,+1.654,-8
wide_resnet50_2,86.641,13.359,97.212,2.788,68.88,224,0.875,bicubic,+5.185,+1.682,-19
poolformer_s36,86.639,13.361,97.158,2.842,30.86,224,0.900,bicubic,+5.221,+1.710,-16
efficientnet_el,86.635,13.366,97.180,2.820,10.59,300,0.904,bicubic,+5.329,+1.646,-9
twins_pcpvt_small,86.626,13.374,97.340,2.660,24.11,224,0.900,bicubic,+5.536,+1.698,+5
resmlp_24_distilled_224,86.620,13.380,97.139,2.861,30.02,224,0.875,bicubic,+5.856,+1.917,+24
nf_resnet50,86.605,13.395,97.293,2.707,25.56,288,0.940,bicubic,+5.951,+1.959,+27
resnest50d_4s2x40d,86.583,13.417,97.269,2.731,30.42,224,0.875,bicubic,+5.475,+1.707,-2
efficientnet_b3_pruned,86.579,13.421,97.188,2.812,9.86,300,0.904,bicubic,+5.721,+1.944,+18
sebotnet33ts_256,86.573,13.427,96.791,3.209,13.70,256,0.940,bicubic,+5.419,+1.625,-7
sehalonet33ts,86.570,13.430,97.009,2.991,13.69,256,0.940,bicubic,+5.598,+1.737,+6
repvgg_b3,86.564,13.436,97.141,2.859,123.09,224,0.875,bilinear,+6.068,+1.877,+31
xcit_tiny_24_p16_224_dist,86.534,13.466,97.216,2.784,12.12,224,1.000,bicubic,+6.086,+2.004,+37
halonet50ts,86.500,13.500,97.152,2.848,22.73,256,0.940,bicubic,+4.848,+1.540,-45
ssl_resnext101_32x4d,86.477,13.524,97.470,2.530,44.18,224,0.875,bilinear,+5.552,+1.744,+6
poolformer_s36,86.639,13.361,97.158,2.842,30.86,224,0.900,bicubic,+5.221,+1.710,-15
efficientnet_el,86.635,13.366,97.180,2.820,10.59,300,0.904,bicubic,+5.329,+1.646,-8
twins_pcpvt_small,86.626,13.374,97.340,2.660,24.11,224,0.900,bicubic,+5.536,+1.698,+6
resmlp_24_distilled_224,86.620,13.380,97.139,2.861,30.02,224,0.875,bicubic,+5.856,+1.917,+25
nf_resnet50,86.605,13.395,97.293,2.707,25.56,288,0.940,bicubic,+5.951,+1.959,+28
resnest50d_4s2x40d,86.583,13.417,97.269,2.731,30.42,224,0.875,bicubic,+5.475,+1.707,-1
efficientnet_b3_pruned,86.579,13.421,97.188,2.812,9.86,300,0.904,bicubic,+5.721,+1.944,+19
sebotnet33ts_256,86.573,13.427,96.791,3.209,13.70,256,0.940,bicubic,+5.419,+1.625,-6
sehalonet33ts,86.570,13.430,97.009,2.991,13.69,256,0.940,bicubic,+5.598,+1.737,+7
repvgg_b3,86.564,13.436,97.141,2.859,123.09,224,0.875,bilinear,+6.068,+1.877,+32
xcit_tiny_24_p16_224_dist,86.534,13.466,97.216,2.784,12.12,224,1.000,bicubic,+6.086,+2.004,+38
convnext_nano,86.532,13.468,97.182,2.818,15.59,288,1.000,bicubic,+5.056,+1.522,-32
halonet50ts,86.500,13.500,97.152,2.848,22.73,256,0.940,bicubic,+4.848,+1.540,-46
ssl_resnext101_32x4d,86.477,13.524,97.470,2.530,44.18,224,0.875,bilinear,+5.553,+1.744,+6
gcresnet50t,86.474,13.526,97.141,2.859,25.90,256,0.900,bicubic,+5.540,+1.687,+4
ecaresnet50d,86.472,13.528,97.184,2.816,25.58,224,0.875,bicubic,+5.874,+1.866,+20
haloregnetz_b,86.462,13.538,96.943,3.057,11.68,224,0.940,bicubic,+5.418,+1.745,-7
gluon_resnet152_v1s,86.462,13.538,97.109,2.891,60.32,224,0.875,bicubic,+5.448,+1.695,-5
gluon_resnet152_v1s,86.462,13.538,97.109,2.891,60.32,224,0.875,bicubic,+5.448,+1.695,-4
haloregnetz_b,86.462,13.538,96.943,3.057,11.68,224,0.940,bicubic,+5.418,+1.745,-8
mobilevitv2_200,86.455,13.545,96.970,3.030,18.45,256,0.888,bicubic,+5.315,+1.602,-15
resnetv2_50x1_bitm,86.442,13.558,97.600,2.400,25.55,448,1.000,bilinear,+6.100,+1.914,+36
resnest50d_1s4x24d,86.440,13.560,97.152,2.848,25.68,224,0.875,bicubic,+5.456,+1.828,-7
repvgg_b3g4,86.368,13.632,97.054,2.946,83.83,224,0.875,bilinear,+6.152,+1.946,+47
darknetaa53,86.361,13.639,97.165,2.835,36.02,288,1.000,bilinear,+5.839,+1.839,+18
darknet53,86.359,13.641,97.113,2.887,41.61,288,1.000,bicubic,+5.821,+1.693,+15
lamhalobotnet50ts_256,86.357,13.643,97.062,2.938,22.57,256,0.950,bicubic,+4.805,+1.558,-51
legacy_senet154,86.340,13.660,96.925,3.075,115.09,224,0.875,bilinear,+5.032,+1.430,-33
lamhalobotnet50ts_256,86.357,13.643,97.062,2.938,22.57,256,0.950,bicubic,+4.805,+1.558,-52
legacy_senet154,86.340,13.660,96.925,3.075,115.09,224,0.875,bilinear,+5.032,+1.429,-33
cait_xxs36_224,86.338,13.662,97.111,2.889,17.30,224,1.000,bicubic,+6.590,+2.243,+67
resnext50_32x4d,86.329,13.671,96.964,3.036,25.03,224,0.950,bicubic,+5.233,+1.638,-20
pit_s_224,86.325,13.675,97.049,2.951,23.46,224,0.900,bicubic,+5.227,+1.717,-23
gernet_m,86.316,13.684,97.098,2.902,21.14,224,0.875,bilinear,+5.586,+1.912,0
mobilevitv2_175,86.316,13.684,96.990,3.010,14.25,256,0.888,bicubic,+5.454,+1.728,-6
vit_small_patch32_384,86.316,13.684,97.419,2.581,22.92,384,1.000,bicubic,+5.826,+1.819,+11
pit_s_224,86.325,13.675,97.049,2.951,23.46,224,0.900,bicubic,+5.227,+1.717,-22
vit_small_patch32_384,86.316,13.684,97.419,2.581,22.92,384,1.000,bicubic,+5.826,+1.819,+13
gernet_m,86.316,13.684,97.098,2.902,21.14,224,0.875,bilinear,+5.586,+1.912,-1
mobilevitv2_175,86.316,13.684,96.990,3.010,14.25,256,0.888,bicubic,+5.454,+1.728,-7
efficientnet_b2,86.310,13.690,96.987,3.013,9.11,288,1.000,bicubic,+5.694,+1.671,+1
gluon_senet154,86.278,13.722,96.945,3.055,115.09,224,0.875,bicubic,+5.048,+1.599,-37
resnest50d,86.240,13.761,97.071,2.929,27.48,224,0.875,bilinear,+5.266,+1.691,-20
@ -346,35 +350,35 @@ convmixer_768_32,86.225,13.775,97.034,2.966,21.11,224,0.960,bicubic,+6.061,+1.96
ecaresnet101d_pruned,86.210,13.790,97.338,2.662,24.88,224,0.875,bicubic,+5.400,+1.710,-10
efficientnet_el_pruned,86.195,13.805,97.022,2.978,10.59,300,0.904,bicubic,+5.897,+1.808,+24
cspdarknet53,86.184,13.816,97.013,2.987,27.64,256,0.887,bilinear,+6.128,+1.927,+40
inception_v4,86.167,13.833,96.915,3.085,42.68,299,0.875,bicubic,+5.999,+1.951,+32
inception_v4,86.167,13.833,96.915,3.085,42.68,299,0.875,bicubic,+5.999,+1.951,+31
rexnet_150,86.156,13.844,97.060,2.940,9.73,224,0.875,bicubic,+5.842,+1.894,+19
inception_resnet_v2,86.137,13.863,97.043,2.957,55.84,299,0.897,bicubic,+5.677,+1.737,+4
xcit_tiny_12_p8_224,86.114,13.886,97.086,2.914,6.71,224,1.000,bicubic,+6.419,+2.038,+54
xcit_tiny_12_p8_224,86.114,13.886,97.086,2.914,6.71,224,1.000,bicubic,+6.420,+2.038,+54
tf_efficientnet_el,86.086,13.914,96.964,3.036,10.59,300,0.904,bicubic,+5.832,+1.836,+21
ssl_resnext50_32x4d,86.084,13.916,97.212,2.788,25.03,224,0.875,bilinear,+5.758,+1.800,+13
mobilevitv2_150,86.073,13.927,96.853,3.147,10.59,256,0.888,bicubic,+5.705,+1.789,+7
cspresnext50,86.073,13.927,97.103,2.897,20.57,256,0.887,bilinear,+5.529,+1.779,-8
gluon_resnet101_v1s,86.054,13.946,97.024,2.976,44.67,224,0.875,bicubic,+5.756,+1.862,+15
ecaresnetlight,86.054,13.946,97.071,2.929,30.16,224,0.875,bicubic,+5.598,+1.825,-2
edgenext_small_rw,86.049,13.950,96.925,3.075,7.83,320,1.000,bicubic,+5.597,+1.736,-2
mobilevitv2_150,86.073,13.927,96.853,3.147,10.59,256,0.888,bicubic,+5.705,+1.789,+7
ecaresnetlight,86.054,13.946,97.071,2.929,30.16,224,0.875,bicubic,+5.598,+1.825,-1
gluon_resnet101_v1s,86.054,13.946,97.024,2.976,44.67,224,0.875,bicubic,+5.756,+1.862,+14
edgenext_small_rw,86.049,13.950,96.925,3.075,7.83,320,1.000,bicubic,+5.597,+1.735,-2
lambda_resnet50ts,86.039,13.961,96.746,3.254,21.54,256,0.950,bicubic,+4.887,+1.644,-48
poolformer_s24,86.037,13.963,97.030,2.970,21.39,224,0.900,bicubic,+5.721,+1.988,+7
gluon_seresnext101_32x4d,86.032,13.968,96.977,3.023,48.96,224,0.875,bicubic,+5.126,+1.681,-32
resnetv2_50,86.015,13.985,96.902,3.098,25.55,224,0.950,bicubic,+5.603,+1.830,-3
gcresnext50ts,86.009,13.991,96.966,3.034,15.67,256,0.900,bicubic,+5.431,+1.796,-18
seresnet33ts,86.009,13.991,97.011,2.989,19.78,256,0.900,bicubic,+5.655,+1.905,-1
seresnet33ts,86.009,13.991,97.011,2.989,19.78,256,0.900,bicubic,+5.655,+1.905,0
gcresnext50ts,86.009,13.991,96.966,3.034,15.67,256,0.900,bicubic,+5.431,+1.796,-19
resnet50d,86.002,13.998,96.987,3.013,25.58,224,0.875,bicubic,+5.474,+1.819,-17
ecaresnet26t,85.985,14.015,97.037,2.963,16.01,320,0.950,bicubic,+6.133,+1.953,+31
tf_efficientnet_b2_ap,85.973,14.027,96.808,3.192,9.11,260,0.890,bicubic,+5.671,+1.780,+2
vit_base_patch32_224,85.958,14.042,97.130,2.869,88.22,224,0.900,bicubic,+5.234,+1.564,-29
gluon_seresnext101_64x4d,85.958,14.042,96.981,3.019,88.23,224,0.875,bicubic,+5.078,+1.685,-38
fbnetv3_d,85.924,14.076,97.028,2.972,10.31,256,0.950,bilinear,+6.243,+2.088,+38
vit_large_patch32_384,85.911,14.089,97.368,2.632,306.63,384,1.000,bicubic,+4.403,+1.278,-84
fbnetv3_d,85.924,14.076,97.028,2.972,10.31,256,0.950,bilinear,+6.244,+2.088,+38
vit_large_patch32_384,85.911,14.089,97.368,2.632,306.63,384,1.000,bicubic,+4.403,+1.278,-85
tf_efficientnet_b2,85.909,14.091,96.862,3.139,9.11,260,0.890,bicubic,+5.821,+1.954,+11
gluon_resnet152_v1d,85.906,14.094,96.806,3.194,60.21,224,0.875,bicubic,+5.430,+1.606,-20
tf_efficientnetv2_b2,85.902,14.098,96.885,3.115,10.10,260,0.890,bicubic,+5.694,+1.841,+4
resnet50_gn,85.881,14.119,96.849,3.151,25.56,224,0.940,bicubic,+5.821,+1.901,+11
vit_base_patch16_224_sam,85.879,14.121,96.695,3.305,86.57,224,0.900,bicubic,+5.635,+1.675,-1
vit_base_patch16_224_sam,85.879,14.121,96.695,3.305,86.57,224,0.900,bicubic,+5.635,+1.941,-1
seresnet50,85.853,14.147,97.007,2.993,28.09,224,0.875,bicubic,+5.587,+1.937,-5
gluon_resnet101_v1d,85.851,14.149,96.663,3.337,44.57,224,0.875,bicubic,+5.433,+1.649,-20
repvgg_b2g4,85.847,14.153,96.812,3.188,61.76,224,0.875,bilinear,+6.481,+2.124,+44
@ -383,35 +387,35 @@ mixnet_xl,85.798,14.202,96.710,3.290,11.90,224,0.875,bicubic,+5.320,+1.776,-29
ens_adv_inception_resnet_v2,85.768,14.232,96.761,3.239,55.84,299,0.897,bicubic,+5.794,+1.819,+7
tf_efficientnet_lite3,85.761,14.239,96.889,3.111,8.20,300,0.904,bilinear,+5.943,+1.975,+17
legacy_seresnext101_32x4d,85.744,14.256,96.755,3.245,48.96,224,0.875,bilinear,+5.522,+1.741,-8
gluon_resnext101_32x4d,85.742,14.258,96.635,3.365,44.18,224,0.875,bicubic,+5.402,+1.709,-21
ese_vovnet39b,85.742,14.258,96.894,3.107,24.57,224,0.875,bicubic,+6.430,+2.180,+42
gluon_resnext101_32x4d,85.742,14.258,96.635,3.365,44.18,224,0.875,bicubic,+5.402,+1.709,-21
eca_resnet33ts,85.740,14.260,96.902,3.098,19.68,256,0.900,bicubic,+5.660,+1.930,-3
xcit_tiny_24_p16_224,85.736,14.264,96.938,3.062,12.12,224,1.000,bicubic,+6.292,+2.050,+32
cspresnet50,85.727,14.273,96.799,3.200,21.62,256,0.887,bilinear,+6.145,+2.091,+24
resnet50,85.719,14.281,96.492,3.508,25.56,224,0.950,bicubic,+5.345,+1.878,-29
regnety_320,85.719,14.281,96.723,3.277,145.05,224,0.875,bicubic,+4.915,+1.479,-55
resmlp_big_24_224,85.693,14.307,96.424,3.576,129.14,224,0.875,bicubic,+4.663,+1.404,-73
gluon_resnext101_64x4d,85.693,14.307,96.644,3.356,83.46,224,0.875,bicubic,+5.089,+1.652,-50
regnety_320,85.719,14.281,96.723,3.277,145.05,224,0.875,bicubic,+4.915,+1.479,-54
resnet50,85.719,14.281,96.492,3.508,25.56,224,0.950,bicubic,+5.345,+1.878,-30
gluon_resnext101_64x4d,85.693,14.307,96.644,3.356,83.46,224,0.875,bicubic,+5.089,+1.652,-49
resmlp_big_24_224,85.693,14.307,96.424,3.576,129.14,224,0.875,bicubic,+4.663,+1.404,-74
xception71,85.691,14.309,96.774,3.226,42.34,299,0.903,bicubic,+5.821,+1.850,0
efficientnet_em,85.686,14.313,96.936,3.064,6.90,240,0.882,bicubic,+6.434,+2.144,+41
deit_small_patch16_224,85.678,14.322,96.904,3.096,22.05,224,0.900,bicubic,+5.814,+1.856,-1
pit_xs_distilled_224,85.659,14.341,96.665,3.335,11.00,224,0.900,bicubic,+6.351,+2.299,+31
dpn107,85.650,14.350,96.725,3.275,86.92,224,0.875,bicubic,+5.482,+1.819,-19
dpn107,85.650,14.350,96.725,3.275,86.92,224,0.875,bicubic,+5.482,+1.819,-18
efficientnet_b2_pruned,85.640,14.360,96.746,3.254,8.31,260,0.890,bicubic,+5.722,+1.896,-9
resmlp_36_224,85.625,14.375,96.795,3.205,44.69,224,0.875,bicubic,+5.855,+1.909,+1
mobilevitv2_125,85.584,14.416,96.665,3.335,7.48,256,0.888,bicubic,+5.902,+1.929,+5
mobilevitv2_125,85.584,14.416,96.665,3.335,7.48,256,0.888,bicubic,+5.902,+1.817,+5
gluon_resnet152_v1c,85.582,14.418,96.646,3.354,60.21,224,0.875,bicubic,+5.670,+1.804,-11
levit_192,85.578,14.422,96.744,3.256,10.95,224,0.900,bicubic,+5.742,+1.954,-5
ecaresnet50d_pruned,85.576,14.425,96.932,3.068,19.94,224,0.875,bicubic,+5.858,+2.056,0
resnext50d_32x4d,85.571,14.429,96.748,3.252,25.05,224,0.875,bicubic,+5.895,+1.882,+4
tf_efficientnetv2_b1,85.561,14.439,96.727,3.273,8.14,240,0.882,bicubic,+6.095,+2.005,+13
regnety_120,85.543,14.457,96.785,3.215,51.82,224,0.875,bicubic,+5.167,+1.663,-47
regnetx_320,85.522,14.478,96.669,3.331,107.81,224,0.875,bicubic,+5.278,+1.915,-34
nf_regnet_b1,85.514,14.486,96.795,3.205,10.22,288,0.900,bicubic,+6.214,+2.041,+22
fbnetv3_b,85.514,14.486,96.862,3.139,8.60,256,0.950,bilinear,+6.372,+2.112,+32
regnetx_320,85.522,14.478,96.669,3.331,107.81,224,0.875,bicubic,+5.278,+1.649,-34
fbnetv3_b,85.514,14.486,96.862,3.139,8.60,256,0.950,bilinear,+6.372,+2.112,+33
nf_regnet_b1,85.514,14.486,96.795,3.205,10.22,288,0.900,bicubic,+6.214,+2.041,+20
dpn92,85.501,14.499,96.631,3.369,37.67,224,0.875,bicubic,+5.481,+1.801,-23
rexnet_130,85.475,14.525,96.686,3.314,7.56,224,0.875,bicubic,+5.973,+2.004,+3
gluon_resnet152_v1b,85.465,14.536,96.556,3.444,60.19,224,0.875,bicubic,+5.782,+1.708,-6
gluon_resnet152_v1b,85.465,14.536,96.556,3.444,60.19,224,0.875,bicubic,+5.783,+1.820,-6
resnetrs50,85.462,14.538,96.738,3.262,35.69,224,0.910,bicubic,+5.576,+1.768,-21
dpn131,85.400,14.600,96.631,3.369,79.25,224,0.875,bicubic,+5.574,+1.923,-16
regnetx_160,85.390,14.610,96.637,3.363,54.28,224,0.875,bicubic,+5.536,+1.807,-20
@ -421,21 +425,21 @@ gluon_seresnext50_32x4d,85.334,14.666,96.671,3.329,27.56,224,0.875,bicubic,+5.42
botnet26t_256,85.332,14.668,96.631,3.369,12.49,256,0.950,bicubic,+6.074,+2.103,+15
skresnext50_32x4d,85.317,14.683,96.394,3.606,27.48,224,0.875,bicubic,+5.163,+1.748,-39
gluon_resnet101_v1c,85.311,14.689,96.407,3.593,44.57,224,0.875,bicubic,+5.775,+1.829,-8
dpn98,85.304,14.696,96.466,3.534,61.57,224,0.875,bicubic,+5.660,+1.867,-13
dpn98,85.304,14.696,96.466,3.534,61.57,224,0.875,bicubic,+5.660,+1.866,-13
lambda_resnet26t,85.302,14.698,96.727,3.273,10.96,256,0.940,bicubic,+6.204,+2.137,+20
dpn68b,85.291,14.709,96.464,3.536,12.61,224,0.875,bicubic,+6.076,+2.050,+13
resnetblur50,85.291,14.709,96.520,3.480,25.56,224,0.875,bicubic,+5.998,+1.886,+6
resnetblur50,85.291,14.709,96.520,3.480,25.56,224,0.875,bicubic,+5.997,+1.886,+7
dpn68b,85.291,14.709,96.464,3.536,12.61,224,0.875,bicubic,+6.075,+2.050,+12
resmlp_24_224,85.264,14.736,96.496,3.504,30.02,224,0.875,bicubic,+5.886,+1.950,-5
coat_lite_mini,85.255,14.745,96.680,3.320,11.01,224,0.900,bicubic,+6.167,+2.072,+17
resnet33ts,85.225,14.775,96.627,3.373,19.68,256,0.900,bicubic,+6.017,+2.053,+10
cait_xxs24_224,85.225,14.775,96.716,3.284,11.96,224,1.000,bicubic,+6.839,+2.408,+49
cait_xxs24_224,85.225,14.775,96.716,3.284,11.96,224,1.000,bicubic,+6.839,+2.408,+50
resnet33ts,85.225,14.775,96.627,3.373,19.68,256,0.900,bicubic,+6.017,+2.053,+9
xcit_tiny_12_p16_224_dist,85.215,14.785,96.599,3.401,6.72,224,1.000,bicubic,+6.637,+2.401,+35
halonet26t,85.202,14.798,96.464,3.536,12.48,256,0.950,bicubic,+6.090,+2.150,+11
resnext101_32x8d,85.195,14.805,96.451,3.549,88.79,224,0.875,bilinear,+5.879,+1.933,-8
gluon_inception_v3,85.180,14.819,96.526,3.474,23.83,299,0.875,bicubic,+6.374,+2.156,+24
resnet32ts,85.168,14.832,96.622,3.378,17.96,256,0.900,bicubic,+6.154,+2.266,+15
gluon_xception65,85.155,14.845,96.597,3.403,39.92,299,0.903,bicubic,+5.433,+1.737,-33
hrnet_w48,85.148,14.851,96.492,3.508,77.47,224,0.875,bilinear,+5.849,+1.978,-7
hrnet_w48,85.148,14.851,96.492,3.508,77.47,224,0.875,bilinear,+5.848,+1.978,-6
gluon_resnet101_v1b,85.142,14.858,96.368,3.632,44.55,224,0.875,bicubic,+5.838,+1.848,-9
eca_halonext26ts,85.127,14.873,96.586,3.414,10.76,256,0.940,bicubic,+5.639,+1.982,-23
regnetx_120,85.127,14.873,96.473,3.527,46.11,224,0.875,bicubic,+5.535,+1.739,-28
@ -443,8 +447,8 @@ eca_botnext26ts_256,85.125,14.875,96.507,3.493,10.59,256,0.950,bicubic,+5.849,+1
tf_efficientnet_b1_ap,85.125,14.875,96.407,3.593,7.79,240,0.882,bicubic,+5.851,+2.099,-8
xception,85.123,14.877,96.471,3.529,22.86,299,0.897,bicubic,+6.079,+2.077,+6
hrnet_w64,85.114,14.886,96.746,3.254,128.06,224,0.875,bilinear,+5.644,+2.092,-26
res2net101_26w_4s,85.095,14.905,96.383,3.617,45.21,224,0.875,bilinear,+5.899,+1.947,-4
lambda_resnet26rpt_256,85.095,14.905,96.560,3.440,10.99,256,0.940,bicubic,+6.131,+2.134,+6
lambda_resnet26rpt_256,85.095,14.905,96.560,3.440,10.99,256,0.940,bicubic,+6.131,+2.134,+7
res2net101_26w_4s,85.095,14.905,96.383,3.617,45.21,224,0.875,bilinear,+5.899,+1.947,-5
ssl_resnet50,85.091,14.909,96.862,3.139,25.56,224,0.875,bilinear,+5.867,+2.032,-10
tf_efficientnet_cc_b1_8e,85.065,14.935,96.422,3.578,39.72,240,0.882,bicubic,+5.751,+2.052,-22
xcit_nano_12_p8_384_dist,85.025,14.975,96.631,3.369,3.05,384,1.000,bicubic,+7.209,+2.585,+62
@ -486,19 +490,19 @@ efficientnet_b1,84.604,15.396,96.336,3.664,7.79,256,1.000,bicubic,+5.816,+1.990,
vit_relpos_base_patch32_plus_rpn_256,84.593,15.407,96.010,3.990,119.42,256,0.900,bicubic,+5.107,+1.870,-68
efficientnet_es,84.581,15.419,96.317,3.683,5.44,224,0.875,bicubic,+6.523,+2.373,+10
hrnet_w30,84.576,15.424,96.383,3.617,37.71,224,0.875,bilinear,+6.378,+2.159,+2
tf_mixnet_l,84.564,15.437,96.242,3.758,7.33,224,0.875,bicubic,+5.785,+2.244,-27
tf_mixnet_l,84.564,15.437,96.242,3.758,7.33,224,0.875,bicubic,+5.786,+2.244,-27
wide_resnet101_2,84.549,15.451,96.353,3.647,126.89,224,0.875,bilinear,+5.697,+2.065,-33
dla60x,84.521,15.479,96.289,3.711,17.35,224,0.875,bilinear,+6.293,+2.265,-2
legacy_seresnet101,84.506,15.494,96.330,3.670,49.33,224,0.875,bilinear,+6.126,+2.068,-11
cs3darknet_focus_m,84.482,15.518,96.422,3.578,9.30,288,0.950,bicubic,+7.200,+2.450,+42
resnet26t,84.467,15.533,96.217,3.783,16.01,256,0.940,bicubic,+6.603,+2.375,+13
coat_lite_tiny,84.459,15.541,96.370,3.630,5.72,224,0.900,bicubic,+6.943,+2.456,+30
tf_efficientnet_em,84.448,15.552,96.183,3.817,6.90,240,0.882,bicubic,+6.322,+2.136,-2
tf_efficientnet_em,84.448,15.552,96.183,3.817,6.90,240,0.882,bicubic,+6.322,+2.137,-2
repvgg_b1,84.416,15.584,96.215,3.785,57.42,224,0.875,bilinear,+6.048,+2.121,-15
efficientnet_b1_pruned,84.397,15.603,96.140,3.860,6.33,240,0.882,bicubic,+6.153,+2.306,-10
res2net50_26w_4s,84.363,15.637,96.080,3.920,25.70,224,0.875,bilinear,+6.401,+2.228,+4
hardcorenas_f,84.329,15.671,96.025,3.975,8.20,224,0.875,bilinear,+6.227,+2.222,-5
res2net50_14w_8s,84.305,15.695,96.072,3.929,25.06,224,0.875,bilinear,+6.161,+2.219,-8
hardcorenas_f,84.329,15.671,96.025,3.975,8.20,224,0.875,bilinear,+6.227,+2.223,-5
res2net50_14w_8s,84.305,15.695,96.072,3.929,25.06,224,0.875,bilinear,+6.161,+2.220,-8
selecsls60,84.297,15.703,96.101,3.899,30.67,224,0.875,bicubic,+6.313,+2.269,-1
mobilevit_s,84.269,15.731,96.266,3.734,5.58,256,0.900,bicubic,+5.959,+2.114,-18
regnetx_032,84.243,15.757,96.251,3.749,15.30,224,0.875,bicubic,+6.059,+2.163,-12
@ -517,10 +521,10 @@ poolformer_s12,84.036,15.964,96.163,3.837,11.92,224,0.900,bicubic,+6.798,+2.657,
efficientnet_b0,84.032,15.968,95.958,4.042,5.29,224,0.875,bicubic,+6.332,+2.426,-2
crossvit_9_dagger_240,84.015,15.985,96.084,3.916,8.78,240,0.875,bicubic,+7.037,+2.470,+27
tf_efficientnet_cc_b0_8e,83.970,16.030,96.074,3.926,24.01,224,0.875,bicubic,+6.070,+2.416,-13
gmixer_24_224,83.966,16.034,95.854,4.146,24.72,224,0.875,bicubic,+5.930,+2.184,-23
hardcorenas_e,83.966,16.034,95.903,4.097,8.07,224,0.875,bilinear,+6.180,+2.199,-6
tv_resnext50_32x4d,83.957,16.043,95.967,4.033,25.03,224,0.875,bilinear,+6.339,+2.267,-3
regnety_016,83.957,16.043,96.005,3.995,11.20,224,0.875,bicubic,+6.101,+2.285,-13
gmixer_24_224,83.966,16.034,95.854,4.146,24.72,224,0.875,bicubic,+5.930,+2.184,-23
regnety_016,83.957,16.043,96.005,3.995,11.20,224,0.875,bicubic,+6.101,+2.285,-12
tv_resnext50_32x4d,83.957,16.043,95.967,4.033,25.03,224,0.875,bilinear,+6.339,+2.267,-4
gluon_resnet50_v1b,83.936,16.064,96.014,3.986,25.56,224,0.875,bicubic,+6.352,+2.294,-2
densenet161,83.906,16.094,96.014,3.986,28.68,224,0.875,bicubic,+6.552,+2.378,+6
adv_inception_v3,83.897,16.103,95.933,4.067,23.83,299,0.875,bicubic,+6.319,+2.195,-3
@ -535,7 +539,7 @@ xcit_nano_12_p8_224_dist,83.731,16.269,95.958,4.042,3.05,224,1.000,bicubic,+7.40
dla60,83.720,16.280,95.926,4.074,22.04,224,0.875,bilinear,+6.698,+2.606,+9
eca_resnext26ts,83.705,16.295,95.948,4.052,10.30,256,0.900,bicubic,+6.247,+2.380,-9
repvgg_b1g4,83.697,16.303,96.025,3.975,39.97,224,0.875,bilinear,+6.109,+2.195,-16
convmixer_1024_20_ks9_p14,83.686,16.314,95.894,4.106,24.38,224,0.960,bicubic,+6.744,+2.536,+9
convmixer_1024_20_ks9_p14,83.686,16.314,95.894,4.106,24.38,224,0.960,bicubic,+6.744,+2.536,+10
legacy_seresnet50,83.665,16.335,95.978,4.022,28.09,224,0.875,bilinear,+6.033,+2.228,-22
tf_efficientnet_b0_ap,83.652,16.348,95.781,4.219,5.29,224,0.875,bicubic,+6.564,+2.523,+2
tf_efficientnet_cc_b0_4e,83.639,16.361,95.743,4.257,13.31,224,0.875,bicubic,+6.329,+2.403,-9
@ -553,13 +557,13 @@ resnext26ts,83.464,16.536,95.726,4.274,10.30,256,0.900,bicubic,+6.684,+2.594,+1
selecsls42b,83.460,16.540,95.743,4.257,32.46,224,0.875,bicubic,+6.282,+2.351,-15
hardcorenas_c,83.336,16.664,95.713,4.287,5.52,224,0.875,bilinear,+6.284,+2.553,-11
tf_efficientnet_lite1,83.332,16.668,95.640,4.360,5.42,240,0.882,bicubic,+6.694,+2.416,+2
regnetx_016,83.193,16.807,95.743,4.257,9.19,224,0.875,bicubic,+6.251,+2.319,-8
regnetx_016,83.193,16.807,95.743,4.257,9.19,224,0.875,bicubic,+6.251,+2.319,-9
dpn68,83.184,16.816,95.600,4.400,12.61,224,0.875,bicubic,+6.874,+2.622,+10
mobilenetv2_140,83.180,16.820,95.687,4.313,6.11,224,0.875,bicubic,+6.668,+2.689,+5
tf_efficientnet_es,83.176,16.824,95.585,4.415,5.44,224,0.875,bicubic,+6.578,+2.381,0
tf_mixnet_m,83.176,16.824,95.459,4.541,5.01,224,0.875,bicubic,+6.230,+2.307,-14
xcit_nano_12_p16_384_dist,83.174,16.826,95.751,4.249,3.05,384,1.000,bicubic,+7.718,+3.061,+22
ese_vovnet19b_dw,83.109,16.890,95.775,4.225,6.54,224,0.875,bicubic,+6.316,+2.509,-10
ese_vovnet19b_dw,83.109,16.890,95.775,4.225,6.54,224,0.875,bicubic,+6.315,+2.509,-10
levit_128s,83.058,16.942,95.531,4.469,7.78,224,0.900,bicubic,+6.544,+2.661,-1
resnet26d,83.056,16.944,95.610,4.390,16.01,224,0.875,bicubic,+6.354,+2.458,-9
repvgg_a2,83.001,16.999,95.593,4.407,28.21,224,0.875,bilinear,+6.541,+2.583,-1
@ -599,7 +603,7 @@ dla34,81.660,18.340,94.876,5.124,15.74,224,0.875,bilinear,+7.036,+2.804,+3
xcit_nano_12_p8_224,81.645,18.355,95.267,4.733,3.05,224,1.000,bicubic,+7.729,+3.099,+11
crossvit_9_240,81.613,18.387,94.974,5.026,8.55,240,0.875,bicubic,+7.653,+3.010,+9
mobilevit_xs,81.574,18.426,95.030,4.970,2.32,256,0.900,bicubic,+6.940,+2.684,-1
fbnetc_100,81.559,18.441,94.959,5.041,5.57,224,0.875,bilinear,+6.444,+2.573,-14
fbnetc_100,81.559,18.441,94.959,5.041,5.57,224,0.875,bilinear,+6.443,+2.573,-14
legacy_seresnet34,81.538,18.462,94.897,5.103,21.96,224,0.875,bilinear,+6.728,+2.771,-6
gluon_resnet34_v1b,81.498,18.503,94.808,5.192,21.80,224,0.875,bicubic,+6.906,+2.820,-2
regnetx_008,81.481,18.520,95.064,4.936,7.26,224,0.875,bicubic,+6.447,+2.724,-13
@ -634,7 +638,7 @@ vgg16,79.034,20.966,93.646,6.354,138.36,224,0.875,bilinear,+7.444,+3.264,+4
vgg13_bn,79.006,20.994,93.661,6.339,133.05,224,0.875,bilinear,+7.408,+3.285,+2
vit_tiny_r_s16_p8_224,78.993,21.007,93.898,6.102,6.34,224,0.900,bicubic,+7.199,+3.080,-1
lcnet_100,78.912,21.088,93.561,6.439,2.95,224,0.875,bicubic,+6.802,+3.183,-4
edgenext_xx_small,78.698,21.302,93.503,6.497,1.33,256,0.900,bicubic,+7.593,+3.471,+2
edgenext_xx_small,78.698,21.302,93.503,6.497,1.33,256,0.900,bicubic,+7.592,+3.471,+2
tinynet_c,78.436,21.564,93.140,6.860,2.46,184,0.875,bicubic,+7.208,+3.392,0
gluon_resnet18_v1b,78.376,21.624,93.136,6.864,11.69,224,0.875,bicubic,+7.538,+3.374,+1
mobilevitv2_050,78.124,21.876,93.573,6.426,1.37,256,0.888,bicubic,+7.984,+3.643,+3
@ -643,7 +647,7 @@ xcit_nano_12_p16_224,77.900,22.100,93.430,6.570,3.05,224,1.000,bicubic,+7.946,+3
regnety_002,77.411,22.589,92.912,7.088,3.16,224,0.875,bicubic,+7.155,+3.378,-1
mixer_l16_224,77.287,22.713,90.574,9.426,208.20,224,0.875,bicubic,+5.221,+2.908,-11
resnet18,77.279,22.721,92.760,7.240,11.69,224,0.875,bilinear,+7.531,+3.676,+1
vgg13,77.227,22.773,92.689,7.311,133.05,224,0.875,bilinear,+7.301,+3.444,-1
vgg13,77.227,22.773,92.689,7.311,133.05,224,0.875,bilinear,+7.301,+3.443,-1
mobilevit_xxs,76.602,23.398,92.694,7.306,1.27,256,0.900,bicubic,+7.682,+3.748,+1
vgg11,76.393,23.607,92.154,7.846,132.86,224,0.875,bilinear,+7.365,+3.526,-1
resnet10t,76.222,23.778,92.224,7.776,5.44,224,0.950,bilinear,+7.914,+4.144,+2

1 model top1 top1_err top5 top5_err param_count img_size crop_pct interpolation top1_diff top5_diff rank_diff
2 beit_large_patch16_512 90.691 9.309 98.751 1.249 305.67 512 1.000 bicubic +2.089 +0.095 0
3 volo_d5_512 beit_large_patch16_384 90.610 9.390 98.698 98.764 1.302 1.236 296.09 305.00 512 384 1.150 1.000 bicubic +3.570 +2.204 +0.730 +0.158 +12 0
4 beit_large_patch16_384 volo_d5_512 90.610 9.390 98.764 98.698 1.236 1.302 305.00 296.09 384 512 1.000 1.150 bicubic +2.204 +3.570 +0.158 +0.730 -1 +11
5 volo_d5_448 90.584 9.416 98.685 1.315 295.91 448 1.150 bicubic +3.630 +0.745 +13
6 tf_efficientnet_l2_ns 90.563 9.437 98.779 1.221 480.31 800 0.960 bicubic +2.213 +0.129 -2
7 tf_efficientnet_l2_ns_475 90.540 9.460 98.710 1.290 480.31 475 0.936 bicubic +2.308 +0.164 -2
16 cait_m48_448 90.189 9.811 98.484 1.516 356.46 448 1.000 bicubic +3.701 +0.734 +11
17 volo_d3_448 90.168 9.832 98.550 1.450 86.63 448 1.000 bicubic +3.672 +0.840 +9
18 swinv2_large_window12to24_192to384_22kft1k 90.157 9.843 98.604 1.396 196.74 384 1.000 bicubic +2.701 +0.352 -9
19 beit_large_patch16_224 convnext_base_384_in22ft1k 90.151 9.849 98.723 98.728 1.277 1.272 304.43 88.59 224 384 0.900 1.000 bicubic +2.675 +3.609 +0.419 +0.538 -11 +6
20 convnext_base_384_in22ft1k beit_large_patch16_224 90.151 9.849 98.728 98.723 1.272 1.277 88.59 304.43 384 224 1.000 0.900 bicubic +3.609 +2.675 +0.538 +0.419 +5 -12
21 tf_efficientnet_b7_ns 90.093 9.907 98.614 1.386 66.35 600 0.949 bicubic +3.261 +0.518 -1
22 cait_m36_384 90.049 9.951 98.493 1.507 271.22 384 1.000 bicubic +3.995 +0.763 +16
23 dm_nfnet_f6 90.044 9.956 98.546 1.454 438.36 576 0.956 bicubic +3.902 +0.816 +12
27 swin_base_patch4_window12_384 89.995 10.005 98.695 1.304 87.90 384 1.000 bicubic +3.563 +0.639 +2
28 vit_base_patch16_384 89.987 10.014 98.680 1.319 86.86 384 1.000 bicubic +3.981 +0.676 +12
29 convnext_xlarge_in22ft1k 89.933 10.067 98.570 1.431 350.20 224 0.875 bicubic +2.931 +0.358 -13
30 swinv2_large_window12to16_192to256_22kft1k 89.922 10.078 98.510 1.490 196.74 256 0.900 bicubic +2.977 +2.976 +0.400 -11
31 xcit_large_24_p8_384_dist 89.886 10.114 98.384 1.616 188.93 384 1.000 bicubic +3.888 +0.700 +10
32 deit3_base_patch16_384_in21ft1k 89.884 10.116 98.602 1.399 86.88 384 1.000 bicubic +3.142 +0.490 -9
33 volo_d5_224 89.882 10.118 98.493 1.507 295.46 224 0.960 bicubic +3.812 +0.915 +4
34 swinv2_base_window12to16_192to256_22kft1k 89.873 10.127 98.657 1.343 87.92 256 0.900 bicubic +3.603 +0.761 -1 -1g
35 cait_s36_384 89.844 10.156 98.424 1.576 68.37 384 1.000 bicubic +4.384 +0.946 +22
36 volo_d4_224 89.814 10.186 98.424 1.576 192.96 224 0.960 bicubic +3.938 +0.956 +6
37 xcit_medium_24_p8_384_dist convnext_large_in22ft1k 89.811 10.188 98.362 98.493 1.638 1.507 84.32 197.77 384 224 1.000 0.875 bicubic +3.995 +3.175 +0.770 +0.465 +9 -13
38 convnext_large_in22ft1k xcit_medium_24_p8_384_dist 89.811 10.188 98.493 98.362 1.507 1.638 197.77 84.32 224 384 0.875 1.000 bicubic +3.175 +3.995 +0.465 +0.770 -14 +7
39 convnext_small_384_in22ft1k 89.803 10.197 98.655 1.345 50.22 384 1.000 bicubic +4.079 +0.791 +11
40 swin_large_patch4_window7_224 89.794 10.206 98.642 1.358 196.53 224 0.900 bicubic +3.474 +0.750 -9
41 vit_large_r50_s32_384 89.792 10.208 98.516 1.484 329.09 384 1.000 bicubic +3.612 +0.596 -7
volo_d2_384 89.784 10.216 98.401 1.599 58.87 384 1.000 bicubic +3.748 +0.827 -4
42 tf_efficientnet_b6_ns 89.784 10.216 98.512 1.488 43.04 528 0.942 bicubic +3.334 +0.626 -14
43 volo_d2_384 89.784 10.216 98.401 1.599 58.87 384 1.000 bicubic +3.748 +0.827 -4
44 tf_efficientnetv2_m_in21ft1k 89.779 10.221 98.501 1.499 54.14 480 1.000 bicubic +4.193 +0.755 +9
45 xcit_small_24_p8_384_dist 89.739 10.261 98.422 1.578 47.63 384 1.000 bicubic +4.185 +0.850 +9
46 volo_d1_384 89.698 10.302 98.294 1.706 26.78 384 1.000 bicubic +4.448 +1.080 +20
50 convnext_base_in22ft1k 89.628 10.372 98.537 1.462 88.59 224 0.875 bicubic +3.804 +0.671 -6
51 tf_efficientnetv2_xl_in21ft1k 89.589 10.411 98.174 1.825 208.12 512 1.000 bicubic +3.169 +0.306 -21
52 tf_efficientnet_b8_ap 89.581 10.419 98.303 1.697 87.41 672 0.954 bicubic +4.209 +1.009 +11
dm_nfnet_f4 89.557 10.443 98.303 1.697 316.07 512 0.951 bicubic +3.843 +0.783 -2
53 volo_d3_224 89.557 10.443 98.375 1.625 86.33 224 0.960 bicubic +4.145 +1.095 +8
54 dm_nfnet_f4 89.557 10.443 98.303 1.697 316.07 512 0.951 bicubic +3.843 +0.783 -2
55 xcit_large_24_p8_224_dist 89.517 10.483 98.224 1.776 188.93 224 1.000 bicubic +4.119 +0.814 +7
56 xcit_small_12_p8_384_dist 89.515 10.485 98.303 1.697 26.21 384 1.000 bicubic +4.435 +1.023 +18
57 cait_s24_384 89.506 10.494 98.367 1.633 47.06 384 1.000 bicubic +4.456 +1.019 +21
58 dm_nfnet_f3 89.485 10.515 98.399 1.601 254.92 416 0.940 bicubic +3.963 +0.937 -3
59 xcit_medium_24_p16_384_dist 89.474 10.526 98.296 1.704 84.40 384 1.000 bicubic +4.052 +0.890 +1 0
60 dm_nfnet_f5 89.463 10.537 98.324 1.676 377.21 544 0.954 bicubic +3.647 +0.838 -15 -14
61 deit3_base_patch16_224_in21ft1k 89.451 10.549 98.557 1.443 86.59 224 1.000 bicubic +3.735 +0.813 -10
62 deit_base_distilled_patch16_384 89.429 10.571 98.439 1.561 87.63 384 1.000 bicubic +4.007 +1.107 -3 -2
63 tf_efficientnet_b7_ap 89.429 10.571 98.345 1.655 66.35 600 0.949 bicubic +4.309 +1.093 +8
64 vit_base_patch8_224 89.427 10.573 98.486 1.514 86.58 224 0.900 bicubic +3.637 +0.694 -16
65 beit_base_patch16_224 89.410 10.590 98.525 1.475 86.53 224 0.900 bicubic +4.182 +0.869 +2
72 vit_large_patch16_224 89.314 10.686 98.394 1.606 304.33 224 0.900 bicubic +3.470 +0.572 -29
73 tf_efficientnet_b4_ns 89.303 10.697 98.347 1.653 19.34 380 0.922 bicubic +4.143 +0.877 -3
74 xcit_small_24_p16_384_dist 89.295 10.705 98.328 1.672 47.67 384 1.000 bicubic +4.207 +1.020 -1
75 xcit_medium_24_p8_224_dist 89.290 10.710 98.192 1.808 84.32 224 1.000 bicubic +4.221 +4.220 +0.912 +1
76 tf_efficientnetv2_m 89.286 10.714 98.236 1.764 54.14 480 1.000 bicubic +4.250 +0.958 +3
77 deit3_huge_patch14_224 89.212 10.789 98.166 1.834 632.13 224 0.900 bicubic +4.005 +4.006 +0.808 -9
78 xcit_small_24_p8_224_dist 89.201 10.799 98.245 1.755 47.63 224 1.000 bicubic +4.325 +1.057 +9
79 xcit_small_12_p16_384_dist 89.194 10.806 98.219 1.781 26.25 384 1.000 bicubic +4.486 +1.103 +14
80 swin_base_patch4_window7_224 89.147 10.852 98.424 1.576 87.77 224 0.900 bicubic +3.897 +0.862 -15
84 ig_resnext101_32x48d 89.115 10.885 98.132 1.868 828.41 224 0.875 bilinear +3.679 +0.556 -26
85 ig_resnext101_32x32d 89.109 10.891 98.183 1.817 468.53 224 0.875 bilinear +4.009 +0.749 -13
86 tf_efficientnet_b7 89.083 10.917 98.185 1.815 66.35 600 0.949 bicubic +4.149 +0.979 -2
87 ecaresnet269d 89.069 10.931 98.232 1.768 102.09 352 1.000 bicubic +4.094 +4.095 +1.006 -4
88 xcit_large_24_p16_224_dist 89.041 10.959 98.061 1.939 189.10 224 1.000 bicubic +4.121 +0.929 -3
89 dm_nfnet_f2 resmlp_big_24_224_in22ft1k 89.011 10.989 98.189 98.215 1.810 1.785 193.78 129.14 352 224 0.920 0.875 bicubic +3.945 +4.613 +0.947 +1.097 -12 +18
90 resmlp_big_24_224_in22ft1k dm_nfnet_f2 89.011 10.989 98.215 98.189 1.785 1.810 129.14 193.78 224 352 0.875 0.920 bicubic +4.613 +3.945 +1.097 +0.947 +17 -13
91 xcit_small_12_p8_224_dist 89.002 10.998 98.078 1.922 26.21 224 1.000 bicubic +4.772 +1.204 +28
92 efficientnetv2_rw_m 88.990 11.011 98.213 1.787 53.24 416 1.000 bicubic +4.178 +1.067 -3
93 regnetz_040h 88.953 11.047 98.202 1.798 28.94 320 1.000 bicubic +4.457 +1.196 +9
95 deit3_base_patch16_384 88.928 11.072 98.046 1.954 86.88 384 1.000 bicubic +3.852 +0.792 -20
96 dm_nfnet_f1 88.925 11.075 98.115 1.885 132.63 320 0.910 bicubic +4.301 +1.017 -1
97 volo_d1_224 88.906 11.094 98.031 1.968 26.63 224 0.960 bicubic +4.742 +1.257 +27
98 tf_efficientnetv2_s_in21ft1k 88.904 11.096 98.279 1.721 21.46 384 1.000 bicubic +4.608 +1.025 +14 +13
99 vit_base_patch16_224 88.864 11.136 98.230 1.770 86.57 224 0.900 bicubic +4.334 +0.934 0
100 regnetz_d8 88.855 11.145 98.189 1.810 23.37 320 1.000 bicubic +4.803 +1.194 +1.193 +29
101 resnetrs420 88.842 11.158 98.034 1.966 191.89 416 1.000 bicubic +3.834 +0.910 -20
102 regnetz_d8_evos 88.838 11.162 98.132 1.868 23.46 320 0.950 bicubic +4.788 +1.136 +28
103 resnetrs270 88.834 11.166 98.136 1.864 129.86 352 1.000 bicubic +4.398 +1.162 +2
104 ig_resnext101_32x16d 88.825 11.175 98.049 1.951 194.03 224 0.875 bilinear +4.655 +0.851 +19
105 vit_small_r26_s32_384 88.812 11.188 98.343 1.657 36.47 384 1.000 bicubic +4.764 +1.015 +27 +26
xcit_medium_24_p16_224_dist 88.804 11.196 98.038 1.962 84.40 224 1.000 bicubic +4.526 +1.098 +7
106 vit_base_r50_s16_384 88.804 11.196 98.232 1.768 98.95 384 1.000 bicubic +3.828 +0.942 -24
107 xcit_medium_24_p16_224_dist 88.804 11.196 98.038 1.962 84.40 224 1.000 bicubic +4.526 +1.098 +7
108 seresnet152d 88.797 11.203 98.174 1.825 66.84 320 1.000 bicubic +4.433 +1.130 +1
109 swsl_resnext101_32x8d xcit_tiny_24_p8_384_dist 88.778 11.222 98.149 98.164 1.851 1.836 88.79 12.11 224 384 0.875 1.000 bilinear bicubic +4.488 +5.032 +0.967 +1.452 +4 +43
110 xcit_tiny_24_p8_384_dist swsl_resnext101_32x8d 88.778 11.222 98.164 98.149 1.836 1.851 12.11 88.79 384 224 1.000 0.875 bicubic bilinear +5.032 +4.488 +1.452 +0.967 +42 +3
111 convnext_tiny_384_in22ft1k 88.772 11.228 98.298 1.702 28.59 384 1.000 bicubic +4.696 +1.140 +16
112 deit3_large_patch16_224 resnetrs200 88.759 11.241 97.912 98.113 2.088 1.887 304.37 93.21 224 320 0.900 1.000 bicubic +3.997 +4.319 +0.874 +1.033 -21 -8
113 resnetrs200 tf_efficientnet_b6 88.759 11.241 98.113 98.068 1.887 1.932 93.21 43.04 320 528 1.000 0.942 bicubic +4.319 +4.651 +1.033 +1.180 -9 +13
114 tf_efficientnet_b6 deit3_large_patch16_224 88.759 11.241 98.068 97.912 1.932 2.088 43.04 304.37 528 224 0.942 0.900 bicubic +4.651 +3.997 +1.180 +0.874 +12 -23
115 resnetrs350 88.755 11.245 98.031 1.968 163.96 384 1.000 bicubic +4.043 +1.041 -23
116 vit_base_patch16_224_miil 88.742 11.258 98.027 1.973 86.54 224 0.875 bilinear +4.470 +1.225 -1
117 regnetz_040 88.727 11.273 98.091 1.909 27.12 320 1.000 bicubic +4.491 +1.159 +1
123 regnety_080 88.635 11.365 97.972 2.028 39.18 288 1.000 bicubic +4.707 +1.084 +15
124 eca_nfnet_l1 88.624 11.376 98.134 1.866 41.41 320 1.000 bicubic +4.612 +1.102 +11
125 swinv2_base_window16_256 88.584 11.416 97.895 2.105 87.92 256 0.900 bicubic +3.992 +0.821 -29
126 convnext_large 88.577 11.423 97.854 2.146 197.77 224 0.875 bicubic +4.281 +0.960 -15 -14
127 resnetv2_152x4_bitm 88.552 11.448 98.189 1.810 936.53 480 1.000 bilinear +3.634 +0.748 +0.747 -41
128 resnet200d 88.545 11.455 97.959 2.041 64.69 320 1.000 bicubic +4.585 +1.135 +8
129 seresnextaa101d_32x8d 88.543 11.457 98.002 1.998 93.59 288 1.000 bicubic +3.971 +0.932 -32
130 xcit_small_24_p16_224_dist 88.535 11.465 98.002 1.998 47.67 224 1.000 bicubic +4.665 +1.270 +10
131 resnest269e 88.522 11.478 98.027 1.973 110.93 416 0.928 bicubic +4.004 +1.041 -31
132 swinv2_base_window8_256 88.518 11.482 97.893 2.107 87.92 256 0.900 bicubic +4.256 +0.971 -16
133 seresnext101_32x8d 88.505 11.495 97.888 2.112 93.57 288 1.000 bicubic +4.301 +1.014 -12
134 crossvit_18_dagger_408 efficientnetv2_rw_s 88.475 11.525 97.893 97.972 2.107 2.028 44.61 23.94 408 384 1.000 bicubic +4.281 +4.665 +1.075 +1.248 -12 +14
135 efficientnetv2_rw_s crossvit_18_dagger_408 88.475 11.525 97.972 97.893 2.028 2.107 23.94 44.61 384 408 1.000 bicubic +4.665 +4.281 +1.248 +1.075 +13 -13
136 resnetv2_101x3_bitm 88.469 11.531 98.157 1.843 387.93 448 1.000 bilinear +4.025 +0.775 -33
137 cait_s24_224 88.451 11.549 97.957 2.043 46.92 224 1.000 bicubic +4.993 +1.395 +26 +27
138 resnetv2_50x3_bitm 88.445 11.555 98.198 1.802 217.32 448 1.000 bilinear +4.433 +1.072 -4
139 resmlp_big_24_distilled_224 88.441 11.559 97.940 2.060 129.14 224 0.875 bicubic +4.853 +1.292 +21
140 regnetv_064 88.432 11.568 98.064 1.937 30.58 288 1.000 bicubic +4.720 +1.318 +16
141 resnest200e 88.430 11.570 98.044 1.956 70.20 320 0.909 bicubic +4.602 +1.152 +5
142 tf_efficientnet_b3_ns 88.428 11.572 98.027 1.973 12.23 300 0.904 bicubic +4.380 +1.115 -11 -10
143 vit_large_r50_s32_224 88.424 11.576 98.085 1.915 328.99 224 0.900 bicubic +3.994 +0.919 -37
144 seresnext101d_32x8d 88.424 11.576 97.955 2.045 93.59 288 1.000 bicubic +4.062 +1.037 -34
145 tf_efficientnetv2_s 88.396 11.604 97.927 2.073 21.46 384 1.000 bicubic +4.512 +1.229 -6
146 regnetz_c16_evos 88.379 11.621 98.042 1.958 13.49 320 0.950 bicubic +5.747 +1.566 +63 +66
147 efficientnet_b4 88.368 11.632 97.961 2.039 19.34 384 1.000 bicubic +4.944 +1.363 +18 +19
148 swinv2_small_window16_256 88.364 11.636 97.852 2.148 49.73 256 0.900 bicubic +4.154 +0.982 -28
149 resnet152d 88.353 11.647 97.938 2.062 60.21 320 1.000 bicubic +4.675 +1.198 +10
150 tf_efficientnet_b4_ap 88.351 11.649 97.893 2.107 19.34 380 0.922 bicubic +5.103 +1.501 +24 +25
151 convnext_base 88.347 11.653 97.784 2.216 88.59 224 0.875 bicubic +4.507 +1.034 -8
152 deit3_small_patch16_224_in21ft1k 88.334 11.666 98.127 1.873 22.06 224 1.000 bicubic +5.258 +1.352 +1.351 +35 +36
153 tf_efficientnet_b5 88.323 11.677 97.912 2.088 30.39 456 0.934 bicubic +4.509 +1.164 -6
154 regnety_064 88.319 11.681 97.861 2.139 30.58 288 1.000 bicubic +4.599 +1.135 0
155 crossvit_15_dagger_408 88.308 11.692 97.869 2.131 28.50 408 1.000 bicubic +4.470 +1.089 -10
156 deit3_small_patch16_384 88.298 11.702 97.888 2.112 22.21 384 1.000 bicubic +4.870 +1.212 +8 +9
157 resnetrs152 cs3se_edgenet_x 88.255 88.291 11.745 11.709 97.737 97.931 2.263 2.069 86.62 50.72 320 1.000 bicubic +4.541 +4.743 +1.123 +1.265 -2 +5
158 deit3_base_patch16_224 resnetrs152 88.251 88.255 11.749 11.745 97.807 97.737 2.193 2.263 86.59 86.62 224 320 0.900 1.000 bicubic +4.459 +4.541 +1.223 +1.123 -8 -3
159 deit3_base_patch16_224 88.251 11.749 97.807 2.193 86.59 224 0.900 bicubic +4.459 +1.223 -9
160 xcit_small_12_p16_224_dist 88.246 11.754 97.846 2.154 26.25 224 1.000 bicubic +4.900 +1.428 +13
161 regnetv_040 88.219 11.781 97.972 2.028 20.64 288 1.000 bicubic +5.021 +1.308 +17
162 deit_base_distilled_patch16_224 88.214 11.786 97.920 2.080 87.34 224 0.900 bicubic +4.826 +1.432 +7
163 swinv2_small_window8_256 xception65p 88.185 11.815 97.775 97.790 2.225 2.210 49.73 39.82 256 299 0.900 0.940 bicubic +4.331 +5.055 +1.133 +1.310 -21 +22
164 xception65p swinv2_small_window8_256 88.185 11.815 97.790 97.775 2.210 2.225 39.82 49.73 299 256 0.940 0.900 bicubic +5.055 +4.331 +1.310 +1.133 +21 -23
165 xcit_tiny_24_p16_384_dist 88.161 11.839 97.946 2.054 12.12 384 1.000 bicubic +5.589 +1.658 +51 +53
166 xcit_large_24_p8_224 88.157 11.843 97.389 2.611 188.93 224 1.000 bicubic +3.765 +0.731 -57 -58
167 ig_resnext101_32x8d 88.155 11.845 97.856 2.144 88.79 224 0.875 bilinear +5.457 +1.224 +41 +42
168 resnetv2_152x2_bit_teacher_384 88.150 11.850 98.053 1.947 236.34 384 1.000 bicubic +4.306 +0.937 -25 -26
169 cait_xxs36_384 88.138 11.862 97.908 2.092 17.37 384 1.000 bicubic +5.946 +1.764 +80 +82
170 dm_nfnet_f0 88.125 11.875 97.854 2.146 71.49 256 0.900 bicubic +4.741 +1.280 0
171 xcit_tiny_12_p8_384_dist 88.101 11.899 97.923 2.077 6.71 384 1.000 bicubic +5.715 +1.701 +57 +59
172 swsl_resnext101_32x4d 88.099 11.901 97.970 2.030 44.18 224 0.875 bilinear +4.859 +1.210 +4
173 xception65 88.071 11.929 97.750 2.250 39.92 299 0.940 bicubic +4.897 +1.158 +6
174 convnext_small 88.050 11.950 97.788 2.212 50.22 224 0.875 bicubic +4.900 +1.358 +6
175 swin_s3_base_224 88.050 11.950 97.660 2.340 71.13 224 0.900 bicubic +4.118 +1.000 -37 -38
176 xcit_tiny_24_p8_224_dist 88.035 11.965 97.812 2.188 12.11 224 1.000 bicubic +5.475 +1.644 +42 +44
177 convnext_tiny_in22ft1k 87.997 12.003 97.920 2.080 28.59 224 0.875 bicubic +5.085 +1.296 +18
178 eca_nfnet_l0 cs3sedarknet_x 87.978 87.995 12.023 12.005 97.871 97.790 2.129 2.210 24.14 35.40 288 1.000 bicubic +5.400 +5.341 +1.381 +1.444 +37 +32
179 nfnet_l0 eca_nfnet_l0 87.971 87.978 12.029 12.023 97.867 97.871 2.133 2.129 35.07 24.14 288 1.000 bicubic +5.219 +5.400 +1.349 +1.381 +26 +38
180 xcit_small_24_p8_224 nfnet_l0 87.969 87.971 12.031 12.029 97.581 97.867 2.419 2.133 47.63 35.07 224 288 1.000 bicubic +4.129 +5.219 +0.945 +1.349 -35 +25
181 tf_efficientnet_b4 xcit_small_24_p8_224 87.967 87.969 12.033 12.031 97.739 97.581 2.261 2.419 19.34 47.63 380 224 0.922 1.000 bicubic +4.943 +4.129 +1.439 +0.945 +11 -37
182 regnety_032 tf_efficientnet_b4 87.941 87.967 12.059 12.033 97.888 97.739 2.112 2.261 19.44 19.34 288 380 1.000 0.922 bicubic +5.217 +4.943 +1.466 +1.439 +24 +10
183 resnet101d regnety_032 87.937 87.941 12.063 12.059 97.908 97.888 2.092 2.112 44.57 19.44 320 288 1.000 bicubic +4.915 +5.217 +1.462 +1.466 +10 +23
184 mobilevitv2_200_384_in22ft1k resnet101d 87.935 87.937 12.065 12.063 97.822 97.908 2.178 2.092 18.45 44.57 384 320 1.000 bicubic +4.535 +4.915 +1.240 +1.462 -16 +9
185 swinv2_cr_small_ns_224 mobilevitv2_200_384_in22ft1k 87.922 87.935 12.078 12.065 97.666 97.822 2.334 2.178 49.70 18.45 224 384 0.900 1.000 bicubic +4.436 +4.535 +1.182 +1.240 -22 -17
186 sequencer2d_l swinv2_cr_small_ns_224 87.915 87.922 12.085 12.078 97.698 97.666 2.302 2.334 54.30 49.70 224 0.875 0.900 bicubic +4.509 +4.436 +1.198 +1.182 -19 -23
187 regnety_040 sequencer2d_l 87.913 87.915 12.087 12.085 97.884 97.698 2.116 2.302 20.65 54.30 288 224 1.000 0.875 bicubic +4.877 +4.509 +1.374 +1.198 +4 -20
188 vit_base_patch32_384 regnety_040 87.911 87.913 12.089 12.087 98.012 97.884 1.988 2.116 88.30 20.65 384 288 1.000 bicubic +4.559 +4.877 +1.176 +1.374 -17 +3
189 twins_svt_large vit_base_patch32_384 87.901 87.911 12.099 12.089 97.581 98.012 2.419 1.988 99.27 88.30 224 384 0.900 1.000 bicubic +4.221 +4.559 +0.987 +1.176 -30 -18
190 twins_pcpvt_large twins_svt_large 87.877 87.901 12.123 12.099 97.859 97.581 2.142 2.419 60.99 99.27 224 0.900 bicubic +4.741 +4.221 +1.255 +0.987 -6 -32
191 swin_s3_small_224 twins_pcpvt_large 87.860 87.877 12.140 12.123 97.434 97.859 2.566 2.142 49.74 60.99 224 0.900 bicubic +4.086 +4.741 +0.982 +1.255 -39 -7
192 swin_s3_small_224 87.860 12.140 97.434 2.566 49.74 224 0.900 bicubic +4.086 +0.982 -41
193 regnetz_c16 87.858 12.142 97.818 2.182 13.46 320 0.940 bicubic +5.338 +1.458 +28
194 deit_base_patch16_384 87.841 12.159 97.510 2.490 86.86 384 1.000 bicubic +4.735 +1.140 -6 -7
195 mobilevitv2_175_384_in22ft1k 87.837 12.164 97.726 2.274 14.25 384 1.000 bicubic +4.903 +1.296 0 -1
196 xcit_small_12_p8_224 87.828 12.172 97.566 2.434 26.21 224 1.000 bicubic +4.488 +1.086 -21 -22
197 tresnet_xl_448 87.796 12.204 97.459 2.541 78.44 448 0.875 bilinear +4.748 +1.289 -6 -7
198 resnetv2_50x1_bit_distilled 87.792 12.208 97.899 2.101 25.55 224 0.875 bicubic +4.970 +1.377 +2 +1
199 tresnet_m 87.740 12.259 97.523 2.477 31.39 224 0.875 bilinear +4.666 +1.403 -9 -10
200 twins_pcpvt_base 87.732 12.268 97.728 2.272 43.83 224 0.900 bicubic +5.024 +1.378 +8
201 gc_efficientnetv2_rw_t 87.717 12.283 97.807 2.193 13.68 288 1.000 bicubic +5.251 +1.509 +23 +24
202 resnetv2_101x1_bitm 87.683 12.317 97.938 2.062 44.54 448 1.000 bilinear +5.351 +1.421 +1.422 +34 +35
203 swin_small_patch4_window7_224 87.670 12.330 97.568 2.432 49.61 224 0.900 bicubic +4.452 +1.242 -25 -26
204 mobilevitv2_150_384_in22ft1k 87.653 12.347 97.649 2.351 10.59 384 1.000 bicubic +5.063 +1.333 +9 +10
205 twins_svt_base 87.644 12.356 97.525 2.474 56.07 224 0.900 bicubic +4.506 +1.105 -21 -23
206 efficientnetv2_rw_t 87.642 12.358 97.688 2.312 13.65 288 1.000 bicubic +5.298 +1.654 +1.492 +28
207 pnasnet5large 87.640 12.360 97.485 2.515 86.06 331 0.911 bicubic +4.858 +1.443 -3 -4
208 swinv2_tiny_window16_256 cs3edgenet_x 87.617 87.632 12.383 12.368 97.562 97.662 2.438 2.338 28.35 47.82 256 288 0.900 1.000 bicubic +4.807 +4.910 +1.332 +1.286 -6 -1
209 jx_nest_base swinv2_tiny_window16_256 87.608 87.617 12.392 12.383 97.515 97.562 2.485 2.438 67.72 28.35 224 256 0.875 0.900 bicubic +4.054 +4.807 +1.151 +1.332 -46 -8
210 swsl_resnext101_32x16d 87.608 12.392 97.820 2.180 194.03 224 0.875 bilinear +4.258 +0.976 -37 -38
211 xcit_medium_24_p8_224 jx_nest_base 87.606 87.608 12.394 12.392 97.197 97.515 2.803 2.485 84.32 67.72 224 1.000 0.875 bicubic +3.868 +4.054 +0.803 +1.151 -56 -50
212 xcit_medium_24_p8_224 87.606 12.394 97.197 2.803 84.32 224 1.000 bicubic +3.868 +0.803 -59
213 swsl_resnext50_32x4d 87.602 12.398 97.654 2.346 25.03 224 0.875 bilinear +5.426 +1.422 +39
214 sequencer2d_m 87.565 12.435 97.581 2.419 38.31 224 0.875 bicubic +4.757 +1.313 -10 -12
215 tf_efficientnet_b2_ns 87.559 12.441 97.628 2.372 9.11 260 0.890 bicubic +5.175 +1.382 +16
216 levit_384 87.555 12.445 97.545 2.455 39.13 224 0.900 bicubic +4.967 +1.527 -1
217 ecaresnet50t 87.542 12.458 97.645 2.355 25.57 320 0.950 bicubic +5.194 +1.507 +16
218 vit_base_patch16_rpn_224 87.506 12.494 97.489 2.511 86.54 224 0.900 bicubic +5.306 +1.493 +32
219 edgenext_small 87.504 12.496 97.587 2.413 5.59 320 1.000 bicubic +5.930 +1.873 +66
220 resnetv2_152x2_bit_teacher 87.493 12.507 97.812 2.188 236.34 224 0.875 bicubic +4.625 +1.244 -20 -22
221 jx_nest_small 87.491 12.509 97.521 2.479 38.35 224 0.875 bicubic +4.371 +1.191 -33 -35
222 vit_relpos_base_patch16_clsgap_224 87.469 12.531 97.525 2.474 86.43 224 0.900 bicubic +4.709 +1.351 -16 -18
223 vit_relpos_base_patch16_224 87.463 12.537 97.560 2.440 86.43 224 0.900 bicubic +4.977 +1.418 +1
224 resnet152 87.454 12.546 97.400 2.600 60.19 224 0.950 bicubic +4.636 +1.267 +1.268 -22 -24
225 fbnetv3_g 87.446 12.554 97.545 2.455 16.62 288 0.950 bilinear +5.412 +1.479 +36
226 resnext101_64x4d 87.444 12.556 97.442 2.558 83.46 288 1.000 bicubic +4.300 +1.068 -43 -45
227 efficientnet_b3 87.435 12.565 97.679 2.321 12.23 320 1.000 bicubic +5.195 +1.561 +18
228 resnet61q 87.431 12.569 97.598 2.402 36.85 288 1.000 bicubic +4.913 +1.468 -5
229 cait_xxs24_384 87.414 12.586 97.619 2.381 12.03 384 1.000 bicubic +6.452 +1.975 +100 +101
230 cs3sedarknet_l 87.407 12.593 97.572 2.428 21.91 288 0.950 bicubic +5.631 +1.602 +47
231 cs3darknet_x 87.399 12.601 97.607 2.393 35.05 288 1.000 bicubic +5.175 +1.377 +16
232 resnet51q 87.392 12.608 97.581 2.419 35.70 288 1.000 bilinear +5.034 +1.403 0
tresnet_l_448 87.380 12.620 97.487 2.513 55.99 448 0.875 bilinear +5.110 +1.507 +10
233 xcit_tiny_24_p8_224 87.380 12.620 97.626 2.374 12.11 224 1.000 bicubic +5.484 +1.652 +37
234 tresnet_l_448 87.380 12.620 97.487 2.513 55.99 448 0.875 bilinear +5.110 +1.507 +10
235 coat_lite_small 87.377 12.623 97.372 2.628 19.84 224 0.900 bicubic +5.073 +1.522 +4
236 sequencer2d_s 87.375 12.625 97.391 2.609 27.65 224 0.875 bicubic +5.031 +1.195 +1.357 -2 -1
237 swinv2_cr_small_224 87.371 12.629 97.344 2.656 49.70 224 0.900 bicubic +4.233 +1.246 -53 -54
238 vit_relpos_medium_patch16_cls_224 87.369 12.631 97.453 2.547 38.76 224 0.900 bicubic +4.807 +1.387 -19
239 nasnetalarge 87.348 12.652 97.417 2.583 88.75 331 0.911 bicubic +4.730 +1.373 -26
240 crossvit_18_dagger_240 87.346 12.655 97.455 2.545 44.27 240 0.875 bicubic +4.826 +1.387 -19 -18
241 resnetv2_101 87.322 12.678 97.325 2.675 44.54 224 0.950 bicubic +5.276 +1.463 +19
242 crossvit_18_240 87.316 12.684 97.487 2.513 43.27 240 0.875 bicubic +4.918 +1.433 -13
243 convnext_tiny 87.313 12.687 97.449 2.551 28.59 224 0.875 bicubic +5.251 +1.595 +15 +16
244 resnest101e 87.286 12.714 97.560 2.440 48.28 256 0.875 bilinear +4.398 +1.240 -45 -47
245 ecaresnet101d 87.284 12.716 97.562 2.438 44.57 224 0.875 bicubic +5.114 +1.514 +8
246 pit_s_distilled_224 87.275 12.725 97.500 2.500 24.04 224 0.900 bicubic +5.281 +1.704 +16
247 resnetv2_50d_gn 87.269 12.731 97.513 2.487 25.57 288 0.950 bicubic +5.445 +1.589 +26
249 resnetrs101 87.243 12.757 97.457 2.543 63.62 288 0.940 bicubic +4.959 +1.449 -6
250 poolformer_m48 87.239 12.761 97.308 2.692 73.47 224 0.950 bicubic +4.779 +1.350 -23
251 mixer_b16_224_miil 87.230 12.770 97.410 2.590 59.88 224 0.875 bilinear +4.926 +1.690 -11
252 tresnet_xl 87.226 12.774 97.400 2.600 78.44 224 0.875 bilinear +5.164 +1.463 +1.464 +7 +6
253 xcit_tiny_12_p8_224_dist 87.219 12.780 97.449 2.551 6.71 224 1.000 bicubic +6.011 +1.843 +58
254 convit_base 87.207 12.793 97.286 2.714 86.54 224 0.875 bicubic +4.915 +1.348 -12
255 xcit_tiny_12_p16_384_dist 87.202 12.798 97.468 2.532 6.72 384 1.000 bicubic +6.260 +2.060 +75 +76
256 resnetv2_50d_evos 87.194 12.806 97.359 2.641 25.59 288 0.950 bicubic +5.216 +1.447 +8
257 tf_efficientnet_b3_ap 87.188 12.812 97.380 2.620 12.23 300 0.904 bicubic +5.364 +1.756 +17
258 visformer_small 87.185 12.815 97.325 2.675 40.22 224 0.900 bicubic +5.077 +1.449 -2 -3
259 crossvit_15_dagger_240 87.170 12.830 97.438 2.562 28.21 240 0.875 bicubic +4.844 +1.482 -21
260 vit_srelpos_medium_patch16_224 87.168 12.832 97.312 2.688 38.74 224 0.900 bicubic +4.932 +1.378 -14
261 vit_relpos_medium_patch16_224 87.138 12.862 97.506 2.494 38.75 224 0.900 bicubic +4.676 +1.420 -35
266 mobilevitv2_200_in22ft1k 87.059 12.941 97.425 2.575 18.45 256 0.888 bicubic +4.725 +1.487 -30
267 xception41p 87.057 12.943 97.201 2.799 26.91 299 0.940 bicubic +5.089 +1.407 -1
268 crossvit_15_240 87.055 12.945 97.423 2.577 27.53 240 0.875 bicubic +5.511 +1.733 +19
269 convit_small 87.051 12.949 97.350 2.650 27.78 224 0.875 bicubic +5.623 +1.608 +27 +28
270 tf_efficientnetv2_b3 87.029 12.970 97.303 2.697 14.36 300 0.904 bicubic +5.064 +5.063 +1.521 -3
271 xcit_small_12_p16_224 87.017 12.983 97.242 2.759 26.25 224 1.000 bicubic +5.045 +1.430 -6
272 regnetz_b16 87.012 12.988 97.425 2.575 9.72 288 0.940 bicubic +6.300 +1.951 +72 +73
273 jx_nest_tiny 87.008 12.992 97.378 2.622 17.06 224 0.875 bicubic +5.590 +1.760 +24 +25
274 deit3_small_patch16_224 87.004 12.996 97.167 2.833 22.06 224 0.900 bicubic +5.622 +1.717 +27 +28
275 deit_small_distilled_patch16_224 87.002 12.998 97.316 2.684 22.44 224 0.900 bicubic +5.794 +1.942 +35 +37
276 swinv2_cr_tiny_ns_224 86.998 13.002 97.282 2.718 28.33 224 0.900 bicubic +5.212 +1.460 0
277 resmlp_36_distilled_224 86.989 13.011 97.276 2.724 44.69 224 0.875 bicubic +5.833 +1.790 +36 +37
278 xcit_large_24_p16_224 86.955 13.045 96.919 3.081 189.10 224 1.000 bicubic +4.063 +1.041 -80 -82
279 mobilevitv2_175_in22ft1k 86.953 13.047 97.333 2.667 14.25 256 0.888 bicubic +5.013 +1.543 -11
280 poolformer_m36 86.946 13.054 97.148 2.852 56.17 224 0.950 bicubic +4.838 +1.458 -25 -24
281 xcit_medium_24_p16_224 86.938 13.062 97.098 2.902 84.40 224 1.000 bicubic +4.300 +1.120 -70
282 convnext_tiny_hnf 86.918 13.082 97.280 2.720 28.59 224 0.950 bicubic +4.698 +1.414 -34
283 tnt_s_patch16_224 86.906 13.094 97.365 2.635 23.76 224 0.900 bicubic +5.388 +1.619 +6
284 vit_relpos_small_patch16_224 86.891 13.109 97.491 2.509 21.98 224 0.900 bicubic +5.437 +1.663 +11 +12
285 vit_small_patch16_224 86.865 13.135 97.613 2.387 22.05 224 0.900 bicubic +5.469 +1.475 +13 +15
286 ssl_resnext101_32x16d 86.865 13.135 97.519 2.481 194.03 224 0.875 bilinear +5.009 +1.423 -13 -14
287 vit_small_r26_s32_224 86.856 13.143 97.528 2.472 36.43 224 0.900 bicubic +4.995 +4.994 +1.506 -16
288 convmixer_1536_20 86.854 13.146 97.346 2.654 51.63 224 0.960 bicubic +5.484 +1.734 +15 +16
289 rexnet_200 86.842 13.158 97.276 2.724 16.37 224 0.875 bicubic +5.214 +1.608 -7
290 tf_efficientnet_b3 86.837 13.163 97.297 2.703 12.23 300 0.904 bicubic +5.199 +1.579 -9
291 swsl_resnet50 86.835 13.165 97.493 2.507 25.56 224 0.875 bilinear +5.655 +1.513 +21 +22
292 deit_base_patch16_224 86.827 13.173 97.052 2.949 86.57 224 0.900 bicubic +4.833 +1.320 -29
293 tresnet_m_448 86.814 13.186 97.216 2.784 31.39 448 0.875 bilinear +5.108 +1.644 -15
294 ssl_resnext101_32x8d 86.801 13.199 97.472 2.528 88.79 224 0.875 bilinear +5.193 +1.430 -10
295 tf_efficientnet_lite4 86.801 13.199 97.263 2.737 13.01 380 0.920 bilinear +5.267 +1.597 -7
296 coat_mini 86.790 13.210 97.158 2.842 10.34 224 0.900 bicubic +5.524 +1.766 +11 +12
297 resnetaa50 86.771 13.229 97.389 2.611 25.56 288 1.000 bicubic +5.153 +1.579 -14
298 tresnet_l 86.763 13.237 97.271 2.729 55.99 224 0.875 bilinear +5.273 +1.645 -6
299 twins_svt_small 86.756 13.244 97.177 2.823 24.06 224 0.900 bicubic +5.074 +1.511 -20
300 cs3darknet_l 86.748 13.252 97.463 2.537 21.16 288 0.950 bicubic +5.862 +1.795 +34 +35
301 mobilevitv2_150_in22ft1k 86.743 13.257 97.218 2.782 10.59 256 0.888 bicubic +5.273 +1.550 -8 -7
302 levit_256 86.739 13.261 97.259 2.741 18.89 224 0.900 bicubic +5.223 +1.769 -12
303 crossvit_base_240 cs3darknet_focus_l 86.735 13.265 97.122 97.380 2.878 2.620 105.03 21.15 240 288 0.875 0.950 bicubic +4.519 +5.861 +1.290 +1.688 -54 +34
304 cs3darknet_focus_l crossvit_base_240 86.735 13.265 97.380 97.122 2.620 2.878 21.15 105.03 288 240 0.950 0.875 bicubic +5.861 +4.519 +1.688 +1.290 +32 -55
305 vit_srelpos_small_patch16_224 86.703 13.297 97.250 2.750 21.97 224 0.900 bicubic +5.605 +1.678 +14
306 halo2botnet50ts_256 86.692 13.308 97.096 2.904 22.64 256 0.950 bicubic +4.624 +1.454 -49
307 seresnext50_32x4d 86.690 13.310 97.222 2.778 27.56 224 0.875 bicubic +5.428 +1.594 +1 +2
308 crossvit_small_240 86.688 13.312 97.273 2.727 26.86 240 0.875 bicubic +5.672 +1.817 +16 +17
309 pit_b_224 86.688 13.312 96.898 3.102 73.76 224 0.900 bicubic +4.244 +1.186 -81
310 tf_efficientnet_b1_ns 86.666 13.334 97.378 2.622 7.79 240 0.882 bicubic +5.281 +5.280 +1.642 -10 -9
311 swin_tiny_patch4_window7_224 86.658 13.342 97.197 2.803 28.29 224 0.900 bicubic +5.282 +1.655 -9 -8
312 wide_resnet50_2 86.641 13.359 97.212 2.788 68.88 224 0.875 bicubic +5.185 +1.682 -17
313 gernet_l 86.641 13.359 97.190 2.810 31.08 256 0.875 bilinear +5.291 +1.654 -8
314 wide_resnet50_2 poolformer_s36 86.641 86.639 13.359 13.361 97.212 97.158 2.788 2.842 68.88 30.86 224 0.875 0.900 bicubic +5.185 +5.221 +1.682 +1.710 -19 -15
315 poolformer_s36 efficientnet_el 86.639 86.635 13.361 13.366 97.158 97.180 2.842 2.820 30.86 10.59 224 300 0.900 0.904 bicubic +5.221 +5.329 +1.710 +1.646 -16 -8
316 efficientnet_el twins_pcpvt_small 86.635 86.626 13.366 13.374 97.180 97.340 2.820 2.660 10.59 24.11 300 224 0.904 0.900 bicubic +5.329 +5.536 +1.646 +1.698 -9 +6
317 twins_pcpvt_small resmlp_24_distilled_224 86.626 86.620 13.374 13.380 97.340 97.139 2.660 2.861 24.11 30.02 224 0.900 0.875 bicubic +5.536 +5.856 +1.698 +1.917 +5 +25
318 resmlp_24_distilled_224 nf_resnet50 86.620 86.605 13.380 13.395 97.139 97.293 2.861 2.707 30.02 25.56 224 288 0.875 0.940 bicubic +5.856 +5.951 +1.917 +1.959 +24 +28
319 nf_resnet50 resnest50d_4s2x40d 86.605 86.583 13.395 13.417 97.293 97.269 2.707 2.731 25.56 30.42 288 224 0.940 0.875 bicubic +5.951 +5.475 +1.959 +1.707 +27 -1
320 resnest50d_4s2x40d efficientnet_b3_pruned 86.583 86.579 13.417 13.421 97.269 97.188 2.731 2.812 30.42 9.86 224 300 0.875 0.904 bicubic +5.475 +5.721 +1.707 +1.944 -2 +19
321 efficientnet_b3_pruned sebotnet33ts_256 86.579 86.573 13.421 13.427 97.188 96.791 2.812 3.209 9.86 13.70 300 256 0.904 0.940 bicubic +5.721 +5.419 +1.944 +1.625 +18 -6
322 sebotnet33ts_256 sehalonet33ts 86.573 86.570 13.427 13.430 96.791 97.009 3.209 2.991 13.70 13.69 256 0.940 bicubic +5.419 +5.598 +1.625 +1.737 -7 +7
323 sehalonet33ts repvgg_b3 86.570 86.564 13.430 13.436 97.009 97.141 2.991 2.859 13.69 123.09 256 224 0.940 0.875 bicubic bilinear +5.598 +6.068 +1.737 +1.877 +6 +32
324 repvgg_b3 xcit_tiny_24_p16_224_dist 86.564 86.534 13.436 13.466 97.141 97.216 2.859 2.784 123.09 12.12 224 0.875 1.000 bilinear bicubic +6.068 +6.086 +1.877 +2.004 +31 +38
325 xcit_tiny_24_p16_224_dist convnext_nano 86.534 86.532 13.466 13.468 97.216 97.182 2.784 2.818 12.12 15.59 224 288 1.000 bicubic +6.086 +5.056 +2.004 +1.522 +37 -32
326 halonet50ts 86.500 13.500 97.152 2.848 22.73 256 0.940 bicubic +4.848 +1.540 -45 -46
327 ssl_resnext101_32x4d 86.477 13.524 97.470 2.530 44.18 224 0.875 bilinear +5.552 +5.553 +1.744 +6
328 gcresnet50t 86.474 13.526 97.141 2.859 25.90 256 0.900 bicubic +5.540 +1.687 +4
329 ecaresnet50d 86.472 13.528 97.184 2.816 25.58 224 0.875 bicubic +5.874 +1.866 +20
330 haloregnetz_b gluon_resnet152_v1s 86.462 13.538 96.943 97.109 3.057 2.891 11.68 60.32 224 0.940 0.875 bicubic +5.418 +5.448 +1.745 +1.695 -7 -4
331 gluon_resnet152_v1s haloregnetz_b 86.462 13.538 97.109 96.943 2.891 3.057 60.32 11.68 224 0.875 0.940 bicubic +5.448 +5.418 +1.695 +1.745 -5 -8
332 mobilevitv2_200 86.455 13.545 96.970 3.030 18.45 256 0.888 bicubic +5.315 +1.602 -15
333 resnetv2_50x1_bitm 86.442 13.558 97.600 2.400 25.55 448 1.000 bilinear +6.100 +1.914 +36
334 resnest50d_1s4x24d 86.440 13.560 97.152 2.848 25.68 224 0.875 bicubic +5.456 +1.828 -7
335 repvgg_b3g4 86.368 13.632 97.054 2.946 83.83 224 0.875 bilinear +6.152 +1.946 +47
336 darknetaa53 86.361 13.639 97.165 2.835 36.02 288 1.000 bilinear +5.839 +1.839 +18
337 darknet53 86.359 13.641 97.113 2.887 41.61 288 1.000 bicubic +5.821 +1.693 +15
338 lamhalobotnet50ts_256 86.357 13.643 97.062 2.938 22.57 256 0.950 bicubic +4.805 +1.558 -51 -52
339 legacy_senet154 86.340 13.660 96.925 3.075 115.09 224 0.875 bilinear +5.032 +1.430 +1.429 -33
340 cait_xxs36_224 86.338 13.662 97.111 2.889 17.30 224 1.000 bicubic +6.590 +2.243 +67
341 resnext50_32x4d 86.329 13.671 96.964 3.036 25.03 224 0.950 bicubic +5.233 +1.638 -20
342 pit_s_224 86.325 13.675 97.049 2.951 23.46 224 0.900 bicubic +5.227 +1.717 -23 -22
343 gernet_m vit_small_patch32_384 86.316 13.684 97.098 97.419 2.902 2.581 21.14 22.92 224 384 0.875 1.000 bilinear bicubic +5.586 +5.826 +1.912 +1.819 0 +13
344 mobilevitv2_175 gernet_m 86.316 13.684 96.990 97.098 3.010 2.902 14.25 21.14 256 224 0.888 0.875 bicubic bilinear +5.454 +5.586 +1.728 +1.912 -6 -1
345 vit_small_patch32_384 mobilevitv2_175 86.316 13.684 97.419 96.990 2.581 3.010 22.92 14.25 384 256 1.000 0.888 bicubic +5.826 +5.454 +1.819 +1.728 +11 -7
346 efficientnet_b2 86.310 13.690 96.987 3.013 9.11 288 1.000 bicubic +5.694 +1.671 +1
347 gluon_senet154 86.278 13.722 96.945 3.055 115.09 224 0.875 bicubic +5.048 +1.599 -37
348 resnest50d 86.240 13.761 97.071 2.929 27.48 224 0.875 bilinear +5.266 +1.691 -20
350 ecaresnet101d_pruned 86.210 13.790 97.338 2.662 24.88 224 0.875 bicubic +5.400 +1.710 -10
351 efficientnet_el_pruned 86.195 13.805 97.022 2.978 10.59 300 0.904 bicubic +5.897 +1.808 +24
352 cspdarknet53 86.184 13.816 97.013 2.987 27.64 256 0.887 bilinear +6.128 +1.927 +40
353 inception_v4 86.167 13.833 96.915 3.085 42.68 299 0.875 bicubic +5.999 +1.951 +32 +31
354 rexnet_150 86.156 13.844 97.060 2.940 9.73 224 0.875 bicubic +5.842 +1.894 +19
355 inception_resnet_v2 86.137 13.863 97.043 2.957 55.84 299 0.897 bicubic +5.677 +1.737 +4
356 xcit_tiny_12_p8_224 86.114 13.886 97.086 2.914 6.71 224 1.000 bicubic +6.419 +6.420 +2.038 +54
357 tf_efficientnet_el 86.086 13.914 96.964 3.036 10.59 300 0.904 bicubic +5.832 +1.836 +21
358 ssl_resnext50_32x4d 86.084 13.916 97.212 2.788 25.03 224 0.875 bilinear +5.758 +1.800 +13
mobilevitv2_150 86.073 13.927 96.853 3.147 10.59 256 0.888 bicubic +5.705 +1.789 +7
359 cspresnext50 86.073 13.927 97.103 2.897 20.57 256 0.887 bilinear +5.529 +1.779 -8
360 gluon_resnet101_v1s mobilevitv2_150 86.054 86.073 13.946 13.927 97.024 96.853 2.976 3.147 44.67 10.59 224 256 0.875 0.888 bicubic +5.756 +5.705 +1.862 +1.789 +15 +7
361 ecaresnetlight 86.054 13.946 97.071 2.929 30.16 224 0.875 bicubic +5.598 +1.825 -2 -1
362 edgenext_small_rw gluon_resnet101_v1s 86.049 86.054 13.950 13.946 96.925 97.024 3.075 2.976 7.83 44.67 320 224 1.000 0.875 bicubic +5.597 +5.756 +1.736 +1.862 -2 +14
363 edgenext_small_rw 86.049 13.950 96.925 3.075 7.83 320 1.000 bicubic +5.597 +1.735 -2
364 lambda_resnet50ts 86.039 13.961 96.746 3.254 21.54 256 0.950 bicubic +4.887 +1.644 -48
365 poolformer_s24 86.037 13.963 97.030 2.970 21.39 224 0.900 bicubic +5.721 +1.988 +7
366 gluon_seresnext101_32x4d 86.032 13.968 96.977 3.023 48.96 224 0.875 bicubic +5.126 +1.681 -32
367 resnetv2_50 86.015 13.985 96.902 3.098 25.55 224 0.950 bicubic +5.603 +1.830 -3
368 gcresnext50ts seresnet33ts 86.009 13.991 96.966 97.011 3.034 2.989 15.67 19.78 256 0.900 bicubic +5.431 +5.655 +1.796 +1.905 -18 0
369 seresnet33ts gcresnext50ts 86.009 13.991 97.011 96.966 2.989 3.034 19.78 15.67 256 0.900 bicubic +5.655 +5.431 +1.905 +1.796 -1 -19
370 resnet50d 86.002 13.998 96.987 3.013 25.58 224 0.875 bicubic +5.474 +1.819 -17
371 ecaresnet26t 85.985 14.015 97.037 2.963 16.01 320 0.950 bicubic +6.133 +1.953 +31
372 tf_efficientnet_b2_ap 85.973 14.027 96.808 3.192 9.11 260 0.890 bicubic +5.671 +1.780 +2
373 vit_base_patch32_224 85.958 14.042 97.130 2.869 88.22 224 0.900 bicubic +5.234 +1.564 -29
374 gluon_seresnext101_64x4d 85.958 14.042 96.981 3.019 88.23 224 0.875 bicubic +5.078 +1.685 -38
375 fbnetv3_d 85.924 14.076 97.028 2.972 10.31 256 0.950 bilinear +6.243 +6.244 +2.088 +38
376 vit_large_patch32_384 85.911 14.089 97.368 2.632 306.63 384 1.000 bicubic +4.403 +1.278 -84 -85
377 tf_efficientnet_b2 85.909 14.091 96.862 3.139 9.11 260 0.890 bicubic +5.821 +1.954 +11
378 gluon_resnet152_v1d 85.906 14.094 96.806 3.194 60.21 224 0.875 bicubic +5.430 +1.606 -20
379 tf_efficientnetv2_b2 85.902 14.098 96.885 3.115 10.10 260 0.890 bicubic +5.694 +1.841 +4
380 resnet50_gn 85.881 14.119 96.849 3.151 25.56 224 0.940 bicubic +5.821 +1.901 +11
381 vit_base_patch16_224_sam 85.879 14.121 96.695 3.305 86.57 224 0.900 bicubic +5.635 +1.675 +1.941 -1
382 seresnet50 85.853 14.147 97.007 2.993 28.09 224 0.875 bicubic +5.587 +1.937 -5
383 gluon_resnet101_v1d 85.851 14.149 96.663 3.337 44.57 224 0.875 bicubic +5.433 +1.649 -20
384 repvgg_b2g4 85.847 14.153 96.812 3.188 61.76 224 0.875 bilinear +6.481 +2.124 +44
387 ens_adv_inception_resnet_v2 85.768 14.232 96.761 3.239 55.84 299 0.897 bicubic +5.794 +1.819 +7
388 tf_efficientnet_lite3 85.761 14.239 96.889 3.111 8.20 300 0.904 bilinear +5.943 +1.975 +17
389 legacy_seresnext101_32x4d 85.744 14.256 96.755 3.245 48.96 224 0.875 bilinear +5.522 +1.741 -8
gluon_resnext101_32x4d 85.742 14.258 96.635 3.365 44.18 224 0.875 bicubic +5.402 +1.709 -21
390 ese_vovnet39b 85.742 14.258 96.894 3.107 24.57 224 0.875 bicubic +6.430 +2.180 +42
391 gluon_resnext101_32x4d 85.742 14.258 96.635 3.365 44.18 224 0.875 bicubic +5.402 +1.709 -21
392 eca_resnet33ts 85.740 14.260 96.902 3.098 19.68 256 0.900 bicubic +5.660 +1.930 -3
393 xcit_tiny_24_p16_224 85.736 14.264 96.938 3.062 12.12 224 1.000 bicubic +6.292 +2.050 +32
394 cspresnet50 85.727 14.273 96.799 3.200 21.62 256 0.887 bilinear +6.145 +2.091 +24
395 resnet50 regnety_320 85.719 14.281 96.492 96.723 3.508 3.277 25.56 145.05 224 0.950 0.875 bicubic +5.345 +4.915 +1.878 +1.479 -29 -54
396 regnety_320 resnet50 85.719 14.281 96.723 96.492 3.277 3.508 145.05 25.56 224 0.875 0.950 bicubic +4.915 +5.345 +1.479 +1.878 -55 -30
397 resmlp_big_24_224 gluon_resnext101_64x4d 85.693 14.307 96.424 96.644 3.576 3.356 129.14 83.46 224 0.875 bicubic +4.663 +5.089 +1.404 +1.652 -73 -49
398 gluon_resnext101_64x4d resmlp_big_24_224 85.693 14.307 96.644 96.424 3.356 3.576 83.46 129.14 224 0.875 bicubic +5.089 +4.663 +1.652 +1.404 -50 -74
399 xception71 85.691 14.309 96.774 3.226 42.34 299 0.903 bicubic +5.821 +1.850 0
400 efficientnet_em 85.686 14.313 96.936 3.064 6.90 240 0.882 bicubic +6.434 +2.144 +41
401 deit_small_patch16_224 85.678 14.322 96.904 3.096 22.05 224 0.900 bicubic +5.814 +1.856 -1
402 pit_xs_distilled_224 85.659 14.341 96.665 3.335 11.00 224 0.900 bicubic +6.351 +2.299 +31
403 dpn107 85.650 14.350 96.725 3.275 86.92 224 0.875 bicubic +5.482 +1.819 -19 -18
404 efficientnet_b2_pruned 85.640 14.360 96.746 3.254 8.31 260 0.890 bicubic +5.722 +1.896 -9
405 resmlp_36_224 85.625 14.375 96.795 3.205 44.69 224 0.875 bicubic +5.855 +1.909 +1
406 mobilevitv2_125 85.584 14.416 96.665 3.335 7.48 256 0.888 bicubic +5.902 +1.929 +1.817 +5
407 gluon_resnet152_v1c 85.582 14.418 96.646 3.354 60.21 224 0.875 bicubic +5.670 +1.804 -11
408 levit_192 85.578 14.422 96.744 3.256 10.95 224 0.900 bicubic +5.742 +1.954 -5
409 ecaresnet50d_pruned 85.576 14.425 96.932 3.068 19.94 224 0.875 bicubic +5.858 +2.056 0
410 resnext50d_32x4d 85.571 14.429 96.748 3.252 25.05 224 0.875 bicubic +5.895 +1.882 +4
411 tf_efficientnetv2_b1 85.561 14.439 96.727 3.273 8.14 240 0.882 bicubic +6.095 +2.005 +13
412 regnety_120 85.543 14.457 96.785 3.215 51.82 224 0.875 bicubic +5.167 +1.663 -47
413 regnetx_320 85.522 14.478 96.669 3.331 107.81 224 0.875 bicubic +5.278 +1.915 +1.649 -34
414 nf_regnet_b1 fbnetv3_b 85.514 14.486 96.795 96.862 3.205 3.139 10.22 8.60 288 256 0.900 0.950 bicubic bilinear +6.214 +6.372 +2.041 +2.112 +22 +33
415 fbnetv3_b nf_regnet_b1 85.514 14.486 96.862 96.795 3.139 3.205 8.60 10.22 256 288 0.950 0.900 bilinear bicubic +6.372 +6.214 +2.112 +2.041 +32 +20
416 dpn92 85.501 14.499 96.631 3.369 37.67 224 0.875 bicubic +5.481 +1.801 -23
417 rexnet_130 85.475 14.525 96.686 3.314 7.56 224 0.875 bicubic +5.973 +2.004 +3
418 gluon_resnet152_v1b 85.465 14.536 96.556 3.444 60.19 224 0.875 bicubic +5.782 +5.783 +1.708 +1.820 -6
419 resnetrs50 85.462 14.538 96.738 3.262 35.69 224 0.910 bicubic +5.576 +1.768 -21
420 dpn131 85.400 14.600 96.631 3.369 79.25 224 0.875 bicubic +5.574 +1.923 -16
421 regnetx_160 85.390 14.610 96.637 3.363 54.28 224 0.875 bicubic +5.536 +1.807 -20
425 botnet26t_256 85.332 14.668 96.631 3.369 12.49 256 0.950 bicubic +6.074 +2.103 +15
426 skresnext50_32x4d 85.317 14.683 96.394 3.606 27.48 224 0.875 bicubic +5.163 +1.748 -39
427 gluon_resnet101_v1c 85.311 14.689 96.407 3.593 44.57 224 0.875 bicubic +5.775 +1.829 -8
428 dpn98 85.304 14.696 96.466 3.534 61.57 224 0.875 bicubic +5.660 +1.867 +1.866 -13
429 lambda_resnet26t 85.302 14.698 96.727 3.273 10.96 256 0.940 bicubic +6.204 +2.137 +20
430 dpn68b resnetblur50 85.291 14.709 96.464 96.520 3.536 3.480 12.61 25.56 224 0.875 bicubic +6.076 +5.997 +2.050 +1.886 +13 +7
431 resnetblur50 dpn68b 85.291 14.709 96.520 96.464 3.480 3.536 25.56 12.61 224 0.875 bicubic +5.998 +6.075 +1.886 +2.050 +6 +12
432 resmlp_24_224 85.264 14.736 96.496 3.504 30.02 224 0.875 bicubic +5.886 +1.950 -5
433 coat_lite_mini 85.255 14.745 96.680 3.320 11.01 224 0.900 bicubic +6.167 +2.072 +17
434 resnet33ts cait_xxs24_224 85.225 14.775 96.627 96.716 3.373 3.284 19.68 11.96 256 224 0.900 1.000 bicubic +6.017 +6.839 +2.053 +2.408 +10 +50
435 cait_xxs24_224 resnet33ts 85.225 14.775 96.716 96.627 3.284 3.373 11.96 19.68 224 256 1.000 0.900 bicubic +6.839 +6.017 +2.408 +2.053 +49 +9
436 xcit_tiny_12_p16_224_dist 85.215 14.785 96.599 3.401 6.72 224 1.000 bicubic +6.637 +2.401 +35
437 halonet26t 85.202 14.798 96.464 3.536 12.48 256 0.950 bicubic +6.090 +2.150 +11
438 resnext101_32x8d 85.195 14.805 96.451 3.549 88.79 224 0.875 bilinear +5.879 +1.933 -8
439 gluon_inception_v3 85.180 14.819 96.526 3.474 23.83 299 0.875 bicubic +6.374 +2.156 +24
440 resnet32ts 85.168 14.832 96.622 3.378 17.96 256 0.900 bicubic +6.154 +2.266 +15
441 gluon_xception65 85.155 14.845 96.597 3.403 39.92 299 0.903 bicubic +5.433 +1.737 -33
442 hrnet_w48 85.148 14.851 96.492 3.508 77.47 224 0.875 bilinear +5.849 +5.848 +1.978 -7 -6
443 gluon_resnet101_v1b 85.142 14.858 96.368 3.632 44.55 224 0.875 bicubic +5.838 +1.848 -9
444 eca_halonext26ts 85.127 14.873 96.586 3.414 10.76 256 0.940 bicubic +5.639 +1.982 -23
445 regnetx_120 85.127 14.873 96.473 3.527 46.11 224 0.875 bicubic +5.535 +1.739 -28
447 tf_efficientnet_b1_ap 85.125 14.875 96.407 3.593 7.79 240 0.882 bicubic +5.851 +2.099 -8
448 xception 85.123 14.877 96.471 3.529 22.86 299 0.897 bicubic +6.079 +2.077 +6
449 hrnet_w64 85.114 14.886 96.746 3.254 128.06 224 0.875 bilinear +5.644 +2.092 -26
450 res2net101_26w_4s lambda_resnet26rpt_256 85.095 14.905 96.383 96.560 3.617 3.440 45.21 10.99 224 256 0.875 0.940 bilinear bicubic +5.899 +6.131 +1.947 +2.134 -4 +7
451 lambda_resnet26rpt_256 res2net101_26w_4s 85.095 14.905 96.560 96.383 3.440 3.617 10.99 45.21 256 224 0.940 0.875 bicubic bilinear +6.131 +5.899 +2.134 +1.947 +6 -5
452 ssl_resnet50 85.091 14.909 96.862 3.139 25.56 224 0.875 bilinear +5.867 +2.032 -10
453 tf_efficientnet_cc_b1_8e 85.065 14.935 96.422 3.578 39.72 240 0.882 bicubic +5.751 +2.052 -22
454 xcit_nano_12_p8_384_dist 85.025 14.975 96.631 3.369 3.05 384 1.000 bicubic +7.209 +2.585 +62
490 vit_relpos_base_patch32_plus_rpn_256 84.593 15.407 96.010 3.990 119.42 256 0.900 bicubic +5.107 +1.870 -68
491 efficientnet_es 84.581 15.419 96.317 3.683 5.44 224 0.875 bicubic +6.523 +2.373 +10
492 hrnet_w30 84.576 15.424 96.383 3.617 37.71 224 0.875 bilinear +6.378 +2.159 +2
493 tf_mixnet_l 84.564 15.437 96.242 3.758 7.33 224 0.875 bicubic +5.785 +5.786 +2.244 -27
494 wide_resnet101_2 84.549 15.451 96.353 3.647 126.89 224 0.875 bilinear +5.697 +2.065 -33
495 dla60x 84.521 15.479 96.289 3.711 17.35 224 0.875 bilinear +6.293 +2.265 -2
496 legacy_seresnet101 84.506 15.494 96.330 3.670 49.33 224 0.875 bilinear +6.126 +2.068 -11
497 cs3darknet_focus_m 84.482 15.518 96.422 3.578 9.30 288 0.950 bicubic +7.200 +2.450 +42
498 resnet26t 84.467 15.533 96.217 3.783 16.01 256 0.940 bicubic +6.603 +2.375 +13
499 coat_lite_tiny 84.459 15.541 96.370 3.630 5.72 224 0.900 bicubic +6.943 +2.456 +30
500 tf_efficientnet_em 84.448 15.552 96.183 3.817 6.90 240 0.882 bicubic +6.322 +2.136 +2.137 -2
501 repvgg_b1 84.416 15.584 96.215 3.785 57.42 224 0.875 bilinear +6.048 +2.121 -15
502 efficientnet_b1_pruned 84.397 15.603 96.140 3.860 6.33 240 0.882 bicubic +6.153 +2.306 -10
503 res2net50_26w_4s 84.363 15.637 96.080 3.920 25.70 224 0.875 bilinear +6.401 +2.228 +4
504 hardcorenas_f 84.329 15.671 96.025 3.975 8.20 224 0.875 bilinear +6.227 +2.222 +2.223 -5
505 res2net50_14w_8s 84.305 15.695 96.072 3.929 25.06 224 0.875 bilinear +6.161 +2.219 +2.220 -8
506 selecsls60 84.297 15.703 96.101 3.899 30.67 224 0.875 bicubic +6.313 +2.269 -1
507 mobilevit_s 84.269 15.731 96.266 3.734 5.58 256 0.900 bicubic +5.959 +2.114 -18
508 regnetx_032 84.243 15.757 96.251 3.749 15.30 224 0.875 bicubic +6.059 +2.163 -12
521 efficientnet_b0 84.032 15.968 95.958 4.042 5.29 224 0.875 bicubic +6.332 +2.426 -2
522 crossvit_9_dagger_240 84.015 15.985 96.084 3.916 8.78 240 0.875 bicubic +7.037 +2.470 +27
523 tf_efficientnet_cc_b0_8e 83.970 16.030 96.074 3.926 24.01 224 0.875 bicubic +6.070 +2.416 -13
gmixer_24_224 83.966 16.034 95.854 4.146 24.72 224 0.875 bicubic +5.930 +2.184 -23
524 hardcorenas_e 83.966 16.034 95.903 4.097 8.07 224 0.875 bilinear +6.180 +2.199 -6
525 tv_resnext50_32x4d gmixer_24_224 83.957 83.966 16.043 16.034 95.967 95.854 4.033 4.146 25.03 24.72 224 0.875 bilinear bicubic +6.339 +5.930 +2.267 +2.184 -3 -23
526 regnety_016 83.957 16.043 96.005 3.995 11.20 224 0.875 bicubic +6.101 +2.285 -13 -12
527 tv_resnext50_32x4d 83.957 16.043 95.967 4.033 25.03 224 0.875 bilinear +6.339 +2.267 -4
528 gluon_resnet50_v1b 83.936 16.064 96.014 3.986 25.56 224 0.875 bicubic +6.352 +2.294 -2
529 densenet161 83.906 16.094 96.014 3.986 28.68 224 0.875 bicubic +6.552 +2.378 +6
530 adv_inception_v3 83.897 16.103 95.933 4.067 23.83 299 0.875 bicubic +6.319 +2.195 -3
539 dla60 83.720 16.280 95.926 4.074 22.04 224 0.875 bilinear +6.698 +2.606 +9
540 eca_resnext26ts 83.705 16.295 95.948 4.052 10.30 256 0.900 bicubic +6.247 +2.380 -9
541 repvgg_b1g4 83.697 16.303 96.025 3.975 39.97 224 0.875 bilinear +6.109 +2.195 -16
542 convmixer_1024_20_ks9_p14 83.686 16.314 95.894 4.106 24.38 224 0.960 bicubic +6.744 +2.536 +9 +10
543 legacy_seresnet50 83.665 16.335 95.978 4.022 28.09 224 0.875 bilinear +6.033 +2.228 -22
544 tf_efficientnet_b0_ap 83.652 16.348 95.781 4.219 5.29 224 0.875 bicubic +6.564 +2.523 +2
545 tf_efficientnet_cc_b0_4e 83.639 16.361 95.743 4.257 13.31 224 0.875 bicubic +6.329 +2.403 -9
557 selecsls42b 83.460 16.540 95.743 4.257 32.46 224 0.875 bicubic +6.282 +2.351 -15
558 hardcorenas_c 83.336 16.664 95.713 4.287 5.52 224 0.875 bilinear +6.284 +2.553 -11
559 tf_efficientnet_lite1 83.332 16.668 95.640 4.360 5.42 240 0.882 bicubic +6.694 +2.416 +2
560 regnetx_016 83.193 16.807 95.743 4.257 9.19 224 0.875 bicubic +6.251 +2.319 -8 -9
561 dpn68 83.184 16.816 95.600 4.400 12.61 224 0.875 bicubic +6.874 +2.622 +10
562 mobilenetv2_140 83.180 16.820 95.687 4.313 6.11 224 0.875 bicubic +6.668 +2.689 +5
563 tf_efficientnet_es 83.176 16.824 95.585 4.415 5.44 224 0.875 bicubic +6.578 +2.381 0
564 tf_mixnet_m 83.176 16.824 95.459 4.541 5.01 224 0.875 bicubic +6.230 +2.307 -14
565 xcit_nano_12_p16_384_dist 83.174 16.826 95.751 4.249 3.05 384 1.000 bicubic +7.718 +3.061 +22
566 ese_vovnet19b_dw 83.109 16.890 95.775 4.225 6.54 224 0.875 bicubic +6.316 +6.315 +2.509 -10
567 levit_128s 83.058 16.942 95.531 4.469 7.78 224 0.900 bicubic +6.544 +2.661 -1
568 resnet26d 83.056 16.944 95.610 4.390 16.01 224 0.875 bicubic +6.354 +2.458 -9
569 repvgg_a2 83.001 16.999 95.593 4.407 28.21 224 0.875 bilinear +6.541 +2.583 -1
603 xcit_nano_12_p8_224 81.645 18.355 95.267 4.733 3.05 224 1.000 bicubic +7.729 +3.099 +11
604 crossvit_9_240 81.613 18.387 94.974 5.026 8.55 240 0.875 bicubic +7.653 +3.010 +9
605 mobilevit_xs 81.574 18.426 95.030 4.970 2.32 256 0.900 bicubic +6.940 +2.684 -1
606 fbnetc_100 81.559 18.441 94.959 5.041 5.57 224 0.875 bilinear +6.444 +6.443 +2.573 -14
607 legacy_seresnet34 81.538 18.462 94.897 5.103 21.96 224 0.875 bilinear +6.728 +2.771 -6
608 gluon_resnet34_v1b 81.498 18.503 94.808 5.192 21.80 224 0.875 bicubic +6.906 +2.820 -2
609 regnetx_008 81.481 18.520 95.064 4.936 7.26 224 0.875 bicubic +6.447 +2.724 -13
638 vgg13_bn 79.006 20.994 93.661 6.339 133.05 224 0.875 bilinear +7.408 +3.285 +2
639 vit_tiny_r_s16_p8_224 78.993 21.007 93.898 6.102 6.34 224 0.900 bicubic +7.199 +3.080 -1
640 lcnet_100 78.912 21.088 93.561 6.439 2.95 224 0.875 bicubic +6.802 +3.183 -4
641 edgenext_xx_small 78.698 21.302 93.503 6.497 1.33 256 0.900 bicubic +7.593 +7.592 +3.471 +2
642 tinynet_c 78.436 21.564 93.140 6.860 2.46 184 0.875 bicubic +7.208 +3.392 0
643 gluon_resnet18_v1b 78.376 21.624 93.136 6.864 11.69 224 0.875 bicubic +7.538 +3.374 +1
644 mobilevitv2_050 78.124 21.876 93.573 6.426 1.37 256 0.888 bicubic +7.984 +3.643 +3
647 regnety_002 77.411 22.589 92.912 7.088 3.16 224 0.875 bicubic +7.155 +3.378 -1
648 mixer_l16_224 77.287 22.713 90.574 9.426 208.20 224 0.875 bicubic +5.221 +2.908 -11
649 resnet18 77.279 22.721 92.760 7.240 11.69 224 0.875 bilinear +7.531 +3.676 +1
650 vgg13 77.227 22.773 92.689 7.311 133.05 224 0.875 bilinear +7.301 +3.444 +3.443 -1
651 mobilevit_xxs 76.602 23.398 92.694 7.306 1.27 256 0.900 bicubic +7.682 +3.748 +1
652 vgg11 76.393 23.607 92.154 7.846 132.86 224 0.875 bilinear +7.365 +3.526 -1
653 resnet10t 76.222 23.778 92.224 7.776 5.44 224 0.950 bilinear +7.914 +4.144 +2

@ -42,8 +42,8 @@ xcit_large_24_p8_384_dist,85.998,14.002,97.684,2.316,188.93,384,1.000,bicubic
volo_d4_224,85.876,14.124,97.468,2.532,192.96,224,0.960,bicubic
vit_large_patch16_224,85.844,14.156,97.822,2.178,304.33,224,0.900,bicubic
convnext_base_in22ft1k,85.824,14.176,97.866,2.134,88.59,224,0.875,bicubic
dm_nfnet_f5,85.816,14.184,97.486,2.514,377.21,544,0.954,bicubic
xcit_medium_24_p8_384_dist,85.816,14.184,97.592,2.408,84.32,384,1.000,bicubic
dm_nfnet_f5,85.816,14.184,97.486,2.514,377.21,544,0.954,bicubic
deit3_large_patch16_384,85.806,14.194,97.596,2.404,304.76,384,1.000,bicubic
vit_base_patch8_224,85.790,14.210,97.792,2.208,86.58,224,0.900,bicubic
xcit_large_24_p16_384_dist,85.752,14.248,97.538,2.462,189.10,384,1.000,bicubic
@ -56,8 +56,8 @@ dm_nfnet_f3,85.522,14.478,97.462,2.538,254.92,416,0.940,bicubic
tf_efficientnetv2_l,85.488,14.512,97.372,2.628,118.52,480,1.000,bicubic
cait_s36_384,85.460,14.540,97.478,2.522,68.37,384,1.000,bicubic
ig_resnext101_32x48d,85.436,14.564,97.576,2.424,828.41,224,0.875,bilinear
deit_base_distilled_patch16_384,85.422,14.578,97.332,2.668,87.63,384,1.000,bicubic
xcit_medium_24_p16_384_dist,85.422,14.578,97.406,2.594,84.40,384,1.000,bicubic
deit_base_distilled_patch16_384,85.422,14.578,97.332,2.668,87.63,384,1.000,bicubic
volo_d3_224,85.412,14.588,97.280,2.720,86.33,224,0.960,bicubic
xcit_large_24_p8_224_dist,85.398,14.602,97.410,2.590,188.93,224,1.000,bicubic
tf_efficientnet_b8_ap,85.372,14.628,97.294,2.706,87.41,672,0.954,bicubic
@ -108,8 +108,8 @@ resmlp_big_24_224_in22ft1k,84.398,15.602,97.118,2.882,129.14,224,0.875,bicubic
xcit_large_24_p8_224,84.392,15.608,96.658,3.342,188.93,224,1.000,bicubic
seresnet152d,84.364,15.636,97.044,2.956,66.84,320,1.000,bicubic
seresnext101d_32x8d,84.362,15.638,96.918,3.082,93.59,288,1.000,bicubic
convnext_large,84.296,15.704,96.894,3.106,197.77,224,0.875,bicubic
tf_efficientnetv2_s_in21ft1k,84.296,15.704,97.254,2.746,21.46,384,1.000,bicubic
convnext_large,84.296,15.704,96.894,3.106,197.77,224,0.875,bicubic
swsl_resnext101_32x8d,84.290,15.710,97.182,2.818,88.79,224,0.875,bilinear
xcit_medium_24_p16_224_dist,84.278,15.722,96.940,3.060,84.40,224,1.000,bicubic
vit_base_patch16_224_miil,84.272,15.728,96.802,3.198,86.54,224,0.875,bilinear
@ -128,8 +128,8 @@ convnext_tiny_384_in22ft1k,84.076,15.924,97.158,2.842,28.59,384,1.000,bicubic
cait_xs24_384,84.064,15.936,96.890,3.110,26.67,384,1.000,bicubic
regnetz_d8,84.052,15.948,96.996,3.004,23.37,320,1.000,bicubic
regnetz_d8_evos,84.050,15.950,96.996,3.004,23.46,320,0.950,bicubic
tf_efficientnet_b3_ns,84.048,15.952,96.912,3.088,12.23,300,0.904,bicubic
vit_small_r26_s32_384,84.048,15.952,97.328,2.672,36.47,384,1.000,bicubic
tf_efficientnet_b3_ns,84.048,15.952,96.912,3.088,12.23,300,0.904,bicubic
regnetz_d32,84.024,15.976,96.868,3.132,27.58,320,0.950,bicubic
resnetv2_50x3_bitm,84.012,15.988,97.126,2.874,217.32,448,1.000,bilinear
eca_nfnet_l1,84.012,15.988,97.032,2.968,41.41,320,1.000,bicubic
@ -159,6 +159,7 @@ twins_svt_large,83.680,16.320,96.594,3.406,99.27,224,0.900,bicubic
resnet152d,83.678,16.322,96.740,3.260,60.21,320,1.000,bicubic
resmlp_big_24_distilled_224,83.588,16.412,96.648,3.352,129.14,224,0.875,bicubic
jx_nest_base,83.554,16.446,96.364,3.636,67.72,224,0.875,bicubic
cs3se_edgenet_x,83.548,16.452,96.666,3.334,50.72,320,1.000,bicubic
swinv2_cr_small_ns_224,83.486,16.514,96.484,3.516,49.70,224,0.900,bicubic
cait_s24_224,83.458,16.542,96.562,3.438,46.92,224,1.000,bicubic
deit3_small_patch16_384,83.428,16.572,96.676,3.324,22.21,384,1.000,bicubic
@ -178,8 +179,8 @@ regnetv_040,83.198,16.802,96.664,3.336,20.64,288,1.000,bicubic
xception65,83.174,16.826,96.592,3.408,39.92,299,0.940,bicubic
convnext_small,83.150,16.850,96.430,3.570,50.22,224,0.875,bicubic
resnext101_64x4d,83.144,16.856,96.374,3.626,83.46,288,1.000,bicubic
swinv2_cr_small_224,83.138,16.862,96.098,3.902,49.70,224,0.900,bicubic
twins_svt_base,83.138,16.862,96.420,3.580,56.07,224,0.900,bicubic
swinv2_cr_small_224,83.138,16.862,96.098,3.902,49.70,224,0.900,bicubic
twins_pcpvt_large,83.136,16.864,96.604,3.396,60.99,224,0.900,bicubic
xception65p,83.130,16.870,96.480,3.520,39.82,299,0.940,bicubic
jx_nest_small,83.120,16.880,96.330,3.670,38.35,224,0.875,bicubic
@ -203,8 +204,10 @@ pnasnet5large,82.782,17.218,96.042,3.958,86.06,331,0.911,bicubic
vit_relpos_base_patch16_clsgap_224,82.760,17.240,96.174,3.826,86.43,224,0.900,bicubic
nfnet_l0,82.752,17.248,96.518,3.482,35.07,288,1.000,bicubic
regnety_032,82.724,17.276,96.422,3.578,19.44,288,1.000,bicubic
cs3edgenet_x,82.722,17.278,96.376,3.624,47.82,288,1.000,bicubic
twins_pcpvt_base,82.708,17.292,96.350,3.650,43.83,224,0.900,bicubic
ig_resnext101_32x8d,82.698,17.302,96.632,3.368,88.79,224,0.875,bilinear
cs3sedarknet_x,82.654,17.346,96.346,3.654,35.40,288,1.000,bicubic
xcit_medium_24_p16_224,82.638,17.362,95.978,4.022,84.40,224,1.000,bicubic
regnetz_c16_evos,82.632,17.368,96.476,3.524,13.49,320,0.950,bicubic
nasnetalarge,82.618,17.382,96.044,3.956,88.75,331,0.911,bicubic
@ -215,8 +218,8 @@ eca_nfnet_l0,82.578,17.422,96.490,3.510,24.14,288,1.000,bicubic
xcit_tiny_24_p16_384_dist,82.572,17.428,96.288,3.712,12.12,384,1.000,bicubic
vit_relpos_medium_patch16_cls_224,82.562,17.438,96.066,3.934,38.76,224,0.900,bicubic
xcit_tiny_24_p8_224_dist,82.560,17.440,96.168,3.832,12.11,224,1.000,bicubic
crossvit_18_dagger_240,82.520,17.480,96.068,3.932,44.27,240,0.875,bicubic
regnetz_c16,82.520,17.480,96.360,3.640,13.46,320,0.940,bicubic
crossvit_18_dagger_240,82.520,17.480,96.068,3.932,44.27,240,0.875,bicubic
resnet61q,82.518,17.482,96.130,3.870,36.85,288,1.000,bicubic
vit_relpos_base_patch16_224,82.486,17.514,96.142,3.858,86.43,224,0.900,bicubic
gc_efficientnetv2_rw_t,82.466,17.534,96.298,3.702,13.68,288,1.000,bicubic
@ -228,8 +231,8 @@ xcit_tiny_12_p8_384_dist,82.386,17.614,96.222,3.778,6.71,384,1.000,bicubic
tf_efficientnet_b2_ns,82.384,17.616,96.246,3.754,9.11,260,0.890,bicubic
resnet51q,82.358,17.642,96.178,3.822,35.70,288,1.000,bilinear
ecaresnet50t,82.348,17.652,96.138,3.862,25.57,320,0.950,bicubic
sequencer2d_s,82.344,17.656,96.034,3.966,27.65,224,0.875,bicubic
efficientnetv2_rw_t,82.344,17.656,96.196,3.804,13.65,288,1.000,bicubic
sequencer2d_s,82.344,17.656,96.034,3.966,27.65,224,0.875,bicubic
mobilevitv2_200_in22ft1k,82.334,17.666,95.938,4.062,18.45,256,0.888,bicubic
resnetv2_101x1_bitm,82.332,17.668,96.516,3.484,44.54,448,1.000,bilinear
crossvit_15_dagger_240,82.326,17.674,95.956,4.044,28.21,240,0.875,bicubic
@ -249,11 +252,11 @@ cait_xxs36_384,82.192,17.808,96.144,3.856,17.37,384,1.000,bicubic
swsl_resnext50_32x4d,82.176,17.824,96.232,3.768,25.03,224,0.875,bilinear
ecaresnet101d,82.170,17.830,96.048,3.952,44.57,224,0.875,bicubic
swin_s3_tiny_224,82.124,17.876,95.950,4.050,28.33,224,0.900,bicubic
poolformer_m36,82.108,17.892,95.690,4.310,56.17,224,0.950,bicubic
visformer_small,82.108,17.892,95.876,4.124,40.22,224,0.900,bicubic
poolformer_m36,82.108,17.892,95.690,4.310,56.17,224,0.950,bicubic
halo2botnet50ts_256,82.068,17.932,95.642,4.358,22.64,256,0.950,bicubic
convnext_tiny,82.062,17.938,95.854,4.146,28.59,224,0.875,bicubic
tresnet_xl,82.062,17.938,95.936,4.064,78.44,224,0.875,bilinear
convnext_tiny,82.062,17.938,95.854,4.146,28.59,224,0.875,bicubic
resnetv2_101,82.046,17.954,95.862,4.138,44.54,224,0.950,bicubic
fbnetv3_g,82.034,17.966,96.066,3.934,16.62,288,0.950,bilinear
pit_s_distilled_224,81.994,18.006,95.796,4.204,24.04,224,0.900,bicubic
@ -287,6 +290,7 @@ tnt_s_patch16_224,81.518,18.482,95.746,4.254,23.76,224,0.900,bicubic
levit_256,81.516,18.484,95.490,4.510,18.89,224,0.900,bicubic
vit_large_patch32_384,81.508,18.492,96.090,3.910,306.63,384,1.000,bicubic
tresnet_l,81.490,18.510,95.626,4.374,55.99,224,0.875,bilinear
convnext_nano,81.476,18.524,95.660,4.340,15.59,288,1.000,bicubic
mobilevitv2_150_in22ft1k,81.470,18.530,95.668,4.332,10.59,256,0.888,bicubic
wide_resnet50_2,81.456,18.544,95.530,4.470,68.88,224,0.875,bicubic
vit_relpos_small_patch16_224,81.454,18.546,95.828,4.172,21.98,224,0.900,bicubic
@ -304,16 +308,16 @@ efficientnet_el,81.306,18.694,95.534,4.466,10.59,300,0.904,bicubic
coat_mini,81.266,18.734,95.392,4.608,10.34,224,0.900,bicubic
seresnext50_32x4d,81.262,18.738,95.628,4.372,27.56,224,0.875,bicubic
gluon_senet154,81.230,18.770,95.346,4.654,115.09,224,0.875,bicubic
deit_small_distilled_patch16_224,81.208,18.792,95.374,4.626,22.44,224,0.900,bicubic
xcit_tiny_12_p8_224_dist,81.208,18.792,95.606,4.394,6.71,224,1.000,bicubic
deit_small_distilled_patch16_224,81.208,18.792,95.374,4.626,22.44,224,0.900,bicubic
swsl_resnet50,81.180,18.820,95.980,4.020,25.56,224,0.875,bilinear
resmlp_36_distilled_224,81.156,18.844,95.486,4.514,44.69,224,0.875,bicubic
sebotnet33ts_256,81.154,18.846,95.166,4.834,13.70,256,0.940,bicubic
lambda_resnet50ts,81.152,18.848,95.102,4.898,21.54,256,0.950,bicubic
mobilevitv2_200,81.140,18.860,95.368,4.632,18.45,256,0.888,bicubic
resnest50d_4s2x40d,81.108,18.892,95.562,4.438,30.42,224,0.875,bicubic
pit_s_224,81.098,18.902,95.332,4.668,23.46,224,0.900,bicubic
vit_srelpos_small_patch16_224,81.098,18.902,95.572,4.428,21.97,224,0.900,bicubic
pit_s_224,81.098,18.902,95.332,4.668,23.46,224,0.900,bicubic
resnext50_32x4d,81.096,18.904,95.326,4.674,25.03,224,0.950,bicubic
twins_pcpvt_small,81.090,18.910,95.642,4.358,24.11,224,0.900,bicubic
haloregnetz_b,81.044,18.956,95.198,4.802,11.68,224,0.940,bicubic
@ -377,8 +381,8 @@ vit_base_patch16_224_sam,80.244,19.756,94.754,5.246,86.57,224,0.900,bicubic
legacy_seresnext101_32x4d,80.222,19.778,95.014,4.986,48.96,224,0.875,bilinear
repvgg_b3g4,80.216,19.784,95.108,4.892,83.83,224,0.875,bilinear
tf_efficientnetv2_b2,80.208,19.792,95.044,4.956,10.10,260,0.890,bicubic
dpn107,80.168,19.832,94.906,5.094,86.92,224,0.875,bicubic
inception_v4,80.168,19.832,94.964,5.036,42.68,299,0.875,bicubic
dpn107,80.168,19.832,94.906,5.094,86.92,224,0.875,bicubic
convmixer_768_32,80.164,19.836,95.072,4.928,21.11,224,0.960,bicubic
skresnext50_32x4d,80.154,19.846,94.646,5.354,27.48,224,0.875,bicubic
tf_efficientnet_b2,80.088,19.912,94.908,5.092,9.11,260,0.890,bicubic
@ -428,8 +432,8 @@ tf_efficientnet_cc_b1_8e,79.314,20.686,94.370,5.630,39.72,240,0.882,bicubic
ese_vovnet39b,79.312,20.688,94.714,5.286,24.57,224,0.875,bicubic
pit_xs_distilled_224,79.308,20.692,94.366,5.634,11.00,224,0.900,bicubic
gluon_resnet101_v1b,79.304,20.696,94.520,5.480,44.55,224,0.875,bicubic
hrnet_w48,79.300,20.700,94.514,5.486,77.47,224,0.875,bilinear
nf_regnet_b1,79.300,20.700,94.754,5.246,10.22,288,0.900,bicubic
hrnet_w48,79.300,20.700,94.514,5.486,77.47,224,0.875,bilinear
resnetblur50,79.294,20.706,94.634,5.366,25.56,224,0.875,bicubic
eca_botnext26ts_256,79.276,20.724,94.616,5.384,10.59,256,0.950,bicubic
tf_efficientnet_b1_ap,79.274,20.726,94.308,5.692,7.79,240,0.882,bicubic
@ -544,8 +548,8 @@ hardcorenas_c,77.052,22.948,93.160,6.840,5.52,224,0.875,bilinear
dla60,77.022,22.978,93.320,6.680,22.04,224,0.875,bilinear
crossvit_9_dagger_240,76.978,23.022,93.614,6.386,8.78,240,0.875,bicubic
tf_mixnet_m,76.946,23.054,93.152,6.848,5.01,224,0.875,bicubic
convmixer_1024_20_ks9_p14,76.942,23.058,93.358,6.642,24.38,224,0.960,bicubic
regnetx_016,76.942,23.058,93.424,6.576,9.19,224,0.875,bicubic
convmixer_1024_20_ks9_p14,76.942,23.058,93.358,6.642,24.38,224,0.960,bicubic
gernet_s,76.916,23.084,93.134,6.866,8.17,224,0.875,bilinear
skresnet34,76.904,23.096,93.320,6.680,22.28,224,0.875,bicubic
tf_efficientnet_b0,76.840,23.160,93.218,6.782,5.29,224,0.875,bicubic

1 model top1 top1_err top5 top5_err param_count img_size crop_pct interpolation
42 volo_d4_224 85.876 14.124 97.468 2.532 192.96 224 0.960 bicubic
43 vit_large_patch16_224 85.844 14.156 97.822 2.178 304.33 224 0.900 bicubic
44 convnext_base_in22ft1k 85.824 14.176 97.866 2.134 88.59 224 0.875 bicubic
dm_nfnet_f5 85.816 14.184 97.486 2.514 377.21 544 0.954 bicubic
45 xcit_medium_24_p8_384_dist 85.816 14.184 97.592 2.408 84.32 384 1.000 bicubic
46 dm_nfnet_f5 85.816 14.184 97.486 2.514 377.21 544 0.954 bicubic
47 deit3_large_patch16_384 85.806 14.194 97.596 2.404 304.76 384 1.000 bicubic
48 vit_base_patch8_224 85.790 14.210 97.792 2.208 86.58 224 0.900 bicubic
49 xcit_large_24_p16_384_dist 85.752 14.248 97.538 2.462 189.10 384 1.000 bicubic
56 tf_efficientnetv2_l 85.488 14.512 97.372 2.628 118.52 480 1.000 bicubic
57 cait_s36_384 85.460 14.540 97.478 2.522 68.37 384 1.000 bicubic
58 ig_resnext101_32x48d 85.436 14.564 97.576 2.424 828.41 224 0.875 bilinear
deit_base_distilled_patch16_384 85.422 14.578 97.332 2.668 87.63 384 1.000 bicubic
59 xcit_medium_24_p16_384_dist 85.422 14.578 97.406 2.594 84.40 384 1.000 bicubic
60 deit_base_distilled_patch16_384 85.422 14.578 97.332 2.668 87.63 384 1.000 bicubic
61 volo_d3_224 85.412 14.588 97.280 2.720 86.33 224 0.960 bicubic
62 xcit_large_24_p8_224_dist 85.398 14.602 97.410 2.590 188.93 224 1.000 bicubic
63 tf_efficientnet_b8_ap 85.372 14.628 97.294 2.706 87.41 672 0.954 bicubic
108 xcit_large_24_p8_224 84.392 15.608 96.658 3.342 188.93 224 1.000 bicubic
109 seresnet152d 84.364 15.636 97.044 2.956 66.84 320 1.000 bicubic
110 seresnext101d_32x8d 84.362 15.638 96.918 3.082 93.59 288 1.000 bicubic
convnext_large 84.296 15.704 96.894 3.106 197.77 224 0.875 bicubic
111 tf_efficientnetv2_s_in21ft1k 84.296 15.704 97.254 2.746 21.46 384 1.000 bicubic
112 convnext_large 84.296 15.704 96.894 3.106 197.77 224 0.875 bicubic
113 swsl_resnext101_32x8d 84.290 15.710 97.182 2.818 88.79 224 0.875 bilinear
114 xcit_medium_24_p16_224_dist 84.278 15.722 96.940 3.060 84.40 224 1.000 bicubic
115 vit_base_patch16_224_miil 84.272 15.728 96.802 3.198 86.54 224 0.875 bilinear
128 cait_xs24_384 84.064 15.936 96.890 3.110 26.67 384 1.000 bicubic
129 regnetz_d8 84.052 15.948 96.996 3.004 23.37 320 1.000 bicubic
130 regnetz_d8_evos 84.050 15.950 96.996 3.004 23.46 320 0.950 bicubic
tf_efficientnet_b3_ns 84.048 15.952 96.912 3.088 12.23 300 0.904 bicubic
131 vit_small_r26_s32_384 84.048 15.952 97.328 2.672 36.47 384 1.000 bicubic
132 tf_efficientnet_b3_ns 84.048 15.952 96.912 3.088 12.23 300 0.904 bicubic
133 regnetz_d32 84.024 15.976 96.868 3.132 27.58 320 0.950 bicubic
134 resnetv2_50x3_bitm 84.012 15.988 97.126 2.874 217.32 448 1.000 bilinear
135 eca_nfnet_l1 84.012 15.988 97.032 2.968 41.41 320 1.000 bicubic
159 resnet152d 83.678 16.322 96.740 3.260 60.21 320 1.000 bicubic
160 resmlp_big_24_distilled_224 83.588 16.412 96.648 3.352 129.14 224 0.875 bicubic
161 jx_nest_base 83.554 16.446 96.364 3.636 67.72 224 0.875 bicubic
162 cs3se_edgenet_x 83.548 16.452 96.666 3.334 50.72 320 1.000 bicubic
163 swinv2_cr_small_ns_224 83.486 16.514 96.484 3.516 49.70 224 0.900 bicubic
164 cait_s24_224 83.458 16.542 96.562 3.438 46.92 224 1.000 bicubic
165 deit3_small_patch16_384 83.428 16.572 96.676 3.324 22.21 384 1.000 bicubic
179 xception65 83.174 16.826 96.592 3.408 39.92 299 0.940 bicubic
180 convnext_small 83.150 16.850 96.430 3.570 50.22 224 0.875 bicubic
181 resnext101_64x4d 83.144 16.856 96.374 3.626 83.46 288 1.000 bicubic
swinv2_cr_small_224 83.138 16.862 96.098 3.902 49.70 224 0.900 bicubic
182 twins_svt_base 83.138 16.862 96.420 3.580 56.07 224 0.900 bicubic
183 swinv2_cr_small_224 83.138 16.862 96.098 3.902 49.70 224 0.900 bicubic
184 twins_pcpvt_large 83.136 16.864 96.604 3.396 60.99 224 0.900 bicubic
185 xception65p 83.130 16.870 96.480 3.520 39.82 299 0.940 bicubic
186 jx_nest_small 83.120 16.880 96.330 3.670 38.35 224 0.875 bicubic
204 vit_relpos_base_patch16_clsgap_224 82.760 17.240 96.174 3.826 86.43 224 0.900 bicubic
205 nfnet_l0 82.752 17.248 96.518 3.482 35.07 288 1.000 bicubic
206 regnety_032 82.724 17.276 96.422 3.578 19.44 288 1.000 bicubic
207 cs3edgenet_x 82.722 17.278 96.376 3.624 47.82 288 1.000 bicubic
208 twins_pcpvt_base 82.708 17.292 96.350 3.650 43.83 224 0.900 bicubic
209 ig_resnext101_32x8d 82.698 17.302 96.632 3.368 88.79 224 0.875 bilinear
210 cs3sedarknet_x 82.654 17.346 96.346 3.654 35.40 288 1.000 bicubic
211 xcit_medium_24_p16_224 82.638 17.362 95.978 4.022 84.40 224 1.000 bicubic
212 regnetz_c16_evos 82.632 17.368 96.476 3.524 13.49 320 0.950 bicubic
213 nasnetalarge 82.618 17.382 96.044 3.956 88.75 331 0.911 bicubic
218 xcit_tiny_24_p16_384_dist 82.572 17.428 96.288 3.712 12.12 384 1.000 bicubic
219 vit_relpos_medium_patch16_cls_224 82.562 17.438 96.066 3.934 38.76 224 0.900 bicubic
220 xcit_tiny_24_p8_224_dist 82.560 17.440 96.168 3.832 12.11 224 1.000 bicubic
crossvit_18_dagger_240 82.520 17.480 96.068 3.932 44.27 240 0.875 bicubic
221 regnetz_c16 82.520 17.480 96.360 3.640 13.46 320 0.940 bicubic
222 crossvit_18_dagger_240 82.520 17.480 96.068 3.932 44.27 240 0.875 bicubic
223 resnet61q 82.518 17.482 96.130 3.870 36.85 288 1.000 bicubic
224 vit_relpos_base_patch16_224 82.486 17.514 96.142 3.858 86.43 224 0.900 bicubic
225 gc_efficientnetv2_rw_t 82.466 17.534 96.298 3.702 13.68 288 1.000 bicubic
231 tf_efficientnet_b2_ns 82.384 17.616 96.246 3.754 9.11 260 0.890 bicubic
232 resnet51q 82.358 17.642 96.178 3.822 35.70 288 1.000 bilinear
233 ecaresnet50t 82.348 17.652 96.138 3.862 25.57 320 0.950 bicubic
sequencer2d_s 82.344 17.656 96.034 3.966 27.65 224 0.875 bicubic
234 efficientnetv2_rw_t 82.344 17.656 96.196 3.804 13.65 288 1.000 bicubic
235 sequencer2d_s 82.344 17.656 96.034 3.966 27.65 224 0.875 bicubic
236 mobilevitv2_200_in22ft1k 82.334 17.666 95.938 4.062 18.45 256 0.888 bicubic
237 resnetv2_101x1_bitm 82.332 17.668 96.516 3.484 44.54 448 1.000 bilinear
238 crossvit_15_dagger_240 82.326 17.674 95.956 4.044 28.21 240 0.875 bicubic
252 swsl_resnext50_32x4d 82.176 17.824 96.232 3.768 25.03 224 0.875 bilinear
253 ecaresnet101d 82.170 17.830 96.048 3.952 44.57 224 0.875 bicubic
254 swin_s3_tiny_224 82.124 17.876 95.950 4.050 28.33 224 0.900 bicubic
poolformer_m36 82.108 17.892 95.690 4.310 56.17 224 0.950 bicubic
255 visformer_small 82.108 17.892 95.876 4.124 40.22 224 0.900 bicubic
256 poolformer_m36 82.108 17.892 95.690 4.310 56.17 224 0.950 bicubic
257 halo2botnet50ts_256 82.068 17.932 95.642 4.358 22.64 256 0.950 bicubic
convnext_tiny 82.062 17.938 95.854 4.146 28.59 224 0.875 bicubic
258 tresnet_xl 82.062 17.938 95.936 4.064 78.44 224 0.875 bilinear
259 convnext_tiny 82.062 17.938 95.854 4.146 28.59 224 0.875 bicubic
260 resnetv2_101 82.046 17.954 95.862 4.138 44.54 224 0.950 bicubic
261 fbnetv3_g 82.034 17.966 96.066 3.934 16.62 288 0.950 bilinear
262 pit_s_distilled_224 81.994 18.006 95.796 4.204 24.04 224 0.900 bicubic
290 levit_256 81.516 18.484 95.490 4.510 18.89 224 0.900 bicubic
291 vit_large_patch32_384 81.508 18.492 96.090 3.910 306.63 384 1.000 bicubic
292 tresnet_l 81.490 18.510 95.626 4.374 55.99 224 0.875 bilinear
293 convnext_nano 81.476 18.524 95.660 4.340 15.59 288 1.000 bicubic
294 mobilevitv2_150_in22ft1k 81.470 18.530 95.668 4.332 10.59 256 0.888 bicubic
295 wide_resnet50_2 81.456 18.544 95.530 4.470 68.88 224 0.875 bicubic
296 vit_relpos_small_patch16_224 81.454 18.546 95.828 4.172 21.98 224 0.900 bicubic
308 coat_mini 81.266 18.734 95.392 4.608 10.34 224 0.900 bicubic
309 seresnext50_32x4d 81.262 18.738 95.628 4.372 27.56 224 0.875 bicubic
310 gluon_senet154 81.230 18.770 95.346 4.654 115.09 224 0.875 bicubic
deit_small_distilled_patch16_224 81.208 18.792 95.374 4.626 22.44 224 0.900 bicubic
311 xcit_tiny_12_p8_224_dist 81.208 18.792 95.606 4.394 6.71 224 1.000 bicubic
312 deit_small_distilled_patch16_224 81.208 18.792 95.374 4.626 22.44 224 0.900 bicubic
313 swsl_resnet50 81.180 18.820 95.980 4.020 25.56 224 0.875 bilinear
314 resmlp_36_distilled_224 81.156 18.844 95.486 4.514 44.69 224 0.875 bicubic
315 sebotnet33ts_256 81.154 18.846 95.166 4.834 13.70 256 0.940 bicubic
316 lambda_resnet50ts 81.152 18.848 95.102 4.898 21.54 256 0.950 bicubic
317 mobilevitv2_200 81.140 18.860 95.368 4.632 18.45 256 0.888 bicubic
318 resnest50d_4s2x40d 81.108 18.892 95.562 4.438 30.42 224 0.875 bicubic
pit_s_224 81.098 18.902 95.332 4.668 23.46 224 0.900 bicubic
319 vit_srelpos_small_patch16_224 81.098 18.902 95.572 4.428 21.97 224 0.900 bicubic
320 pit_s_224 81.098 18.902 95.332 4.668 23.46 224 0.900 bicubic
321 resnext50_32x4d 81.096 18.904 95.326 4.674 25.03 224 0.950 bicubic
322 twins_pcpvt_small 81.090 18.910 95.642 4.358 24.11 224 0.900 bicubic
323 haloregnetz_b 81.044 18.956 95.198 4.802 11.68 224 0.940 bicubic
381 legacy_seresnext101_32x4d 80.222 19.778 95.014 4.986 48.96 224 0.875 bilinear
382 repvgg_b3g4 80.216 19.784 95.108 4.892 83.83 224 0.875 bilinear
383 tf_efficientnetv2_b2 80.208 19.792 95.044 4.956 10.10 260 0.890 bicubic
dpn107 80.168 19.832 94.906 5.094 86.92 224 0.875 bicubic
384 inception_v4 80.168 19.832 94.964 5.036 42.68 299 0.875 bicubic
385 dpn107 80.168 19.832 94.906 5.094 86.92 224 0.875 bicubic
386 convmixer_768_32 80.164 19.836 95.072 4.928 21.11 224 0.960 bicubic
387 skresnext50_32x4d 80.154 19.846 94.646 5.354 27.48 224 0.875 bicubic
388 tf_efficientnet_b2 80.088 19.912 94.908 5.092 9.11 260 0.890 bicubic
432 ese_vovnet39b 79.312 20.688 94.714 5.286 24.57 224 0.875 bicubic
433 pit_xs_distilled_224 79.308 20.692 94.366 5.634 11.00 224 0.900 bicubic
434 gluon_resnet101_v1b 79.304 20.696 94.520 5.480 44.55 224 0.875 bicubic
hrnet_w48 79.300 20.700 94.514 5.486 77.47 224 0.875 bilinear
435 nf_regnet_b1 79.300 20.700 94.754 5.246 10.22 288 0.900 bicubic
436 hrnet_w48 79.300 20.700 94.514 5.486 77.47 224 0.875 bilinear
437 resnetblur50 79.294 20.706 94.634 5.366 25.56 224 0.875 bicubic
438 eca_botnext26ts_256 79.276 20.724 94.616 5.384 10.59 256 0.950 bicubic
439 tf_efficientnet_b1_ap 79.274 20.726 94.308 5.692 7.79 240 0.882 bicubic
548 dla60 77.022 22.978 93.320 6.680 22.04 224 0.875 bilinear
549 crossvit_9_dagger_240 76.978 23.022 93.614 6.386 8.78 240 0.875 bicubic
550 tf_mixnet_m 76.946 23.054 93.152 6.848 5.01 224 0.875 bicubic
convmixer_1024_20_ks9_p14 76.942 23.058 93.358 6.642 24.38 224 0.960 bicubic
551 regnetx_016 76.942 23.058 93.424 6.576 9.19 224 0.875 bicubic
552 convmixer_1024_20_ks9_p14 76.942 23.058 93.358 6.642 24.38 224 0.960 bicubic
553 gernet_s 76.916 23.084 93.134 6.866 8.17 224 0.875 bilinear
554 skresnet34 76.904 23.096 93.320 6.680 22.28 224 0.875 bicubic
555 tf_efficientnet_b0 76.840 23.160 93.218 6.782 5.29 224 0.875 bicubic

@ -18,8 +18,8 @@ convnext_xlarge_384_in22ft1k,77.710,22.290,94.200,5.800,350.20,384,1.000,bicubic
swinv2_large_window12to24_192to384_22kft1k,77.310,22.690,93.930,6.070,196.74,384,1.000,bicubic,-10.146,-4.322,-9
tf_efficientnet_b6_ns,77.280,22.720,93.890,6.110,43.04,528,0.942,bicubic,-9.170,-3.996,+9
swinv2_base_window12to24_192to384_22kft1k,77.170,22.830,94.260,5.740,87.92,384,1.000,bicubic,-9.938,-3.976,-7
volo_d3_448,77.070,22.930,94.110,5.890,86.63,448,1.000,bicubic,-9.426,-3.600,+4
vit_large_r50_s32_384,77.070,22.930,93.720,6.280,329.09,384,1.000,bicubic,-9.110,-4.200,+13
volo_d3_448,77.070,22.930,94.110,5.890,86.63,448,1.000,bicubic,-9.426,-3.600,+5
vit_large_r50_s32_384,77.070,22.930,93.720,6.280,329.09,384,1.000,bicubic,-9.110,-4.200,+12
tf_efficientnetv2_xl_in21ft1k,77.040,22.960,93.270,6.730,208.12,512,1.000,bicubic,-9.380,-4.598,+7
swin_large_patch4_window12_384,77.030,22.970,93.750,6.250,196.74,384,1.000,bicubic,-10.122,-4.490,-12
tf_efficientnetv2_l_in21ft1k,76.940,23.060,93.960,6.040,118.52,480,1.000,bicubic,-9.364,-4.020,+7
@ -36,15 +36,15 @@ convnext_base_384_in22ft1k,76.580,23.420,93.720,6.280,88.59,384,1.000,bicubic,-9
volo_d5_224,76.580,23.420,93.300,6.700,295.46,224,0.960,bicubic,-9.490,-4.278,+1
deit3_base_patch16_224_in21ft1k,76.540,23.460,93.560,6.440,86.59,224,1.000,bicubic,-9.176,-4.184,+14
vit_base_patch16_384,76.480,23.520,93.770,6.230,86.86,384,1.000,bicubic,-9.526,-4.234,+2
convnext_large_in22ft1k,76.430,23.570,93.470,6.530,197.77,224,0.875,bicubic,-10.206,-4.558,-15
swinv2_base_window12to16_192to256_22kft1k,76.430,23.570,93.690,6.310,87.92,256,0.900,bicubic,-9.840,-4.206,-7
swinv2_base_window12to16_192to256_22kft1k,76.430,23.570,93.690,6.310,87.92,256,0.900,bicubic,-9.840,-4.206,-6
convnext_large_in22ft1k,76.430,23.570,93.470,6.530,197.77,224,0.875,bicubic,-10.206,-4.558,-16
cait_m36_384,76.330,23.670,93.050,6.950,271.22,384,1.000,bicubic,-9.724,-4.680,-3
vit_large_patch16_224,76.300,23.700,93.600,6.400,304.33,224,0.900,bicubic,-9.544,-4.222,+1
swin_base_patch4_window12_384,76.290,23.710,93.320,6.680,87.90,384,1.000,bicubic,-10.142,-4.736,-14
tf_efficientnetv2_l,76.280,23.720,92.970,7.030,118.52,480,1.000,bicubic,-9.208,-4.402,+12
swin_large_patch4_window7_224,76.270,23.730,93.410,6.590,196.53,224,0.900,bicubic,-10.050,-4.482,-14
cait_s36_384,76.210,23.790,92.970,7.030,68.37,384,1.000,bicubic,-9.250,-4.508,+11
xcit_medium_24_p8_384_dist,76.140,23.860,92.980,7.020,84.32,384,1.000,bicubic,-9.676,-4.612,-1
xcit_medium_24_p8_384_dist,76.140,23.860,92.980,7.020,84.32,384,1.000,bicubic,-9.676,-4.612,-2
dm_nfnet_f6,76.130,23.870,93.110,6.890,438.36,576,0.956,bicubic,-10.012,-4.620,-13
tf_efficientnet_b7_ap,76.100,23.900,92.970,7.030,66.35,600,0.949,bicubic,-9.020,-4.282,+22
volo_d2_384,76.090,23.910,93.130,6.870,58.87,384,1.000,bicubic,-9.946,-4.444,-11
@ -61,9 +61,9 @@ ig_resnext101_32x16d,75.750,24.250,92.880,7.120,194.03,224,0.875,bilinear,-8.420
tf_efficientnet_b4_ns,75.670,24.330,93.050,6.950,19.34,380,0.922,bicubic,-9.490,-4.420,+9
volo_d1_384,75.620,24.380,93.060,6.940,26.78,384,1.000,bicubic,-9.630,-4.154,+4
volo_d3_224,75.610,24.390,93.000,7.000,86.33,224,0.960,bicubic,-9.802,-4.280,-2
convnext_base_in22ft1k,75.580,24.420,93.130,6.870,88.59,224,0.875,bicubic,-10.244,-4.736,-21
vit_base_r50_s16_384,75.580,24.420,92.790,7.210,98.95,384,1.000,bicubic,-9.396,-4.500,+18
deit_base_distilled_patch16_384,75.550,24.450,92.500,7.500,87.63,384,1.000,bicubic,-9.872,-4.832,-7
convnext_base_in22ft1k,75.580,24.420,93.130,6.870,88.59,224,0.875,bicubic,-10.244,-4.736,-20
vit_base_r50_s16_384,75.580,24.420,92.790,7.210,98.95,384,1.000,bicubic,-9.396,-4.500,+17
deit_base_distilled_patch16_384,75.550,24.450,92.500,7.500,87.63,384,1.000,bicubic,-9.872,-4.832,-6
tf_efficientnetv2_m,75.520,24.480,92.620,7.380,54.14,480,1.000,bicubic,-9.516,-4.658,+12
regnetz_e8,75.490,24.510,92.710,7.290,57.70,320,1.000,bicubic,-9.540,-4.554,+12
cait_s24_384,75.480,24.520,92.600,7.400,47.06,384,1.000,bicubic,-9.570,-4.748,+9
@ -76,10 +76,10 @@ dm_nfnet_f3,75.200,24.800,92.940,7.060,254.92,416,0.940,bicubic,-10.322,-4.522,-
efficientnetv2_rw_m,75.160,24.840,92.570,7.430,53.24,416,1.000,bicubic,-9.652,-4.576,+13
deit3_large_patch16_224,75.140,24.860,92.280,7.720,304.37,224,0.900,bicubic,-9.622,-4.758,+14
ecaresnet269d,75.120,24.880,92.840,7.160,102.09,352,1.000,bicubic,-9.854,-4.386,+5
xcit_medium_24_p16_384_dist,75.110,24.890,92.440,7.560,84.40,384,1.000,bicubic,-10.312,-4.966,-19
xcit_medium_24_p16_384_dist,75.110,24.890,92.440,7.560,84.40,384,1.000,bicubic,-10.312,-4.966,-20
deit3_small_patch16_384_in21ft1k,75.090,24.910,92.800,7.200,22.21,384,1.000,bicubic,-9.734,-4.684,+8
convnext_small_384_in22ft1k,75.050,24.950,93.010,6.990,50.22,384,1.000,bicubic,-10.674,-4.854,-31
dm_nfnet_f5,75.010,24.990,92.600,7.400,377.21,544,0.954,bicubic,-10.806,-4.886,-37
dm_nfnet_f5,75.010,24.990,92.600,7.400,377.21,544,0.954,bicubic,-10.806,-4.886,-36
xcit_small_24_p8_224_dist,74.980,25.020,92.300,7.700,47.63,224,1.000,bicubic,-9.896,-4.888,+4
tf_efficientnet_b8,74.930,25.070,92.320,7.680,87.41,672,0.954,bicubic,-10.438,-5.072,-20
xcit_small_12_p8_384_dist,74.860,25.140,92.460,7.540,26.21,384,1.000,bicubic,-10.220,-4.820,-11
@ -95,47 +95,47 @@ swin_base_patch4_window7_224,74.540,25.460,92.560,7.440,87.77,224,0.900,bicubic,
seresnet152d,74.520,25.480,92.080,7.920,66.84,320,1.000,bicubic,-9.844,-4.964,+14
regnetz_040,74.460,25.540,91.900,8.100,27.12,320,1.000,bicubic,-9.776,-5.032,+22
resnest200e,74.460,25.540,91.860,8.140,70.20,320,0.909,bicubic,-9.368,-5.032,+49
tf_efficientnetv2_s_in21ft1k,74.450,25.550,92.500,7.500,21.46,384,1.000,bicubic,-9.846,-4.754,+14
tf_efficientnetv2_s_in21ft1k,74.450,25.550,92.500,7.500,21.46,384,1.000,bicubic,-9.846,-4.754,+13
regnetz_040h,74.440,25.560,92.240,7.760,28.94,320,1.000,bicubic,-10.056,-4.766,+3
resnetrs200,74.360,25.640,91.940,8.060,93.21,320,1.000,bicubic,-10.080,-5.140,+4
seresnextaa101d_32x8d,74.320,25.680,91.720,8.280,93.59,288,1.000,bicubic,-10.252,-5.350,-4
convnext_small_in22ft1k,74.210,25.790,92.550,7.450,50.22,224,0.875,bicubic,-10.358,-4.846,-4
seresnext101d_32x8d,74.210,25.790,91.860,8.140,93.59,288,1.000,bicubic,-10.152,-5.058,+7
efficientnetv2_rw_s,74.180,25.820,91.710,8.290,23.94,384,1.000,bicubic,-9.630,-5.014,+44
cait_xs24_384,74.170,25.830,91.910,8.090,26.67,384,1.000,bicubic,-9.894,-4.980,+22
resnest269e,74.170,25.830,91.930,8.070,110.93,416,0.928,bicubic,-10.348,-5.056,-5
cait_xs24_384,74.170,25.830,91.910,8.090,26.67,384,1.000,bicubic,-9.894,-4.980,+22
pit_b_distilled_224,74.160,25.840,91.660,8.340,74.79,224,0.900,bicubic,-9.982,-5.196,+18
swsl_resnext101_32x4d,74.140,25.860,91.990,8.010,44.18,224,0.875,bilinear,-9.100,-4.770,+67
eca_nfnet_l1,74.120,25.880,92.070,7.930,41.41,320,1.000,bicubic,-9.892,-4.962,+26
vit_large_r50_s32_224,74.120,25.880,92.380,7.620,328.99,224,0.900,bicubic,-10.310,-4.786,-4
volo_d1_224,74.120,25.880,92.030,7.970,26.63,224,0.960,bicubic,-10.044,-4.744,+13
xcit_small_12_p16_384_dist,74.120,25.880,92.070,7.930,26.25,384,1.000,bicubic,-10.588,-5.046,-19
convnext_large,74.070,25.930,91.550,8.450,197.77,224,0.875,bicubic,-10.226,-5.344,-2
swsl_resnext101_32x4d,74.140,25.860,91.990,8.010,44.18,224,0.875,bilinear,-9.100,-4.770,+68
vit_large_r50_s32_224,74.120,25.880,92.380,7.620,328.99,224,0.900,bicubic,-10.310,-4.786,-3
eca_nfnet_l1,74.120,25.880,92.070,7.930,41.41,320,1.000,bicubic,-9.892,-4.962,+25
xcit_small_12_p16_384_dist,74.120,25.880,92.070,7.930,26.25,384,1.000,bicubic,-10.588,-5.046,-18
volo_d1_224,74.120,25.880,92.030,7.970,26.63,224,0.960,bicubic,-10.044,-4.744,+12
convnext_large,74.070,25.930,91.550,8.450,197.77,224,0.875,bicubic,-10.226,-5.344,-1
xcit_large_24_p8_224,74.070,25.930,90.890,9.110,188.93,224,1.000,bicubic,-10.322,-5.768,-6
vit_base_patch16_224_miil,74.040,25.960,91.700,8.300,86.54,224,0.875,bilinear,-10.232,-5.102,0
resnetv2_152x4_bitm,74.010,25.990,92.340,7.660,936.53,480,1.000,bilinear,-10.908,-5.102,-31
swinv2_base_window16_256,74.010,25.990,91.750,8.250,87.92,256,0.900,bicubic,-10.582,-5.324,-20
tf_efficientnetv2_s,74.000,26.000,91.530,8.470,21.46,384,1.000,bicubic,-9.884,-5.168,+21
vit_base_patch16_224,74.000,26.000,92.470,7.530,86.57,224,0.900,bicubic,-10.530,-4.826,-20
swsl_resnext101_32x16d,73.990,26.010,92.180,7.820,194.03,224,0.875,bilinear,-9.360,-4.664,+51
crossvit_18_dagger_408,73.970,26.030,91.410,8.590,44.61,408,1.000,bicubic,-10.224,-5.408,+1
regnetz_d32,73.970,26.030,91.950,8.050,27.58,320,0.950,bicubic,-10.054,-4.918,+11
resnetv2_152x4_bitm,74.010,25.990,92.340,7.660,936.53,480,1.000,bilinear,-10.908,-5.102,-30
swinv2_base_window16_256,74.010,25.990,91.750,8.250,87.92,256,0.900,bicubic,-10.582,-5.324,-21
vit_base_patch16_224,74.000,26.000,92.470,7.530,86.57,224,0.900,bicubic,-10.530,-4.826,-19
tf_efficientnetv2_s,74.000,26.000,91.530,8.470,21.46,384,1.000,bicubic,-9.884,-5.168,+20
swsl_resnext101_32x16d,73.990,26.010,92.180,7.820,194.03,224,0.875,bilinear,-9.360,-4.664,+52
regnetz_d32,73.970,26.030,91.950,8.050,27.58,320,0.950,bicubic,-10.054,-4.918,+12
crossvit_18_dagger_408,73.970,26.030,91.410,8.590,44.61,408,1.000,bicubic,-10.224,-5.408,0
seresnext101_32x8d,73.940,26.060,91.450,8.550,93.57,288,1.000,bicubic,-10.264,-5.424,-2
resnetrs420,73.920,26.080,91.760,8.240,191.89,416,1.000,bicubic,-11.088,-5.364,-43
resnetv2_152x2_bitm,73.920,26.080,92.670,7.330,236.34,448,1.000,bilinear,-10.590,-4.764,-24
resnetv2_152x2_bitm,73.920,26.080,92.670,7.330,236.34,448,1.000,bilinear,-10.590,-4.764,-23
resnetrs420,73.920,26.080,91.760,8.240,191.89,416,1.000,bicubic,-11.088,-5.364,-44
xcit_small_12_p8_224_dist,73.920,26.080,91.720,8.280,26.21,224,1.000,bicubic,-10.310,-5.154,-7
resmlp_big_24_224_in22ft1k,73.900,26.100,91.750,8.250,129.14,224,0.875,bicubic,-10.498,-5.368,-20
tf_efficientnet_b6,73.890,26.110,91.750,8.250,43.04,528,0.942,bicubic,-10.218,-5.138,-2
tf_efficientnet_b3_ns,73.880,26.120,91.870,8.130,12.23,300,0.904,bicubic,-10.168,-5.042,+2
tf_efficientnet_b3_ns,73.880,26.120,91.870,8.130,12.23,300,0.904,bicubic,-10.168,-5.042,+3
convnext_base,73.870,26.130,91.320,8.680,88.59,224,0.875,bicubic,-9.970,-5.430,+13
deit3_small_patch16_224_in21ft1k,73.840,26.160,91.960,8.040,22.06,224,1.000,bicubic,-9.236,-4.816,+56
vit_small_r26_s32_384,73.800,26.200,92.290,7.710,36.47,384,1.000,bicubic,-10.248,-5.038,0
deit3_small_patch16_224_in21ft1k,73.840,26.160,91.960,8.040,22.06,224,1.000,bicubic,-9.236,-4.816,+57
vit_small_r26_s32_384,73.800,26.200,92.290,7.710,36.47,384,1.000,bicubic,-10.248,-5.038,-1
regnetz_d8,73.760,26.240,92.020,7.980,23.37,320,1.000,bicubic,-10.292,-4.976,-4
regnety_080,73.730,26.270,91.790,8.210,39.18,288,1.000,bicubic,-10.198,-5.098,+4
resnetrs270,73.690,26.310,91.570,8.430,129.86,352,1.000,bicubic,-10.746,-5.404,-30
resnetv2_101x3_bitm,73.680,26.320,92.470,7.530,387.93,448,1.000,bilinear,-10.764,-4.912,-33
resnet200d,73.680,26.320,91.570,8.430,64.69,320,1.000,bicubic,-10.280,-5.254,-1
ig_resnext101_32x8d,73.660,26.340,92.160,7.840,88.79,224,0.875,bilinear,-9.038,-4.472,+69
ig_resnext101_32x8d,73.660,26.340,92.160,7.840,88.79,224,0.875,bilinear,-9.038,-4.472,+71
xcit_medium_24_p16_224_dist,73.650,26.350,91.580,8.420,84.40,224,1.000,bicubic,-10.628,-5.360,-25
regnety_064,73.590,26.410,91.350,8.650,30.58,288,1.000,bicubic,-10.130,-5.376,+14
tf_efficientnet_b5,73.560,26.440,91.460,8.540,30.39,456,0.934,bicubic,-10.254,-5.288,+6
@ -143,93 +143,96 @@ swinv2_base_window8_256,73.540,26.460,91.520,8.480,87.92,256,0.900,bicubic,-10.7
resnet152d,73.530,26.470,91.230,8.770,60.21,320,1.000,bicubic,-10.148,-5.510,+16
regnetv_064,73.490,26.510,91.590,8.410,30.58,288,1.000,bicubic,-10.222,-5.156,+12
deit3_base_patch16_224,73.480,26.520,91.290,8.710,86.59,224,0.900,bicubic,-10.312,-5.294,+5
sequencer2d_l,73.480,26.520,91.100,8.900,54.30,224,0.875,bicubic,-9.926,-5.400,+20
sequencer2d_l,73.480,26.520,91.100,8.900,54.30,224,0.875,bicubic,-9.926,-5.400,+21
xcit_tiny_24_p8_384_dist,73.420,26.580,91.560,8.440,12.11,384,1.000,bicubic,-10.326,-5.152,+5
resnetrs350,73.400,26.600,91.310,8.690,163.96,384,1.000,bicubic,-11.312,-5.680,-56
twins_svt_large,73.390,26.610,90.910,9.090,99.27,224,0.900,bicubic,-10.290,-5.684,+9
regnetz_d8_evos,73.370,26.630,91.640,8.360,23.46,320,0.950,bicubic,-10.680,-5.356,-20
regnety_160,73.360,26.640,91.700,8.300,83.59,288,1.000,bicubic,-10.332,-5.076,+6
swin_s3_base_224,73.320,26.680,91.190,8.810,71.13,224,0.900,bicubic,-10.612,-5.470,-15
efficientnet_b4,73.310,26.690,91.280,8.720,19.34,384,1.000,bicubic,-10.114,-5.318,+12
efficientnet_b4,73.310,26.690,91.280,8.720,19.34,384,1.000,bicubic,-10.114,-5.318,+13
vit_small_patch16_384,73.300,26.700,92.000,8.000,22.20,384,1.000,bicubic,-10.500,-5.100,-5
resmlp_big_24_distilled_224,73.290,26.710,91.160,8.840,129.14,224,0.875,bicubic,-10.298,-5.488,+5
swinv2_small_window16_256,73.270,26.730,91.270,8.730,49.73,256,0.900,bicubic,-10.940,-5.600,-36
xcit_small_24_p16_224_dist,73.260,26.740,91.460,8.540,47.67,224,1.000,bicubic,-10.610,-5.272,-17
deit_base_distilled_patch16_224,73.240,26.760,91.000,9.000,87.34,224,0.900,bicubic,-10.148,-5.488,+10
deit_base_distilled_patch16_224,73.240,26.760,91.000,9.000,87.34,224,0.900,bicubic,-10.148,-5.488,+11
resnetrs152,73.200,26.800,91.260,8.740,86.62,320,1.000,bicubic,-10.514,-5.354,-4
xcit_medium_24_p8_224,73.150,26.850,90.280,9.720,84.32,224,1.000,bicubic,-10.588,-6.114,-7
vit_base_patch32_384,73.130,26.870,91.240,8.760,88.30,384,1.000,bicubic,-10.222,-5.596,+9
vit_base_patch32_384,73.130,26.870,91.240,8.760,88.30,384,1.000,bicubic,-10.222,-5.596,+10
jx_nest_base,73.120,26.880,91.060,8.940,67.72,224,0.875,bicubic,-10.434,-5.304,-1
swinv2_small_window8_256,73.110,26.890,90.930,9.070,49.73,256,0.900,bicubic,-10.744,-5.712,-22
cs3se_edgenet_x,73.100,26.900,91.260,8.740,50.72,320,1.000,bicubic,-10.448,-5.406,-2
deit3_small_patch16_384,73.090,26.910,91.240,8.760,22.21,384,1.000,bicubic,-10.338,-5.436,0
xcit_small_24_p8_224,73.080,26.920,91.140,8.860,47.63,224,1.000,bicubic,-10.760,-5.496,-21
xcit_small_24_p8_224,73.080,26.920,91.140,8.860,47.63,224,1.000,bicubic,-10.760,-5.496,-22
cait_s24_224,73.070,26.930,91.120,8.880,46.92,224,1.000,bicubic,-10.388,-5.442,-3
crossvit_15_dagger_408,72.950,27.050,91.090,8.910,28.50,408,1.000,bicubic,-10.888,-5.690,-22
resnetv2_152x2_bit_teacher_384,72.900,27.100,91.550,8.450,236.34,384,1.000,bicubic,-10.944,-5.566,-26
tf_efficientnet_b4_ap,72.880,27.120,90.980,9.020,19.34,380,0.922,bicubic,-10.368,-5.412,+5
regnetv_040,72.880,27.120,91.110,8.890,20.64,288,1.000,bicubic,-10.318,-5.554,+7
dm_nfnet_f0,72.880,27.120,91.080,8.920,71.49,256,0.900,bicubic,-10.504,-5.494,-2
convnext_tiny_384_in22ft1k,72.850,27.150,91.560,8.440,28.59,384,1.000,bicubic,-11.226,-5.598,-45
crossvit_15_dagger_408,72.950,27.050,91.090,8.910,28.50,408,1.000,bicubic,-10.888,-5.690,-23
resnetv2_152x2_bit_teacher_384,72.900,27.100,91.550,8.450,236.34,384,1.000,bicubic,-10.944,-5.566,-27
regnetv_040,72.880,27.120,91.110,8.890,20.64,288,1.000,bicubic,-10.318,-5.554,+8
dm_nfnet_f0,72.880,27.120,91.080,8.920,71.49,256,0.900,bicubic,-10.504,-5.494,-1
tf_efficientnet_b4_ap,72.880,27.120,90.980,9.020,19.34,380,0.922,bicubic,-10.368,-5.412,+3
convnext_tiny_384_in22ft1k,72.850,27.150,91.560,8.440,28.59,384,1.000,bicubic,-11.226,-5.598,-46
swinv2_cr_small_ns_224,72.800,27.200,90.800,9.200,49.70,224,0.900,bicubic,-10.686,-5.684,-11
xception65p,72.790,27.210,90.910,9.090,39.82,299,0.940,bicubic,-10.340,-5.570,+10
regnety_032,72.760,27.240,90.960,9.040,19.44,288,1.000,bicubic,-9.964,-5.462,+30
regnety_040,72.720,27.280,90.730,9.270,20.65,288,1.000,bicubic,-10.316,-5.780,+14
swin_s3_small_224,72.690,27.310,90.560,9.440,49.74,224,0.900,bicubic,-11.084,-5.892,-26
xcit_small_12_p8_224,72.620,27.380,90.670,9.330,26.21,224,1.000,bicubic,-10.720,-5.810,-6
swin_s3_small_224,72.690,27.310,90.560,9.440,49.74,224,0.900,bicubic,-11.084,-5.892,-27
resnext101_64x4d,72.620,27.380,90.840,9.160,83.46,288,1.000,bicubic,-10.524,-5.534,+2
pnasnet5large,72.610,27.390,90.510,9.490,86.06,331,0.911,bicubic,-10.172,-5.532,+22
nfnet_l0,72.610,27.390,91.000,9.000,35.07,288,1.000,bicubic,-10.142,-5.518,+23
xcit_small_12_p8_224,72.620,27.380,90.670,9.330,26.21,224,1.000,bicubic,-10.720,-5.810,-6
nfnet_l0,72.610,27.390,91.000,9.000,35.07,288,1.000,bicubic,-10.142,-5.518,+24
pnasnet5large,72.610,27.390,90.510,9.490,86.06,331,0.911,bicubic,-10.172,-5.532,+21
xception65,72.600,27.400,90.820,9.180,39.92,299,0.940,bicubic,-10.574,-5.772,-4
resnest101e,72.580,27.420,90.820,9.180,48.28,256,0.875,bilinear,-10.308,-5.500,+13
twins_pcpvt_large,72.570,27.430,90.700,9.300,60.99,224,0.900,bicubic,-10.566,-5.904,-1
swsl_resnext50_32x4d,72.560,27.440,90.850,9.150,25.03,224,0.875,bilinear,-9.616,-5.382,+64
gc_efficientnetv2_rw_t,72.550,27.450,90.830,9.170,13.68,288,1.000,bicubic,-9.916,-5.468,+36
tresnet_xl_448,72.550,27.450,90.310,9.690,78.44,448,0.875,bilinear,-10.498,-5.860,+2
swsl_resnext50_32x4d,72.560,27.440,90.850,9.150,25.03,224,0.875,bilinear,-9.616,-5.382,+66
gc_efficientnetv2_rw_t,72.550,27.450,90.830,9.170,13.68,288,1.000,bicubic,-9.916,-5.468,+38
twins_svt_base,72.550,27.450,90.450,9.550,56.07,224,0.900,bicubic,-10.588,-5.970,-6
tresnet_xl_448,72.550,27.450,90.310,9.690,78.44,448,0.875,bilinear,-10.498,-5.860,+1
deit_base_patch16_384,72.540,27.460,90.270,9.730,86.86,384,1.000,bicubic,-10.566,-6.100,-3
resnetv2_50x3_bitm,72.520,27.480,91.760,8.240,217.32,448,1.000,bilinear,-11.492,-5.366,-56
resnetv2_50x3_bitm,72.520,27.480,91.760,8.240,217.32,448,1.000,bilinear,-11.492,-5.366,-57
xcit_small_12_p16_224_dist,72.500,27.500,91.110,8.890,26.25,224,1.000,bicubic,-10.846,-5.308,-19
xcit_tiny_24_p8_224_dist,72.430,27.570,90.920,9.080,12.11,224,1.000,bicubic,-10.130,-5.248,+25
xcit_tiny_24_p8_224_dist,72.430,27.570,90.920,9.080,12.11,224,1.000,bicubic,-10.130,-5.248,+27
resnet101d,72.420,27.580,90.650,9.350,44.57,320,1.000,bicubic,-10.602,-5.796,-1
sequencer2d_m,72.410,27.590,90.710,9.290,38.31,224,0.875,bicubic,-10.398,-5.558,+7
jx_nest_small,72.360,27.640,90.690,9.310,38.35,224,0.875,bicubic,-10.760,-5.640,-10
convnext_small,72.330,27.670,90.850,9.150,50.22,224,0.875,bicubic,-10.820,-5.580,-17
cs3sedarknet_x,72.380,27.620,91.020,8.980,35.40,288,1.000,bicubic,-10.274,-5.326,+14
jx_nest_small,72.360,27.640,90.690,9.310,38.35,224,0.875,bicubic,-10.760,-5.640,-11
convnext_small,72.330,27.670,90.850,9.150,50.22,224,0.875,bicubic,-10.820,-5.580,-18
regnetz_c16,72.310,27.690,90.820,9.180,13.46,320,0.940,bicubic,-10.210,-5.540,+22
tf_efficientnet_b4,72.290,27.710,90.590,9.410,19.34,380,0.922,bicubic,-10.734,-5.710,-7
tf_efficientnet_b2_ns,72.280,27.720,91.090,8.910,9.11,260,0.890,bicubic,-10.104,-5.156,+29
tresnet_m,72.260,27.740,90.230,9.770,31.39,224,0.875,bilinear,-10.814,-5.890,-12
crossvit_18_240,72.250,27.750,90.270,9.730,43.27,240,0.875,bicubic,-10.148,-5.784,+25
tf_efficientnet_b4,72.290,27.710,90.590,9.410,19.34,380,0.922,bicubic,-10.734,-5.710,-8
tf_efficientnet_b2_ns,72.280,27.720,91.090,8.910,9.11,260,0.890,bicubic,-10.104,-5.156,+30
tresnet_m,72.260,27.740,90.230,9.770,31.39,224,0.875,bilinear,-10.814,-5.890,-13
resnetv2_50x1_bit_distilled,72.250,27.750,91.010,8.990,25.55,224,0.875,bicubic,-10.572,-5.512,-4
efficientnetv2_rw_t,72.230,27.770,90.410,9.590,13.65,288,1.000,bicubic,-10.114,-5.624,+29
nasnetalarge,72.230,27.770,90.460,9.540,88.75,331,0.911,bicubic,-10.388,-5.584,+6
regnetz_c16_evos,72.230,27.770,91.230,8.770,13.49,320,0.950,bicubic,-10.402,-5.246,+4
cait_xxs36_384,72.200,27.800,90.840,9.160,17.37,384,1.000,bicubic,-9.992,-5.304,+42
crossvit_18_240,72.250,27.750,90.270,9.730,43.27,240,0.875,bicubic,-10.148,-5.784,+25
regnetz_c16_evos,72.230,27.770,91.230,8.770,13.49,320,0.950,bicubic,-10.402,-5.246,+7
nasnetalarge,72.230,27.770,90.460,9.540,88.75,331,0.911,bicubic,-10.388,-5.584,+7
efficientnetv2_rw_t,72.230,27.770,90.410,9.590,13.65,288,1.000,bicubic,-10.114,-5.786,+27
cait_xxs36_384,72.200,27.800,90.840,9.160,17.37,384,1.000,bicubic,-9.992,-5.304,+43
twins_pcpvt_base,72.190,27.810,90.510,9.490,43.83,224,0.900,bicubic,-10.518,-5.840,-1
crossvit_18_dagger_240,72.130,27.870,90.070,9.930,44.27,240,0.875,bicubic,-10.390,-5.998,+10
xcit_tiny_24_p16_384_dist,72.080,27.920,90.590,9.410,12.12,384,1.000,bicubic,-10.492,-5.698,+6
resnet152,72.060,27.940,90.340,9.660,60.19,224,0.950,bicubic,-10.758,-5.792,-11
vit_relpos_base_patch16_clsgap_224,72.000,28.000,90.250,9.750,86.43,224,0.900,bicubic,-10.760,-5.924,-8
crossvit_18_dagger_240,72.130,27.870,90.070,9.930,44.27,240,0.875,bicubic,-10.390,-5.998,+12
xcit_tiny_24_p16_384_dist,72.080,27.920,90.590,9.410,12.12,384,1.000,bicubic,-10.492,-5.698,+7
resnet152,72.060,27.940,90.340,9.660,60.19,224,0.950,bicubic,-10.758,-5.792,-12
mobilevitv2_200_384_in22ft1k,72.000,28.000,90.630,9.370,18.45,384,1.000,bicubic,-11.400,-5.952,-45
vit_relpos_medium_patch16_cls_224,71.990,28.010,90.290,9.710,38.76,224,0.900,bicubic,-10.572,-5.776,+3
sequencer2d_s,71.940,28.060,90.490,9.510,27.65,224,0.875,bicubic,-10.404,-5.706,+17
vit_relpos_base_patch16_clsgap_224,72.000,28.000,90.250,9.750,86.43,224,0.900,bicubic,-10.760,-5.924,-10
vit_relpos_medium_patch16_cls_224,71.990,28.010,90.290,9.710,38.76,224,0.900,bicubic,-10.572,-5.776,+4
sequencer2d_s,71.940,28.060,90.490,9.510,27.65,224,0.875,bicubic,-10.404,-5.544,+19
swinv2_cr_small_224,71.880,28.120,90.260,9.740,49.70,224,0.900,bicubic,-11.258,-5.838,-34
eca_nfnet_l0,71.840,28.160,91.110,8.890,24.14,288,1.000,bicubic,-10.738,-5.380,-2
convnext_tiny_in22ft1k,71.830,28.170,90.920,9.080,28.59,224,0.875,bicubic,-11.082,-5.704,-23
vit_relpos_base_patch16_224,71.830,28.170,90.260,9.740,86.43,224,0.900,bicubic,-10.656,-5.882,+3
mobilevitv2_175_384_in22ft1k,71.810,28.190,90.780,9.220,14.25,384,1.000,bicubic,-11.124,-5.650,-26
swin_small_patch4_window7_224,71.750,28.250,90.240,9.760,49.61,224,0.900,bicubic,-11.468,-6.086,-44
eca_nfnet_l0,71.840,28.160,91.110,8.890,24.14,288,1.000,bicubic,-10.738,-5.380,-1
convnext_tiny_in22ft1k,71.830,28.170,90.920,9.080,28.59,224,0.875,bicubic,-11.082,-5.704,-24
vit_relpos_base_patch16_224,71.830,28.170,90.260,9.740,86.43,224,0.900,bicubic,-10.656,-5.882,+4
mobilevitv2_175_384_in22ft1k,71.810,28.190,90.780,9.220,14.25,384,1.000,bicubic,-11.124,-5.650,-27
cs3edgenet_x,71.810,28.190,90.360,9.640,47.82,288,1.000,bicubic,-10.912,-6.016,-15
swin_small_patch4_window7_224,71.750,28.250,90.240,9.760,49.61,224,0.900,bicubic,-11.468,-6.086,-46
pit_b_224,71.710,28.290,89.250,10.750,73.76,224,0.900,bicubic,-10.734,-6.462,+4
xcit_large_24_p16_224,71.700,28.300,89.170,10.830,189.10,224,1.000,bicubic,-11.192,-6.708,-27
swsl_resnet50,71.690,28.310,90.470,9.530,25.56,224,0.875,bilinear,-9.490,-5.510,+86
xcit_large_24_p16_224,71.700,28.300,89.170,10.830,189.10,224,1.000,bicubic,-11.192,-6.708,-29
swsl_resnet50,71.690,28.310,90.470,9.530,25.56,224,0.875,bilinear,-9.490,-5.510,+87
resnet61q,71.670,28.330,90.270,9.730,36.85,288,1.000,bicubic,-10.848,-5.860,-4
tresnet_xl,71.660,28.340,89.630,10.370,78.44,224,0.875,bilinear,-10.402,-6.306,+31
tresnet_xl,71.660,28.340,89.630,10.370,78.44,224,0.875,bilinear,-10.402,-6.306,+30
tresnet_l_448,71.610,28.390,90.060,9.940,55.99,448,0.875,bilinear,-10.660,-5.920,+15
convit_base,71.590,28.410,90.160,9.840,86.54,224,0.875,bicubic,-10.702,-5.778,+12
xcit_tiny_12_p8_384_dist,71.580,28.420,90.710,9.290,6.71,384,1.000,bicubic,-10.806,-5.512,-1
swinv2_tiny_window16_256,71.570,28.430,90.350,9.650,28.35,256,0.900,bicubic,-11.240,-5.880,-29
swinv2_tiny_window16_256,71.570,28.430,90.350,9.650,28.35,256,0.900,bicubic,-11.240,-5.880,-31
poolformer_m48,71.550,28.450,89.760,10.240,73.47,224,0.950,bicubic,-10.910,-6.198,-6
crossvit_15_dagger_240,71.520,28.480,89.860,10.140,28.21,240,0.875,bicubic,-10.806,-6.096,+3
fbnetv3_g,71.520,28.480,90.380,9.620,16.62,288,0.950,bilinear,-10.514,-5.686,+27
crossvit_15_dagger_240,71.520,28.480,89.860,10.140,28.21,240,0.875,bicubic,-10.806,-6.096,+3
ssl_resnext101_32x8d,71.510,28.490,90.470,9.530,88.79,224,0.875,bilinear,-10.098,-5.572,+48
efficientnet_b3,71.480,28.520,90.060,9.940,12.23,320,1.000,bicubic,-10.760,-6.058,+8
ecaresnet101d,71.470,28.530,90.330,9.670,44.57,224,0.875,bicubic,-10.700,-5.718,+15
@ -240,101 +243,102 @@ vit_relpos_medium_patch16_224,71.370,28.630,89.950,10.050,38.75,224,0.900,bicubi
pit_s_distilled_224,71.360,28.640,89.780,10.220,24.04,224,0.900,bicubic,-10.634,-6.016,+19
xcit_tiny_24_p8_224,71.330,28.670,90.240,9.760,12.11,224,1.000,bicubic,-10.566,-5.734,+26
mixer_b16_224_miil,71.310,28.690,89.650,10.350,59.88,224,0.875,bilinear,-10.994,-6.070,-5
resnetv2_152x2_bit_teacher,71.290,28.710,90.430,9.570,236.34,224,0.875,bicubic,-11.578,-6.138,-46
convnext_tiny_hnf,71.280,28.720,89.400,10.600,28.59,224,0.950,bicubic,-10.940,-6.466,+1
resnetv2_101,71.280,28.720,89.940,10.060,44.54,224,0.950,bicubic,-10.766,-5.922,+12
resnetv2_152x2_bit_teacher,71.290,28.710,90.430,9.570,236.34,224,0.875,bicubic,-11.578,-6.138,-48
resnetv2_101,71.280,28.720,89.940,10.060,44.54,224,0.950,bicubic,-10.766,-5.922,+13
convnext_tiny_hnf,71.280,28.720,89.400,10.600,28.59,224,0.950,bicubic,-10.940,-6.466,0
ecaresnet50t,71.260,28.740,90.420,9.580,25.57,320,0.950,bicubic,-11.088,-5.718,-16
convmixer_1536_20,71.230,28.770,89.440,10.560,51.63,224,0.960,bicubic,-10.140,-6.172,+53
deit_base_patch16_224,71.200,28.800,89.200,10.800,86.57,224,0.900,bicubic,-10.794,-6.532,+12
xcit_small_12_p16_224,71.200,28.800,89.750,10.250,26.25,224,1.000,bicubic,-10.772,-6.062,+13
convmixer_1536_20,71.230,28.770,89.440,10.560,51.63,224,0.960,bicubic,-10.140,-6.172,+54
xcit_small_12_p16_224,71.200,28.800,89.750,10.250,26.25,224,1.000,bicubic,-10.772,-6.062,+14
deit_base_patch16_224,71.200,28.800,89.200,10.800,86.57,224,0.900,bicubic,-10.794,-6.532,+11
crossvit_base_240,71.180,28.820,89.840,10.160,105.03,240,0.875,bicubic,-11.036,-5.992,-4
vit_relpos_medium_patch16_rpn_224,71.170,28.830,90.090,9.910,38.73,224,0.900,bicubic,-11.124,-5.882,-13
mobilevitv2_200_in22ft1k,71.140,28.860,89.680,10.320,18.45,256,0.888,bicubic,-11.194,-6.258,-19
swin_s3_tiny_224,71.120,28.880,89.720,10.280,28.33,224,0.900,bicubic,-11.004,-6.230,-3
resnetv2_50d_evos,71.120,28.880,90.030,9.970,25.59,288,0.950,bicubic,-10.858,-5.882,+8
swin_s3_tiny_224,71.120,28.880,89.720,10.280,28.33,224,0.900,bicubic,-11.004,-6.230,-3
halo2botnet50ts_256,71.110,28.890,89.630,10.370,22.64,256,0.950,bicubic,-10.958,-6.012,-1
cs3darknet_x,71.080,28.920,90.150,9.850,35.05,288,1.000,bicubic,-11.144,-6.080,-12
cs3sedarknet_l,71.070,28.930,90.350,9.650,21.91,288,0.950,bicubic,-10.706,-5.620,+17
xcit_small_24_p16_224,71.040,28.960,89.700,10.300,47.67,224,1.000,bicubic,-11.544,-6.300,-45
xcit_tiny_12_p8_224_dist,71.030,28.970,89.890,10.110,6.71,224,1.000,bicubic,-10.178,-5.716,+49
xcit_medium_24_p16_224,71.010,28.990,89.520,10.480,84.40,224,1.000,bicubic,-11.628,-6.458,-52
visformer_small,71.000,29.000,89.450,10.550,40.22,224,0.900,bicubic,-11.108,-6.426,-8
edgenext_small,70.990,29.010,89.870,10.130,5.59,320,1.000,bicubic,-10.584,-5.844,+16
tresnet_m_448,70.990,29.010,88.690,11.310,31.39,448,0.875,bilinear,-10.716,-6.882,+10
resnetv2_101x1_bitm,70.990,29.010,91.090,8.910,44.54,448,1.000,bilinear,-11.342,-5.426,-30
resnetv2_50d_gn,70.990,29.010,89.770,10.230,25.57,288,0.950,bicubic,-10.834,-6.154,+7
lamhalobotnet50ts_256,70.990,29.010,89.070,10.930,22.57,256,0.950,bicubic,-10.562,-6.434,+21
tnt_s_patch16_224,70.950,29.050,89.600,10.400,23.76,224,0.900,bicubic,-10.568,-6.146,+19
resnest50d_4s2x40d,70.950,29.050,89.720,10.280,30.42,224,0.875,bicubic,-10.158,-5.842,+46
wide_resnet50_2,70.940,29.060,89.230,10.770,68.88,224,0.875,bicubic,-10.516,-6.300,+22
convnext_tiny,70.930,29.070,89.750,10.250,28.59,224,0.875,bicubic,-11.132,-6.104,-15
visformer_small,71.000,29.000,89.450,10.550,40.22,224,0.900,bicubic,-11.108,-6.426,-9
resnetv2_101x1_bitm,70.990,29.010,91.090,8.910,44.54,448,1.000,bilinear,-11.342,-5.426,-28
edgenext_small,70.990,29.010,89.870,10.130,5.59,320,1.000,bicubic,-10.584,-5.844,+19
resnetv2_50d_gn,70.990,29.010,89.770,10.230,25.57,288,0.950,bicubic,-10.834,-6.154,+6
lamhalobotnet50ts_256,70.990,29.010,89.070,10.930,22.57,256,0.950,bicubic,-10.562,-6.434,+18
tresnet_m_448,70.990,29.010,88.690,11.310,31.39,448,0.875,bilinear,-10.716,-6.882,+9
resnest50d_4s2x40d,70.950,29.050,89.720,10.280,30.42,224,0.875,bicubic,-10.158,-5.842,+48
tnt_s_patch16_224,70.950,29.050,89.600,10.400,23.76,224,0.900,bicubic,-10.568,-6.146,+18
wide_resnet50_2,70.940,29.060,89.230,10.770,68.88,224,0.875,bicubic,-10.516,-6.300,+23
convnext_tiny,70.930,29.070,89.750,10.250,28.59,224,0.875,bicubic,-11.132,-6.104,-14
tf_efficientnet_b3_ap,70.920,29.080,89.430,10.570,12.23,300,0.904,bicubic,-10.904,-6.194,0
vit_small_patch16_224,70.910,29.090,90.150,9.850,22.05,224,0.900,bicubic,-10.486,-5.988,+23
vit_srelpos_medium_patch16_224,70.910,29.090,89.960,10.040,38.74,224,0.900,bicubic,-11.326,-5.974,-29
resnet101,70.870,29.130,89.510,10.490,44.55,224,0.950,bicubic,-11.060,-6.256,-8
vit_base_patch16_rpn_224,70.870,29.130,89.770,10.230,86.54,224,0.900,bicubic,-11.330,-6.226,-28
vit_small_patch16_224,70.910,29.090,90.150,9.850,22.05,224,0.900,bicubic,-10.486,-5.988,+25
vit_srelpos_medium_patch16_224,70.910,29.090,89.960,10.040,38.74,224,0.900,bicubic,-11.326,-5.974,-30
vit_base_patch16_rpn_224,70.870,29.130,89.770,10.230,86.54,224,0.900,bicubic,-11.330,-6.226,-27
resnet101,70.870,29.130,89.510,10.490,44.55,224,0.950,bicubic,-11.060,-6.256,-9
vit_large_patch32_384,70.860,29.140,90.570,9.430,306.63,384,1.000,bicubic,-10.648,-5.520,+12
tf_efficientnet_b1_ns,70.860,29.140,90.140,9.860,7.79,240,0.882,bicubic,-10.526,-5.596,+21
jx_nest_tiny,70.860,29.140,89.940,10.060,17.06,224,0.875,bicubic,-10.558,-5.678,+17
resnetrs101,70.860,29.140,89.830,10.170,63.62,288,0.940,bicubic,-11.424,-6.178,-38
vit_large_patch32_384,70.860,29.140,90.570,9.430,306.63,384,1.000,bicubic,-10.648,-5.520,+9
resnetrs101,70.860,29.140,89.830,10.170,63.62,288,0.940,bicubic,-11.424,-6.178,-39
rexnet_200,70.850,29.150,89.710,10.290,16.37,224,0.875,bicubic,-10.778,-5.958,-1
tresnet_l,70.840,29.160,89.630,10.370,55.99,224,0.875,bilinear,-10.650,-5.996,+8
tf_efficientnetv2_b3,70.830,29.170,89.510,10.490,14.36,300,0.904,bicubic,-11.136,-6.272,-18
poolformer_m36,70.800,29.200,89.510,10.490,56.17,224,0.950,bicubic,-11.308,-6.180,-31
poolformer_m36,70.800,29.200,89.510,10.490,56.17,224,0.950,bicubic,-11.308,-6.180,-30
coat_lite_small,70.780,29.220,89.580,10.420,19.84,224,0.900,bicubic,-11.524,-6.270,-48
deit3_small_patch16_224,70.760,29.240,89.440,10.560,22.06,224,0.900,bicubic,-10.622,-6.010,+13
deit3_small_patch16_224,70.760,29.240,89.440,10.560,22.06,224,0.900,bicubic,-10.622,-6.010,+14
levit_384,70.760,29.240,89.290,10.710,39.13,224,0.900,bicubic,-11.828,-6.728,-74
swinv2_cr_tiny_ns_224,70.720,29.280,89.380,10.620,28.33,224,0.900,bicubic,-11.066,-6.442,-14
convnext_nano,70.730,29.270,89.350,10.650,15.59,288,1.000,bicubic,-10.746,-6.310,+3
swinv2_cr_tiny_ns_224,70.720,29.280,89.380,10.620,28.33,224,0.900,bicubic,-11.066,-6.442,-15
vit_relpos_small_patch16_224,70.710,29.290,90.000,10.000,21.98,224,0.900,bicubic,-10.744,-5.828,+4
mobilevitv2_175_in22ft1k,70.660,29.340,89.710,10.290,14.25,256,0.888,bicubic,-11.280,-6.080,-24
tf_efficientnet_b3,70.640,29.360,89.450,10.550,12.23,300,0.904,bicubic,-10.998,-6.268,-12
mobilevitv2_175_in22ft1k,70.660,29.340,89.710,10.290,14.25,256,0.888,bicubic,-11.280,-6.080,-25
tf_efficientnet_b3,70.640,29.360,89.450,10.550,12.23,300,0.904,bicubic,-10.998,-6.268,-13
gluon_senet154,70.620,29.380,88.920,11.080,115.09,224,0.875,bicubic,-10.610,-6.426,+15
crossvit_small_240,70.610,29.390,89.360,10.640,26.86,240,0.875,bicubic,-10.406,-6.096,+29
cait_xxs24_384,70.600,29.400,89.720,10.280,12.03,384,1.000,bicubic,-10.362,-5.924,+33
convit_small,70.590,29.410,89.580,10.420,27.78,224,0.875,bicubic,-10.838,-6.162,-1
twins_pcpvt_small,70.560,29.440,89.070,10.930,24.11,224,0.900,bicubic,-10.530,-6.572,+23
swinv2_tiny_window8_256,70.540,29.460,89.490,10.510,28.35,256,0.900,bicubic,-11.270,-6.504,-24
swinv2_tiny_window8_256,70.540,29.460,89.490,10.510,28.35,256,0.900,bicubic,-11.270,-6.504,-25
ssl_resnext101_32x4d,70.530,29.470,89.760,10.240,44.18,224,0.875,bilinear,-10.394,-5.966,+32
deit_small_distilled_patch16_224,70.520,29.480,89.470,10.530,22.44,224,0.900,bicubic,-10.688,-5.904,+9
vit_small_r26_s32_224,70.520,29.480,90.110,9.890,36.43,224,0.900,bicubic,-11.342,-5.912,-31
deit_small_distilled_patch16_224,70.520,29.480,89.470,10.530,22.44,224,0.900,bicubic,-10.688,-5.904,+9
legacy_senet154,70.500,29.500,89.010,10.990,115.09,224,0.875,bilinear,-10.808,-6.486,+2
halonet50ts,70.490,29.510,89.330,10.670,22.73,256,0.940,bicubic,-11.162,-6.282,-24
halonet50ts,70.490,29.510,89.330,10.670,22.73,256,0.940,bicubic,-11.162,-6.282,-25
regnetz_b16,70.460,29.540,89.540,10.460,9.72,288,0.940,bicubic,-10.252,-5.934,+39
crossvit_15_240,70.450,29.550,89.530,10.470,27.53,240,0.875,bicubic,-11.094,-6.160,-19
crossvit_15_240,70.450,29.550,89.530,10.470,27.53,240,0.875,bicubic,-11.094,-6.160,-20
gluon_seresnext101_64x4d,70.440,29.560,89.360,10.640,88.23,224,0.875,bicubic,-10.440,-5.936,+28
twins_svt_small,70.440,29.560,89.350,10.650,24.06,224,0.900,bicubic,-11.242,-6.316,-29
tf_efficientnet_lite4,70.430,29.570,89.110,10.890,13.01,380,0.920,bilinear,-11.104,-6.556,-21
resnetaa50,70.410,29.590,89.970,10.030,25.56,288,1.000,bicubic,-11.208,-5.840,-27
twins_svt_small,70.440,29.560,89.350,10.650,24.06,224,0.900,bicubic,-11.242,-6.316,-30
tf_efficientnet_lite4,70.430,29.570,89.110,10.890,13.01,380,0.920,bilinear,-11.104,-6.556,-22
resnetaa50,70.410,29.590,89.970,10.030,25.56,288,1.000,bicubic,-11.208,-5.840,-28
resnest50d,70.410,29.590,88.760,11.240,27.48,224,0.875,bilinear,-10.564,-6.620,+16
resnest50d_1s4x24d,70.400,29.600,89.240,10.760,25.68,224,0.875,bicubic,-10.584,-6.084,+14
seresnext50_32x4d,70.390,29.610,89.110,10.890,27.56,224,0.875,bicubic,-10.872,-6.518,-5
cs3darknet_l,70.370,29.630,89.750,10.250,21.16,288,0.950,bicubic,-10.516,-5.918,+20
gernet_l,70.360,29.640,88.980,11.020,31.08,256,0.875,bilinear,-10.990,-6.556,-11
vit_srelpos_small_patch16_224,70.290,29.710,89.580,10.420,21.97,224,0.900,bicubic,-10.808,-5.992,+2
gluon_resnet152_v1s,70.290,29.710,88.850,11.150,60.32,224,0.875,bicubic,-10.724,-6.564,+9
gluon_resnet152_v1s,70.290,29.710,88.850,11.150,60.32,224,0.875,bicubic,-10.724,-6.564,+8
repvgg_b3,70.250,29.750,88.740,11.260,123.09,224,0.875,bilinear,-10.246,-6.524,+36
coat_mini,70.210,29.790,89.450,10.550,10.34,224,0.900,bicubic,-11.056,-5.942,-12
xception41p,70.200,29.800,89.090,10.910,26.91,299,0.940,bicubic,-11.768,-6.704,-54
xception41p,70.200,29.800,89.090,10.910,26.91,299,0.940,bicubic,-11.768,-6.704,-55
sebotnet33ts_256,70.150,29.850,88.800,11.200,13.70,256,0.940,bicubic,-11.004,-6.366,-7
efficientnet_el,70.120,29.880,89.290,10.710,10.59,300,0.904,bicubic,-11.186,-6.244,-16
inception_resnet_v2,70.120,29.880,88.700,11.300,55.84,299,0.897,bicubic,-10.340,-6.606,+35
resmlp_36_distilled_224,70.110,29.890,89.100,10.900,44.69,224,0.875,bicubic,-11.046,-6.386,-11
ecaresnet101d_pruned,70.100,29.900,89.580,10.420,24.88,224,0.875,bicubic,-10.710,-6.048,+14
haloregnetz_b,70.070,29.930,88.870,11.130,11.68,224,0.940,bicubic,-10.974,-6.328,-4
poolformer_s36,70.030,29.970,89.190,10.810,30.86,224,0.900,bicubic,-11.388,-6.258,-30
gluon_seresnext101_32x4d,70.030,29.970,88.910,11.090,48.96,224,0.875,bicubic,-10.876,-6.386,+6
poolformer_s36,70.030,29.970,89.190,10.810,30.86,224,0.900,bicubic,-11.388,-6.258,-29
gluon_seresnext101_32x4d,70.030,29.970,88.910,11.090,48.96,224,0.875,bicubic,-10.876,-6.386,+5
sehalonet33ts,70.020,29.980,88.710,11.290,13.69,256,0.940,bicubic,-10.952,-6.562,-1
regnety_320,70.010,29.990,88.890,11.110,145.05,224,0.875,bicubic,-10.794,-6.354,+10
gluon_resnet152_v1d,69.970,30.030,88.490,11.510,60.21,224,0.875,bicubic,-10.506,-6.710,+26
levit_256,69.950,30.050,89.240,10.760,18.89,224,0.900,bicubic,-11.566,-6.250,-42
pit_s_224,69.890,30.110,88.930,11.070,23.46,224,0.900,bicubic,-11.208,-6.402,-15
levit_256,69.950,30.050,89.240,10.760,18.89,224,0.900,bicubic,-11.566,-6.250,-43
pit_s_224,69.890,30.110,88.930,11.070,23.46,224,0.900,bicubic,-11.208,-6.402,-14
ecaresnet50d,69.840,30.160,89.390,10.610,25.58,224,0.875,bicubic,-10.758,-5.928,+14
mobilevitv2_150_in22ft1k,69.830,30.170,89.160,10.840,10.59,256,0.888,bicubic,-11.640,-6.508,-42
mobilevitv2_200,69.760,30.240,88.620,11.380,18.45,256,0.888,bicubic,-11.380,-6.748,-20
ssl_resnext50_32x4d,69.730,30.270,89.430,10.570,25.03,224,0.875,bilinear,-10.596,-5.982,+33
gluon_resnext101_64x4d,69.710,30.290,88.270,11.730,83.46,224,0.875,bicubic,-10.894,-6.722,+9
xcit_tiny_24_p16_224_dist,69.700,30.300,88.710,11.290,12.12,224,1.000,bicubic,-10.748,-6.502,+21
lambda_resnet50ts,69.700,30.300,88.820,11.180,21.54,256,0.950,bicubic,-11.452,-6.282,-24
xcit_tiny_24_p16_224_dist,69.700,30.300,88.710,11.290,12.12,224,1.000,bicubic,-10.748,-6.502,+21
xcit_tiny_12_p16_384_dist,69.690,30.310,89.010,10.990,6.72,384,1.000,bicubic,-11.252,-6.398,-11
resnext50_32x4d,69.680,30.320,88.660,11.340,25.03,224,0.950,bicubic,-11.416,-6.666,-22
resmlp_24_distilled_224,69.670,30.330,89.050,10.950,30.02,224,0.875,bicubic,-11.094,-6.172,-2
@ -342,20 +346,20 @@ efficientnet_b3_pruned,69.590,30.410,88.980,11.020,9.86,300,0.904,bicubic,-11.26
gernet_m,69.560,30.440,88.700,11.300,21.14,224,0.875,bilinear,-11.170,-6.486,-3
nf_resnet50,69.540,30.460,88.730,11.270,25.56,288,0.940,bicubic,-11.114,-6.604,-1
gcresnext50ts,69.530,30.470,88.840,11.160,15.67,256,0.900,bicubic,-11.048,-6.330,+2
efficientnet_el_pruned,69.520,30.480,88.930,11.070,10.59,300,0.904,bicubic,-10.778,-6.284,+25
repvgg_b3g4,69.520,30.480,88.450,11.550,83.83,224,0.875,bilinear,-10.696,-6.658,+33
efficientnet_el_pruned,69.520,30.480,88.930,11.070,10.59,300,0.904,bicubic,-10.778,-6.284,+26
repvgg_b3g4,69.520,30.480,88.450,11.550,83.83,224,0.875,bilinear,-10.696,-6.658,+32
gcresnet50t,69.510,30.490,89.050,10.950,25.90,256,0.900,bicubic,-11.424,-6.404,-19
ens_adv_inception_resnet_v2,69.510,30.490,88.520,11.480,55.84,299,0.897,bicubic,-10.464,-6.422,+42
efficientnet_b2,69.490,30.510,88.690,11.310,9.11,288,1.000,bicubic,-11.126,-6.626,-6
rexnet_150,69.460,30.540,88.980,11.020,9.73,224,0.875,bicubic,-10.854,-6.186,+19
regnetx_320,69.450,30.550,88.270,11.730,107.81,224,0.875,bicubic,-10.794,-6.484,+24
regnetx_320,69.450,30.550,88.270,11.730,107.81,224,0.875,bicubic,-10.794,-6.750,+24
swin_tiny_patch4_window7_224,69.440,30.560,89.020,10.980,28.29,224,0.900,bicubic,-11.936,-6.522,-53
vit_base_patch32_224,69.420,30.580,89.430,10.570,88.22,224,0.900,bicubic,-11.304,-6.136,-13
cspresnext50,69.420,30.580,88.610,11.390,20.57,256,0.887,bilinear,-11.124,-6.714,-7
convmixer_768_32,69.400,30.600,88.870,11.130,21.11,224,0.960,bicubic,-10.764,-6.202,+27
darknet53,69.370,30.630,88.760,11.240,41.61,288,1.000,bicubic,-11.168,-6.660,-8
legacy_seresnext101_32x4d,69.370,30.630,88.060,11.940,48.96,224,0.875,bilinear,-10.852,-6.954,+20
inception_v4,69.360,30.640,88.780,11.220,42.68,299,0.875,bicubic,-10.808,-6.184,+23
inception_v4,69.360,30.640,88.780,11.220,42.68,299,0.875,bicubic,-10.808,-6.184,+22
ecaresnetlight,69.350,30.650,89.230,10.770,30.16,224,0.875,bicubic,-11.106,-6.016,-3
resnet50d,69.350,30.650,88.230,11.770,25.58,224,0.875,bicubic,-11.178,-6.938,-11
cs3darknet_focus_l,69.330,30.670,89.440,10.560,21.15,288,0.950,bicubic,-11.544,-6.252,-28
@ -366,31 +370,31 @@ edgenext_small_rw,69.210,30.790,88.760,11.240,7.83,320,1.000,bicubic,-11.242,-6.
gluon_xception65,69.160,30.840,88.080,11.920,39.92,299,0.903,bicubic,-10.562,-6.780,+38
gluon_resnet152_v1c,69.150,30.850,87.870,12.130,60.21,224,0.875,bicubic,-10.762,-6.972,+25
mixnet_xl,69.110,30.890,88.310,11.690,11.90,224,0.875,bicubic,-11.368,-6.624,-15
tf_efficientnetv2_b2,69.100,30.900,88.220,11.780,10.10,260,0.890,bicubic,-11.108,-6.824,+10
seresnet33ts,69.100,30.900,88.490,11.510,19.78,256,0.900,bicubic,-11.254,-6.616,-6
seresnet33ts,69.100,30.900,88.490,11.510,19.78,256,0.900,bicubic,-11.254,-6.616,-5
tf_efficientnetv2_b2,69.100,30.900,88.220,11.780,10.10,260,0.890,bicubic,-11.108,-6.824,+9
resnetv2_50,69.070,30.930,88.440,11.560,25.55,224,0.950,bicubic,-11.342,-6.632,-11
gcresnet33ts,69.010,30.990,88.470,11.530,19.88,256,0.900,bicubic,-11.066,-6.524,+14
gluon_resnet101_v1d,69.010,30.990,88.100,11.900,44.57,224,0.875,bicubic,-11.408,-6.914,-14
repvgg_b2g4,69.000,31.000,88.340,11.660,61.76,224,0.875,bilinear,-10.366,-6.348,+50
seresnet50,68.950,31.050,88.700,11.300,28.09,224,0.875,bicubic,-11.316,-6.370,-3
gluon_resnext101_32x4d,68.950,31.050,88.370,11.630,44.18,224,0.875,bicubic,-11.390,-6.556,-9
tf_efficientnet_b2_ap,68.930,31.070,88.350,11.650,9.11,260,0.890,bicubic,-11.372,-6.678,-7
cspdarknet53,68.930,31.070,88.600,11.400,27.64,256,0.887,bilinear,-11.126,-6.486,+10
seresnet50,68.950,31.050,88.700,11.300,28.09,224,0.875,bicubic,-11.316,-6.370,-2
gluon_resnext101_32x4d,68.950,31.050,88.370,11.630,44.18,224,0.875,bicubic,-11.390,-6.556,-10
cspdarknet53,68.930,31.070,88.600,11.400,27.64,256,0.887,bilinear,-11.126,-6.486,+11
tf_efficientnet_b2_ap,68.930,31.070,88.350,11.650,9.11,260,0.890,bicubic,-11.372,-6.678,-8
regnety_120,68.870,31.130,88.330,11.670,51.82,224,0.875,bicubic,-11.506,-6.792,-18
mobilevitv2_150,68.850,31.150,88.080,11.920,10.59,256,0.888,bicubic,-11.518,-6.984,-17
resnet50_gn,68.840,31.160,88.420,11.580,25.56,224,0.940,bicubic,-11.220,-6.528,+6
gluon_resnet152_v1b,68.820,31.180,87.720,12.280,60.19,224,0.875,bicubic,-10.862,-7.128,+26
gluon_resnet152_v1b,68.820,31.180,87.720,12.280,60.19,224,0.875,bicubic,-10.862,-7.016,+26
eca_resnet33ts,68.800,31.200,88.580,11.420,19.68,256,0.900,bicubic,-11.280,-6.392,+2
dpn131,68.760,31.240,87.460,12.540,79.25,224,0.875,bicubic,-11.066,-7.248,+16
gmlp_s16_224,68.760,31.240,88.080,11.920,19.42,224,0.875,bicubic,-10.880,-6.544,+27
gmlp_s16_224,68.760,31.240,88.080,11.920,19.42,224,0.875,bicubic,-10.880,-6.544,+28
dpn131,68.760,31.240,87.460,12.540,79.25,224,0.875,bicubic,-11.066,-7.248,+15
poolformer_s24,68.750,31.250,88.210,11.790,21.39,224,0.900,bicubic,-11.566,-6.832,-18
resnet50,68.740,31.260,87.680,12.320,25.56,224,0.950,bicubic,-11.634,-6.934,-25
darknetaa53,68.740,31.260,88.720,11.280,36.02,288,1.000,bilinear,-11.782,-6.606,-38
tf_efficientnet_b2,68.740,31.260,87.980,12.020,9.11,260,0.890,bicubic,-11.348,-6.928,-5
darknetaa53,68.740,31.260,88.720,11.280,36.02,288,1.000,bilinear,-11.782,-6.606,-37
tf_efficientnet_b2,68.740,31.260,87.980,12.020,9.11,260,0.890,bicubic,-11.348,-6.928,-4
resnet50,68.740,31.260,87.680,12.320,25.56,224,0.950,bicubic,-11.634,-6.934,-27
resnext50d_32x4d,68.730,31.270,88.300,11.700,25.05,224,0.875,bicubic,-10.946,-6.566,+20
deit_small_patch16_224,68.710,31.290,88.200,11.800,22.05,224,0.900,bicubic,-11.154,-6.848,+5
gluon_resnet101_v1s,68.710,31.290,87.910,12.090,44.67,224,0.875,bicubic,-11.588,-7.252,-20
dpn107,68.700,31.300,88.140,11.860,86.92,224,0.875,bicubic,-11.468,-6.766,-13
dpn107,68.700,31.300,88.140,11.860,86.92,224,0.875,bicubic,-11.468,-6.766,-12
gluon_seresnext50_32x4d,68.680,31.320,88.330,11.670,27.56,224,0.875,bicubic,-11.232,-6.502,-1
hrnet_w64,68.630,31.370,88.050,11.950,128.06,224,0.875,bilinear,-10.840,-6.604,+24
dpn98,68.600,31.400,87.660,12.340,61.57,224,0.875,bicubic,-11.044,-6.940,+15
@ -400,8 +404,8 @@ xcit_tiny_24_p16_224,68.440,31.560,88.290,11.710,12.12,224,1.000,bicubic,-11.004
rexnet_130,68.440,31.560,88.040,11.960,7.56,224,0.875,bicubic,-11.062,-6.642,+16
tf_efficientnet_el,68.430,31.570,88.210,11.790,10.59,300,0.904,bicubic,-11.824,-6.918,-27
cspresnet50,68.420,31.580,87.970,12.030,21.62,256,0.887,bilinear,-11.162,-6.738,+12
ecaresnet50d_pruned,68.400,31.600,88.370,11.630,19.94,224,0.875,bicubic,-11.318,-6.506,+2
cait_xxs36_224,68.400,31.600,88.640,11.360,17.30,224,1.000,bicubic,-11.348,-6.228,-1
cait_xxs36_224,68.400,31.600,88.640,11.360,17.30,224,1.000,bicubic,-11.348,-6.228,0
ecaresnet50d_pruned,68.400,31.600,88.370,11.630,19.94,224,0.875,bicubic,-11.318,-6.506,+1
dla102x2,68.380,31.620,87.890,12.110,41.28,224,0.875,bilinear,-11.062,-6.756,+17
skresnext50_32x4d,68.370,31.630,87.560,12.440,27.48,224,0.875,bicubic,-11.784,-7.086,-23
ssl_resnet50,68.360,31.640,88.530,11.470,25.56,224,0.875,bilinear,-10.864,-6.300,+31
@ -409,16 +413,16 @@ fbnetv3_d,68.350,31.650,88.450,11.550,10.31,256,0.950,bilinear,-11.330,-6.490,+1
efficientnet_b2_pruned,68.320,31.680,88.100,11.900,8.31,260,0.890,bicubic,-11.598,-6.750,-18
resmlp_big_24_224,68.320,31.680,87.520,12.480,129.14,224,0.875,bicubic,-12.710,-7.500,-90
gluon_resnext50_32x4d,68.310,31.690,87.300,12.700,25.03,224,0.875,bicubic,-11.050,-7.126,+14
vit_base_patch16_224_sam,68.270,31.730,87.730,12.270,86.57,224,0.900,bicubic,-11.974,-7.290,-36
tf_efficientnet_lite3,68.230,31.770,87.740,12.260,8.20,300,0.904,bilinear,-11.588,-7.174,-12
ecaresnet26t,68.230,31.770,88.800,11.200,16.01,320,0.950,bicubic,-11.622,-6.284,-16
vit_base_patch16_224_sam,68.270,31.730,87.730,12.270,86.57,224,0.900,bicubic,-11.974,-7.024,-36
ecaresnet26t,68.230,31.770,88.800,11.200,16.01,320,0.950,bicubic,-11.622,-6.284,-15
tf_efficientnet_lite3,68.230,31.770,87.740,12.260,8.20,300,0.904,bilinear,-11.588,-7.174,-13
ese_vovnet39b,68.200,31.800,88.260,11.740,24.57,224,0.875,bicubic,-11.112,-6.454,+13
fbnetv3_b,68.190,31.810,87.930,12.070,8.60,256,0.950,bilinear,-10.952,-6.820,+27
regnetx_120,68.170,31.830,87.660,12.340,46.11,224,0.875,bicubic,-11.422,-7.074,-4
resmlp_36_224,68.060,31.940,88.190,11.810,44.69,224,0.875,bicubic,-11.710,-6.696,-16
resnetrs50,68.030,31.970,87.710,12.290,35.69,224,0.910,bicubic,-11.856,-7.260,-25
pit_xs_distilled_224,68.000,32.000,87.720,12.280,11.00,224,0.900,bicubic,-11.308,-6.646,+9
nf_regnet_b1,67.970,32.030,88.190,11.810,10.22,288,0.900,bicubic,-11.330,-6.564,+11
nf_regnet_b1,67.970,32.030,88.190,11.810,10.22,288,0.900,bicubic,-11.330,-6.564,+10
dpn92,67.970,32.030,87.540,12.460,37.67,224,0.875,bicubic,-12.050,-7.290,-33
gluon_resnet50_v1d,67.950,32.050,87.130,12.870,25.58,224,0.875,bicubic,-11.120,-7.336,+26
resnetv2_50x1_bitm,67.930,32.070,89.290,10.710,25.55,448,1.000,bilinear,-12.412,-6.396,-59
@ -430,7 +434,7 @@ efficientnet_em,67.840,32.160,88.120,11.880,6.90,240,0.882,bicubic,-11.412,-6.67
legacy_seresnext50_32x4d,67.840,32.160,87.620,12.380,27.56,224,0.875,bilinear,-11.236,-6.814,+17
lambda_resnet26t,67.810,32.190,87.780,12.220,10.96,256,0.940,bicubic,-11.288,-6.810,+14
resmlp_24_224,67.800,32.200,87.600,12.400,30.02,224,0.875,bicubic,-11.578,-6.946,-9
hrnet_w48,67.770,32.230,87.410,12.590,77.47,224,0.875,bilinear,-11.530,-7.104,-2
hrnet_w48,67.770,32.230,87.410,12.590,77.47,224,0.875,bilinear,-11.530,-7.104,-1
hrnet_w44,67.740,32.260,87.550,12.450,67.06,224,0.875,bilinear,-11.156,-6.820,+22
tf_efficientnet_b0_ns,67.720,32.280,88.060,11.940,5.29,224,0.875,bicubic,-10.944,-6.316,+30
coat_lite_mini,67.720,32.280,87.700,12.300,11.01,224,0.900,bicubic,-11.368,-6.908,+10
@ -448,10 +452,10 @@ tf_efficientnet_b1_ap,67.520,32.480,87.760,12.240,7.79,240,0.882,bicubic,-11.754
eca_halonext26ts,67.480,32.520,87.240,12.760,10.76,256,0.940,bicubic,-12.008,-7.364,-31
efficientnet_b1,67.470,32.530,87.500,12.500,7.79,256,1.000,bicubic,-11.318,-6.846,+12
gluon_resnet101_v1b,67.470,32.530,87.230,12.770,44.55,224,0.875,bicubic,-11.834,-7.290,-20
resnetblur50,67.460,32.540,87.440,12.560,25.56,224,0.875,bicubic,-11.834,-7.194,-18
mobilevitv2_125,67.460,32.540,87.570,12.430,7.48,256,0.888,bicubic,-12.222,-7.166,-45
res2net101_26w_4s,67.460,32.540,87.010,12.990,45.21,224,0.875,bilinear,-11.736,-7.426,-11
tf_efficientnet_cc_b1_8e,67.460,32.540,87.310,12.690,39.72,240,0.882,bicubic,-11.854,-7.060,-27
mobilevitv2_125,67.460,32.540,87.570,12.430,7.48,256,0.888,bicubic,-12.222,-7.278,-44
resnetblur50,67.460,32.540,87.440,12.560,25.56,224,0.875,bicubic,-11.834,-7.194,-19
tf_efficientnet_cc_b1_8e,67.460,32.540,87.310,12.690,39.72,240,0.882,bicubic,-11.854,-7.060,-26
res2net101_26w_4s,67.460,32.540,87.010,12.990,45.21,224,0.875,bilinear,-11.736,-7.426,-12
res2net50_26w_8s,67.430,32.570,87.270,12.730,48.40,224,0.875,bilinear,-11.522,-7.036,-1
resnet33ts,67.380,32.620,87.590,12.410,19.68,256,0.900,bicubic,-11.828,-6.984,-16
cait_xxs24_224,67.350,32.650,87.520,12.480,11.96,224,1.000,bicubic,-11.036,-6.788,+23
@ -465,14 +469,14 @@ botnet26t_256,67.130,32.870,87.530,12.470,12.49,256,0.950,bicubic,-12.128,-6.998
vit_relpos_base_patch32_plus_rpn_256,67.130,32.870,86.500,13.500,119.42,256,0.900,bicubic,-12.356,-7.640,-47
dla60x,67.080,32.920,87.180,12.820,17.35,224,0.875,bilinear,-11.148,-6.844,+23
gluon_resnet50_v1s,67.060,32.940,86.860,13.140,25.68,224,0.875,bicubic,-11.646,-7.378,-4
tv_resnet152,67.030,32.970,87.550,12.450,60.19,224,0.875,bilinear,-11.290,-6.484,+15
dla60_res2net,67.030,32.970,87.160,12.840,20.85,224,0.875,bilinear,-11.428,-7.036,+6
tv_resnet152,67.030,32.970,87.550,12.450,60.19,224,0.875,bilinear,-11.290,-6.484,+16
dla60_res2net,67.030,32.970,87.160,12.840,20.85,224,0.875,bilinear,-11.428,-7.036,+5
xcit_tiny_12_p16_224_dist,67.010,32.990,87.410,12.590,6.72,224,1.000,bicubic,-11.568,-6.788,-3
dla102x,66.980,33.020,86.770,13.230,26.31,224,0.875,bilinear,-11.532,-7.458,-1
lambda_resnet26rpt_256,66.960,33.040,87.130,12.870,10.99,256,0.940,bicubic,-12.004,-7.296,-19
mixnet_l,66.960,33.040,86.920,13.080,7.33,224,0.875,bicubic,-12.016,-7.258,-21
res2net50_26w_6s,66.920,33.080,86.860,13.140,37.05,224,0.875,bilinear,-11.650,-7.264,-6
pit_xs_224,66.920,33.080,87.290,12.710,10.62,224,0.900,bicubic,-11.270,-6.876,+16
pit_xs_224,66.920,33.080,87.290,12.710,10.62,224,0.900,bicubic,-11.270,-6.876,+17
res2net50_26w_6s,66.920,33.080,86.860,13.140,37.05,224,0.875,bilinear,-11.650,-7.264,-7
repvgg_b1,66.900,33.100,86.790,13.210,57.42,224,0.875,bilinear,-11.468,-7.304,+6
tf_efficientnet_b1,66.890,33.110,87.020,12.980,7.79,240,0.882,bicubic,-11.938,-7.178,-19
xcit_nano_12_p8_384_dist,66.880,33.120,87.110,12.890,3.05,384,1.000,bicubic,-10.936,-6.936,+34
@ -491,27 +495,27 @@ dla60_res2next,66.640,33.360,87.030,12.970,17.03,224,0.875,bilinear,-11.816,-7.1
mobilevitv2_100,66.590,33.410,87.020,12.980,4.90,256,0.888,bicubic,-11.496,-7.140,+5
vit_tiny_patch16_384,66.570,33.430,87.270,12.730,5.79,384,1.000,bicubic,-11.860,-7.274,-14
levit_128,66.570,33.430,86.750,13.250,9.21,224,0.900,bicubic,-11.912,-7.262,-20
gluon_resnet50_v1c,66.560,33.440,86.180,13.820,25.58,224,0.875,bicubic,-11.448,-7.810,+6
cs3darknet_m,66.560,33.440,87.180,12.820,9.31,288,0.950,bicubic,-11.066,-6.834,+23
cs3darknet_m,66.560,33.440,87.180,12.820,9.31,288,0.950,bicubic,-11.066,-6.834,+24
gluon_resnet50_v1c,66.560,33.440,86.180,13.820,25.58,224,0.875,bicubic,-11.448,-7.810,+5
dla102,66.520,33.480,86.910,13.090,33.27,224,0.875,bilinear,-11.508,-7.040,+3
gmixer_24_224,66.430,33.570,86.160,13.840,24.72,224,0.875,bicubic,-11.606,-7.510,+1
tf_inception_v3,66.410,33.590,86.660,13.340,23.83,299,0.875,bicubic,-11.442,-6.980,+13
bat_resnext26ts,66.380,33.620,86.830,13.170,10.73,256,0.900,bicubic,-11.868,-7.266,-13
hardcorenas_f,66.380,33.620,86.190,13.810,8.20,224,0.875,bilinear,-11.722,-7.612,-4
bat_resnext26ts,66.380,33.620,86.830,13.170,10.73,256,0.900,bicubic,-11.868,-7.266,-12
hardcorenas_f,66.380,33.620,86.190,13.810,8.20,224,0.875,bilinear,-11.722,-7.612,-5
coat_lite_tiny,66.310,33.690,86.980,13.020,5.72,224,0.900,bicubic,-11.206,-6.934,+24
efficientnet_b0,66.290,33.710,85.960,14.040,5.29,224,0.875,bicubic,-11.410,-7.572,+13
cs3darknet_focus_m,66.260,33.740,87.090,12.910,9.30,288,0.950,bicubic,-11.022,-6.882,+32
legacy_seresnet50,66.260,33.740,86.310,13.690,28.09,224,0.875,bilinear,-11.372,-7.440,+13
selecsls60,66.200,33.800,86.340,13.660,30.67,224,0.875,bicubic,-11.784,-7.492,-4
tf_efficientnet_cc_b0_8e,66.170,33.830,86.220,13.780,24.01,224,0.875,bicubic,-11.730,-7.438,0
tf_efficientnet_em,66.170,33.830,86.360,13.640,6.90,240,0.882,bicubic,-11.956,-7.686,-13
tf_efficientnet_em,66.170,33.830,86.360,13.640,6.90,240,0.882,bicubic,-11.956,-7.686,-12
tf_efficientnet_cc_b0_8e,66.170,33.830,86.220,13.780,24.01,224,0.875,bicubic,-11.730,-7.438,-1
tv_resnext50_32x4d,66.160,33.840,86.040,13.960,25.03,224,0.875,bilinear,-11.458,-7.660,+11
inception_v3,66.150,33.850,86.330,13.670,23.83,299,0.875,bicubic,-11.288,-7.146,+19
resmlp_12_distilled_224,66.130,33.870,86.620,13.380,15.35,224,0.875,bicubic,-11.816,-6.940,-7
res2net50_26w_4s,66.130,33.870,86.590,13.410,25.70,224,0.875,bilinear,-11.832,-7.262,-7
resmlp_12_distilled_224,66.130,33.870,86.620,13.380,15.35,224,0.875,bicubic,-11.816,-6.940,-6
res2net50_26w_4s,66.130,33.870,86.590,13.410,25.70,224,0.875,bilinear,-11.832,-7.262,-8
regnety_016,66.100,33.900,86.380,13.620,11.20,224,0.875,bicubic,-11.756,-7.340,-2
gluon_resnet50_v1b,66.080,33.920,86.260,13.740,25.56,224,0.875,bicubic,-11.504,-7.460,+9
efficientnet_b1_pruned,66.080,33.920,86.570,13.430,6.33,240,0.882,bicubic,-12.164,-7.264,-26
efficientnet_b1_pruned,66.080,33.920,86.570,13.430,6.33,240,0.882,bicubic,-12.164,-7.264,-25
gluon_resnet50_v1b,66.080,33.920,86.260,13.740,25.56,224,0.875,bicubic,-11.504,-7.460,+8
rexnet_100,66.060,33.940,86.490,13.510,4.80,224,0.875,bicubic,-11.800,-7.384,-7
tinynet_a,66.020,33.980,85.790,14.210,6.19,192,0.875,bicubic,-11.628,-7.746,0
res2net50_14w_8s,66.010,33.990,86.250,13.750,25.06,224,0.875,bilinear,-12.134,-7.602,-24
@ -522,23 +526,23 @@ repvgg_b1g4,65.840,34.160,86.110,13.890,39.97,224,0.875,bilinear,-11.748,-7.720,
densenet161,65.830,34.170,86.450,13.550,28.68,224,0.875,bicubic,-11.524,-7.186,+9
hardcorenas_e,65.810,34.190,85.980,14.020,8.07,224,0.875,bilinear,-11.976,-7.724,-9
resnet34d,65.790,34.210,86.720,13.280,21.82,224,0.875,bicubic,-11.326,-6.662,+16
eca_resnext26ts,65.770,34.230,85.840,14.160,10.30,256,0.900,bicubic,-11.688,-7.728,+2
xcit_tiny_12_p16_224,65.770,34.230,86.230,13.770,6.72,224,1.000,bicubic,-11.354,-7.482,+13
mobilenetv3_large_100_miil,65.740,34.260,85.170,14.830,5.48,224,0.875,bilinear,-12.182,-7.750,-22
skresnet34,65.740,34.260,85.960,14.040,22.28,224,0.875,bicubic,-11.164,-7.360,+22
xcit_tiny_12_p16_224,65.770,34.230,86.230,13.770,6.72,224,1.000,bicubic,-11.354,-7.482,+14
eca_resnext26ts,65.770,34.230,85.840,14.160,10.30,256,0.900,bicubic,-11.688,-7.728,+1
skresnet34,65.740,34.260,85.960,14.040,22.28,224,0.875,bicubic,-11.164,-7.360,+23
mobilenetv3_large_100_miil,65.740,34.260,85.170,14.830,5.48,224,0.875,bilinear,-12.182,-7.750,-23
tv_resnet101,65.690,34.310,85.980,14.020,44.55,224,0.875,bilinear,-11.690,-7.564,+1
seresnext26ts,65.650,34.350,86.150,13.850,10.39,256,0.900,bicubic,-12.208,-7.640,-21
hardcorenas_d,65.620,34.380,85.470,14.530,7.50,224,0.875,bilinear,-11.810,-8.014,-2
selecsls42b,65.600,34.400,85.790,14.210,32.46,224,0.875,bicubic,-11.578,-7.602,+6
poolformer_s12,65.580,34.420,86.130,13.870,11.92,224,0.900,bicubic,-11.658,-7.376,+4
tf_efficientnet_b0_ap,65.500,34.500,85.580,14.420,5.29,224,0.875,bicubic,-11.588,-7.678,+8
seresnext26d_32x4d,65.410,34.590,85.960,14.040,16.81,224,0.875,bicubic,-12.196,-7.646,-15
convmixer_1024_20_ks9_p14,65.410,34.590,85.590,14.410,24.38,224,0.960,bicubic,-11.532,-7.768,+12
seresnext26d_32x4d,65.410,34.590,85.960,14.040,16.81,224,0.875,bicubic,-12.196,-7.646,-16
resnet26t,65.400,34.600,86.110,13.890,16.01,256,0.940,bicubic,-12.464,-7.732,-30
tf_efficientnet_lite2,65.390,34.610,85.990,14.010,6.09,260,0.890,bicubic,-12.076,-7.768,-12
res2net50_48w_2s,65.370,34.630,85.960,14.040,25.29,224,0.875,bilinear,-12.154,-7.590,-15
densenet201,65.290,34.710,85.670,14.330,20.01,224,0.875,bicubic,-11.998,-7.810,-7
densenetblur121d,65.290,34.710,85.700,14.300,8.00,224,0.875,bicubic,-11.290,-7.488,+20
densenet201,65.290,34.710,85.670,14.330,20.01,224,0.875,bicubic,-11.998,-7.810,-7
dla60,65.210,34.790,85.740,14.260,22.04,224,0.875,bilinear,-11.812,-7.580,+2
crossvit_9_dagger_240,65.200,34.800,86.590,13.410,8.78,240,0.875,bicubic,-11.778,-7.024,+2
ese_vovnet19b_dw,65.190,34.810,85.460,14.540,6.54,224,0.875,bicubic,-11.604,-7.806,+8
@ -551,14 +555,14 @@ hardcorenas_c,64.880,35.120,85.260,14.740,5.52,224,0.875,bilinear,-12.172,-7.900
densenet169,64.750,35.250,85.260,14.740,14.15,224,0.875,bicubic,-11.154,-7.764,+22
mixnet_m,64.710,35.290,85.450,14.550,5.01,224,0.875,bicubic,-12.552,-7.972,-16
resnet26d,64.680,35.320,85.100,14.900,16.01,224,0.875,bicubic,-12.022,-8.052,+2
levit_128s,64.590,35.410,84.730,15.270,7.78,224,0.900,bicubic,-11.924,-8.140,+8
resnext26ts,64.590,35.410,85.120,14.880,10.30,256,0.900,bicubic,-12.190,-8.012,-2
resnext26ts,64.590,35.410,85.120,14.880,10.30,256,0.900,bicubic,-12.190,-8.012,-1
levit_128s,64.590,35.410,84.730,15.270,7.78,224,0.900,bicubic,-11.924,-8.140,+7
xcit_nano_12_p8_224_dist,64.550,35.450,85.990,14.010,3.05,224,1.000,bicubic,-11.778,-7.104,+9
repvgg_a2,64.430,35.570,85.130,14.870,28.21,224,0.875,bilinear,-12.030,-7.880,+7
xcit_nano_12_p16_384_dist,64.420,35.580,85.310,14.690,3.05,384,1.000,bicubic,-11.036,-7.380,+25
hardcorenas_b,64.410,35.590,84.900,15.100,5.18,224,0.875,bilinear,-12.126,-7.854,+2
tf_efficientnet_lite1,64.400,35.600,85.490,14.510,5.42,240,0.882,bicubic,-12.238,-7.734,-3
regnetx_016,64.370,35.630,85.450,14.550,9.19,224,0.875,bicubic,-12.572,-7.974,-13
regnetx_016,64.370,35.630,85.450,14.550,9.19,224,0.875,bicubic,-12.572,-7.974,-14
resmlp_12_224,64.350,35.650,85.580,14.420,15.35,224,0.875,bicubic,-12.306,-7.600,-6
tf_efficientnet_b0,64.320,35.680,85.280,14.720,5.29,224,0.875,bicubic,-12.520,-7.938,-12
tf_mixnet_m,64.270,35.730,85.100,14.900,5.01,224,0.875,bicubic,-12.676,-8.052,-18
@ -585,22 +589,22 @@ semnasnet_100,63.160,36.840,84.540,15.460,3.89,224,0.875,bicubic,-12.290,-8.060,
pit_ti_distilled_224,63.140,36.860,83.950,16.050,5.10,224,0.900,bicubic,-11.394,-8.146,+18
vit_tiny_patch16_224,63.100,36.900,84.850,15.150,5.72,224,0.900,bicubic,-12.364,-7.994,-4
regnety_006,63.090,36.910,84.260,15.740,6.06,224,0.875,bicubic,-12.162,-8.272,-1
tv_densenet121,62.930,37.070,84.250,15.750,7.98,224,0.875,bicubic,-11.810,-7.898,+10
mobilevit_xs,62.930,37.070,84.830,15.170,2.32,256,0.900,bicubic,-11.704,-7.516,+11
mobilevit_xs,62.930,37.070,84.830,15.170,2.32,256,0.900,bicubic,-11.704,-7.516,+12
tv_densenet121,62.930,37.070,84.250,15.750,7.98,224,0.875,bicubic,-11.810,-7.898,+9
resnet34,62.860,37.140,84.130,15.870,21.80,224,0.875,bilinear,-12.252,-8.154,-1
legacy_seresnet34,62.840,37.160,84.220,15.780,21.96,224,0.875,bilinear,-11.970,-7.906,+6
mobilenetv2_110d,62.840,37.160,84.500,15.500,4.52,224,0.875,bicubic,-12.196,-7.692,-1
hrnet_w18_small_v2,62.800,37.200,83.970,16.030,15.60,224,0.875,bilinear,-12.310,-8.446,-4
deit_tiny_distilled_patch16_224,62.800,37.200,83.920,16.080,5.91,224,0.900,bicubic,-11.712,-7.970,+11
mobilenetv2_110d,62.840,37.160,84.500,15.500,4.52,224,0.875,bicubic,-12.196,-7.692,0
legacy_seresnet34,62.840,37.160,84.220,15.780,21.96,224,0.875,bilinear,-11.970,-7.906,+5
hrnet_w18_small_v2,62.800,37.200,83.970,16.030,15.60,224,0.875,bilinear,-12.310,-8.446,-3
deit_tiny_distilled_patch16_224,62.800,37.200,83.920,16.080,5.91,224,0.900,bicubic,-11.712,-7.970,+10
swsl_resnet18,62.760,37.240,84.300,15.700,11.69,224,0.875,bilinear,-10.514,-7.436,+22
repvgg_b0,62.730,37.270,83.880,16.120,15.82,224,0.875,bilinear,-12.424,-8.536,-9
tinynet_b,62.730,37.270,84.250,15.750,3.73,188,0.875,bicubic,-12.244,-7.932,-3
gluon_resnet34_v1b,62.570,37.430,83.990,16.010,21.80,224,0.875,bicubic,-12.022,-7.998,+4
xcit_nano_12_p8_224,62.570,37.430,84.200,15.800,3.05,224,1.000,bicubic,-11.346,-7.968,+11
tinynet_b,62.730,37.270,84.250,15.750,3.73,188,0.875,bicubic,-12.244,-7.932,-2
repvgg_b0,62.730,37.270,83.880,16.120,15.82,224,0.875,bilinear,-12.424,-8.536,-10
xcit_nano_12_p8_224,62.570,37.430,84.200,15.800,3.05,224,1.000,bicubic,-11.346,-7.968,+12
gluon_resnet34_v1b,62.570,37.430,83.990,16.010,21.80,224,0.875,bicubic,-12.022,-7.998,+3
tf_efficientnet_lite0,62.550,37.450,84.230,15.770,4.65,224,0.875,bicubic,-12.282,-7.944,-4
regnetx_008,62.490,37.510,84.020,15.980,7.26,224,0.875,bicubic,-12.544,-8.320,-9
fbnetc_100,62.470,37.530,83.380,16.620,5.57,224,0.875,bilinear,-12.646,-9.006,-14
dla34,62.470,37.530,83.900,16.100,15.74,224,0.875,bilinear,-12.154,-8.172,-2
dla34,62.470,37.530,83.900,16.100,15.74,224,0.875,bilinear,-12.154,-8.172,-1
fbnetc_100,62.470,37.530,83.380,16.620,5.57,224,0.875,bilinear,-12.646,-9.006,-15
tf_mobilenetv3_large_100,62.450,37.550,83.950,16.050,5.48,224,0.875,bilinear,-13.062,-8.656,-25
crossvit_9_240,62.270,37.730,84.240,15.760,8.55,240,0.875,bicubic,-11.690,-7.724,+4
edgenext_x_small,62.160,37.840,84.050,15.950,2.34,256,0.900,bicubic,-12.704,-8.250,-11
@ -641,8 +645,8 @@ resnet14t,57.800,42.200,79.910,20.090,10.08,224,0.950,bilinear,-14.556,-10.430,-
mobilevitv2_050,57.730,42.270,80.920,19.080,1.37,256,0.888,bicubic,-12.410,-9.010,+2
vgg11_bn,57.410,42.590,80.020,19.980,132.87,224,0.875,bilinear,-12.950,-9.782,-1
resnet18,57.170,42.830,80.200,19.800,11.69,224,0.875,bilinear,-12.578,-8.884,+3
vgg13,57.150,42.850,79.550,20.450,133.05,224,0.875,bilinear,-12.776,-9.696,+1
mobilevit_xxs,57.150,42.850,79.740,20.260,1.27,256,0.900,bicubic,-11.770,-9.206,+3
mobilevit_xxs,57.150,42.850,79.740,20.260,1.27,256,0.900,bicubic,-11.770,-9.206,+4
vgg13,57.150,42.850,79.550,20.450,133.05,224,0.875,bilinear,-12.776,-9.696,0
regnety_002,56.980,43.020,79.850,20.150,3.16,224,0.875,bicubic,-13.276,-9.684,-4
mixer_l16_224,56.690,43.310,75.990,24.010,208.20,224,0.875,bicubic,-15.376,-11.676,-14
regnetx_002,56.050,43.950,79.230,20.770,2.68,224,0.875,bicubic,-12.704,-9.326,+2

1 model top1 top1_err top5 top5_err param_count img_size crop_pct interpolation top1_diff top5_diff rank_diff
18 swinv2_large_window12to24_192to384_22kft1k 77.310 22.690 93.930 6.070 196.74 384 1.000 bicubic -10.146 -4.322 -9
19 tf_efficientnet_b6_ns 77.280 22.720 93.890 6.110 43.04 528 0.942 bicubic -9.170 -3.996 +9
20 swinv2_base_window12to24_192to384_22kft1k 77.170 22.830 94.260 5.740 87.92 384 1.000 bicubic -9.938 -3.976 -7
21 volo_d3_448 77.070 22.930 94.110 5.890 86.63 448 1.000 bicubic -9.426 -3.600 +4 +5
22 vit_large_r50_s32_384 77.070 22.930 93.720 6.280 329.09 384 1.000 bicubic -9.110 -4.200 +13 +12
23 tf_efficientnetv2_xl_in21ft1k 77.040 22.960 93.270 6.730 208.12 512 1.000 bicubic -9.380 -4.598 +7
24 swin_large_patch4_window12_384 77.030 22.970 93.750 6.250 196.74 384 1.000 bicubic -10.122 -4.490 -12
25 tf_efficientnetv2_l_in21ft1k 76.940 23.060 93.960 6.040 118.52 480 1.000 bicubic -9.364 -4.020 +7
36 volo_d5_224 76.580 23.420 93.300 6.700 295.46 224 0.960 bicubic -9.490 -4.278 +1
37 deit3_base_patch16_224_in21ft1k 76.540 23.460 93.560 6.440 86.59 224 1.000 bicubic -9.176 -4.184 +14
38 vit_base_patch16_384 76.480 23.520 93.770 6.230 86.86 384 1.000 bicubic -9.526 -4.234 +2
39 convnext_large_in22ft1k swinv2_base_window12to16_192to256_22kft1k 76.430 23.570 93.470 93.690 6.530 6.310 197.77 87.92 224 256 0.875 0.900 bicubic -10.206 -9.840 -4.558 -4.206 -15 -6
40 swinv2_base_window12to16_192to256_22kft1k convnext_large_in22ft1k 76.430 23.570 93.690 93.470 6.310 6.530 87.92 197.77 256 224 0.900 0.875 bicubic -9.840 -10.206 -4.206 -4.558 -7 -16
41 cait_m36_384 76.330 23.670 93.050 6.950 271.22 384 1.000 bicubic -9.724 -4.680 -3
42 vit_large_patch16_224 76.300 23.700 93.600 6.400 304.33 224 0.900 bicubic -9.544 -4.222 +1
43 swin_base_patch4_window12_384 76.290 23.710 93.320 6.680 87.90 384 1.000 bicubic -10.142 -4.736 -14
44 tf_efficientnetv2_l 76.280 23.720 92.970 7.030 118.52 480 1.000 bicubic -9.208 -4.402 +12
45 swin_large_patch4_window7_224 76.270 23.730 93.410 6.590 196.53 224 0.900 bicubic -10.050 -4.482 -14
46 cait_s36_384 76.210 23.790 92.970 7.030 68.37 384 1.000 bicubic -9.250 -4.508 +11
47 xcit_medium_24_p8_384_dist 76.140 23.860 92.980 7.020 84.32 384 1.000 bicubic -9.676 -4.612 -1 -2
48 dm_nfnet_f6 76.130 23.870 93.110 6.890 438.36 576 0.956 bicubic -10.012 -4.620 -13
49 tf_efficientnet_b7_ap 76.100 23.900 92.970 7.030 66.35 600 0.949 bicubic -9.020 -4.282 +22
50 volo_d2_384 76.090 23.910 93.130 6.870 58.87 384 1.000 bicubic -9.946 -4.444 -11
61 tf_efficientnet_b4_ns 75.670 24.330 93.050 6.950 19.34 380 0.922 bicubic -9.490 -4.420 +9
62 volo_d1_384 75.620 24.380 93.060 6.940 26.78 384 1.000 bicubic -9.630 -4.154 +4
63 volo_d3_224 75.610 24.390 93.000 7.000 86.33 224 0.960 bicubic -9.802 -4.280 -2
64 convnext_base_in22ft1k 75.580 24.420 93.130 6.870 88.59 224 0.875 bicubic -10.244 -4.736 -21 -20
65 vit_base_r50_s16_384 75.580 24.420 92.790 7.210 98.95 384 1.000 bicubic -9.396 -4.500 +18 +17
66 deit_base_distilled_patch16_384 75.550 24.450 92.500 7.500 87.63 384 1.000 bicubic -9.872 -4.832 -7 -6
67 tf_efficientnetv2_m 75.520 24.480 92.620 7.380 54.14 480 1.000 bicubic -9.516 -4.658 +12
68 regnetz_e8 75.490 24.510 92.710 7.290 57.70 320 1.000 bicubic -9.540 -4.554 +12
69 cait_s24_384 75.480 24.520 92.600 7.400 47.06 384 1.000 bicubic -9.570 -4.748 +9
76 efficientnetv2_rw_m 75.160 24.840 92.570 7.430 53.24 416 1.000 bicubic -9.652 -4.576 +13
77 deit3_large_patch16_224 75.140 24.860 92.280 7.720 304.37 224 0.900 bicubic -9.622 -4.758 +14
78 ecaresnet269d 75.120 24.880 92.840 7.160 102.09 352 1.000 bicubic -9.854 -4.386 +5
79 xcit_medium_24_p16_384_dist 75.110 24.890 92.440 7.560 84.40 384 1.000 bicubic -10.312 -4.966 -19 -20
80 deit3_small_patch16_384_in21ft1k 75.090 24.910 92.800 7.200 22.21 384 1.000 bicubic -9.734 -4.684 +8
81 convnext_small_384_in22ft1k 75.050 24.950 93.010 6.990 50.22 384 1.000 bicubic -10.674 -4.854 -31
82 dm_nfnet_f5 75.010 24.990 92.600 7.400 377.21 544 0.954 bicubic -10.806 -4.886 -37 -36
83 xcit_small_24_p8_224_dist 74.980 25.020 92.300 7.700 47.63 224 1.000 bicubic -9.896 -4.888 +4
84 tf_efficientnet_b8 74.930 25.070 92.320 7.680 87.41 672 0.954 bicubic -10.438 -5.072 -20
85 xcit_small_12_p8_384_dist 74.860 25.140 92.460 7.540 26.21 384 1.000 bicubic -10.220 -4.820 -11
95 seresnet152d 74.520 25.480 92.080 7.920 66.84 320 1.000 bicubic -9.844 -4.964 +14
96 regnetz_040 74.460 25.540 91.900 8.100 27.12 320 1.000 bicubic -9.776 -5.032 +22
97 resnest200e 74.460 25.540 91.860 8.140 70.20 320 0.909 bicubic -9.368 -5.032 +49
98 tf_efficientnetv2_s_in21ft1k 74.450 25.550 92.500 7.500 21.46 384 1.000 bicubic -9.846 -4.754 +14 +13
99 regnetz_040h 74.440 25.560 92.240 7.760 28.94 320 1.000 bicubic -10.056 -4.766 +3
100 resnetrs200 74.360 25.640 91.940 8.060 93.21 320 1.000 bicubic -10.080 -5.140 +4
101 seresnextaa101d_32x8d 74.320 25.680 91.720 8.280 93.59 288 1.000 bicubic -10.252 -5.350 -4
102 convnext_small_in22ft1k 74.210 25.790 92.550 7.450 50.22 224 0.875 bicubic -10.358 -4.846 -4
103 seresnext101d_32x8d 74.210 25.790 91.860 8.140 93.59 288 1.000 bicubic -10.152 -5.058 +7
104 efficientnetv2_rw_s 74.180 25.820 91.710 8.290 23.94 384 1.000 bicubic -9.630 -5.014 +44
cait_xs24_384 74.170 25.830 91.910 8.090 26.67 384 1.000 bicubic -9.894 -4.980 +22
105 resnest269e 74.170 25.830 91.930 8.070 110.93 416 0.928 bicubic -10.348 -5.056 -5
106 cait_xs24_384 74.170 25.830 91.910 8.090 26.67 384 1.000 bicubic -9.894 -4.980 +22
107 pit_b_distilled_224 74.160 25.840 91.660 8.340 74.79 224 0.900 bicubic -9.982 -5.196 +18
108 swsl_resnext101_32x4d 74.140 25.860 91.990 8.010 44.18 224 0.875 bilinear -9.100 -4.770 +67 +68
109 eca_nfnet_l1 vit_large_r50_s32_224 74.120 25.880 92.070 92.380 7.930 7.620 41.41 328.99 320 224 1.000 0.900 bicubic -9.892 -10.310 -4.962 -4.786 +26 -3
110 vit_large_r50_s32_224 eca_nfnet_l1 74.120 25.880 92.380 92.070 7.620 7.930 328.99 41.41 224 320 0.900 1.000 bicubic -10.310 -9.892 -4.786 -4.962 -4 +25
111 volo_d1_224 xcit_small_12_p16_384_dist 74.120 25.880 92.030 92.070 7.970 7.930 26.63 26.25 224 384 0.960 1.000 bicubic -10.044 -10.588 -4.744 -5.046 +13 -18
112 xcit_small_12_p16_384_dist volo_d1_224 74.120 25.880 92.070 92.030 7.930 7.970 26.25 26.63 384 224 1.000 0.960 bicubic -10.588 -10.044 -5.046 -4.744 -19 +12
113 convnext_large 74.070 25.930 91.550 8.450 197.77 224 0.875 bicubic -10.226 -5.344 -2 -1
114 xcit_large_24_p8_224 74.070 25.930 90.890 9.110 188.93 224 1.000 bicubic -10.322 -5.768 -6
115 vit_base_patch16_224_miil 74.040 25.960 91.700 8.300 86.54 224 0.875 bilinear -10.232 -5.102 0
116 resnetv2_152x4_bitm 74.010 25.990 92.340 7.660 936.53 480 1.000 bilinear -10.908 -5.102 -31 -30
117 swinv2_base_window16_256 74.010 25.990 91.750 8.250 87.92 256 0.900 bicubic -10.582 -5.324 -20 -21
118 tf_efficientnetv2_s vit_base_patch16_224 74.000 26.000 91.530 92.470 8.470 7.530 21.46 86.57 384 224 1.000 0.900 bicubic -9.884 -10.530 -5.168 -4.826 +21 -19
119 vit_base_patch16_224 tf_efficientnetv2_s 74.000 26.000 92.470 91.530 7.530 8.470 86.57 21.46 224 384 0.900 1.000 bicubic -10.530 -9.884 -4.826 -5.168 -20 +20
120 swsl_resnext101_32x16d 73.990 26.010 92.180 7.820 194.03 224 0.875 bilinear -9.360 -4.664 +51 +52
121 crossvit_18_dagger_408 regnetz_d32 73.970 26.030 91.410 91.950 8.590 8.050 44.61 27.58 408 320 1.000 0.950 bicubic -10.224 -10.054 -5.408 -4.918 +1 +12
122 regnetz_d32 crossvit_18_dagger_408 73.970 26.030 91.950 91.410 8.050 8.590 27.58 44.61 320 408 0.950 1.000 bicubic -10.054 -10.224 -4.918 -5.408 +11 0
123 seresnext101_32x8d 73.940 26.060 91.450 8.550 93.57 288 1.000 bicubic -10.264 -5.424 -2
124 resnetrs420 resnetv2_152x2_bitm 73.920 26.080 91.760 92.670 8.240 7.330 191.89 236.34 416 448 1.000 bicubic bilinear -11.088 -10.590 -5.364 -4.764 -43 -23
125 resnetv2_152x2_bitm resnetrs420 73.920 26.080 92.670 91.760 7.330 8.240 236.34 191.89 448 416 1.000 bilinear bicubic -10.590 -11.088 -4.764 -5.364 -24 -44
126 xcit_small_12_p8_224_dist 73.920 26.080 91.720 8.280 26.21 224 1.000 bicubic -10.310 -5.154 -7
127 resmlp_big_24_224_in22ft1k 73.900 26.100 91.750 8.250 129.14 224 0.875 bicubic -10.498 -5.368 -20
128 tf_efficientnet_b6 73.890 26.110 91.750 8.250 43.04 528 0.942 bicubic -10.218 -5.138 -2
129 tf_efficientnet_b3_ns 73.880 26.120 91.870 8.130 12.23 300 0.904 bicubic -10.168 -5.042 +2 +3
130 convnext_base 73.870 26.130 91.320 8.680 88.59 224 0.875 bicubic -9.970 -5.430 +13
131 deit3_small_patch16_224_in21ft1k 73.840 26.160 91.960 8.040 22.06 224 1.000 bicubic -9.236 -4.816 +56 +57
132 vit_small_r26_s32_384 73.800 26.200 92.290 7.710 36.47 384 1.000 bicubic -10.248 -5.038 0 -1
133 regnetz_d8 73.760 26.240 92.020 7.980 23.37 320 1.000 bicubic -10.292 -4.976 -4
134 regnety_080 73.730 26.270 91.790 8.210 39.18 288 1.000 bicubic -10.198 -5.098 +4
135 resnetrs270 73.690 26.310 91.570 8.430 129.86 352 1.000 bicubic -10.746 -5.404 -30
136 resnetv2_101x3_bitm 73.680 26.320 92.470 7.530 387.93 448 1.000 bilinear -10.764 -4.912 -33
137 resnet200d 73.680 26.320 91.570 8.430 64.69 320 1.000 bicubic -10.280 -5.254 -1
138 ig_resnext101_32x8d 73.660 26.340 92.160 7.840 88.79 224 0.875 bilinear -9.038 -4.472 +69 +71
139 xcit_medium_24_p16_224_dist 73.650 26.350 91.580 8.420 84.40 224 1.000 bicubic -10.628 -5.360 -25
140 regnety_064 73.590 26.410 91.350 8.650 30.58 288 1.000 bicubic -10.130 -5.376 +14
141 tf_efficientnet_b5 73.560 26.440 91.460 8.540 30.39 456 0.934 bicubic -10.254 -5.288 +6
143 resnet152d 73.530 26.470 91.230 8.770 60.21 320 1.000 bicubic -10.148 -5.510 +16
144 regnetv_064 73.490 26.510 91.590 8.410 30.58 288 1.000 bicubic -10.222 -5.156 +12
145 deit3_base_patch16_224 73.480 26.520 91.290 8.710 86.59 224 0.900 bicubic -10.312 -5.294 +5
146 sequencer2d_l 73.480 26.520 91.100 8.900 54.30 224 0.875 bicubic -9.926 -5.400 +20 +21
147 xcit_tiny_24_p8_384_dist 73.420 26.580 91.560 8.440 12.11 384 1.000 bicubic -10.326 -5.152 +5
148 resnetrs350 73.400 26.600 91.310 8.690 163.96 384 1.000 bicubic -11.312 -5.680 -56
149 twins_svt_large 73.390 26.610 90.910 9.090 99.27 224 0.900 bicubic -10.290 -5.684 +9
150 regnetz_d8_evos 73.370 26.630 91.640 8.360 23.46 320 0.950 bicubic -10.680 -5.356 -20
151 regnety_160 73.360 26.640 91.700 8.300 83.59 288 1.000 bicubic -10.332 -5.076 +6
152 swin_s3_base_224 73.320 26.680 91.190 8.810 71.13 224 0.900 bicubic -10.612 -5.470 -15
153 efficientnet_b4 73.310 26.690 91.280 8.720 19.34 384 1.000 bicubic -10.114 -5.318 +12 +13
154 vit_small_patch16_384 73.300 26.700 92.000 8.000 22.20 384 1.000 bicubic -10.500 -5.100 -5
155 resmlp_big_24_distilled_224 73.290 26.710 91.160 8.840 129.14 224 0.875 bicubic -10.298 -5.488 +5
156 swinv2_small_window16_256 73.270 26.730 91.270 8.730 49.73 256 0.900 bicubic -10.940 -5.600 -36
157 xcit_small_24_p16_224_dist 73.260 26.740 91.460 8.540 47.67 224 1.000 bicubic -10.610 -5.272 -17
158 deit_base_distilled_patch16_224 73.240 26.760 91.000 9.000 87.34 224 0.900 bicubic -10.148 -5.488 +10 +11
159 resnetrs152 73.200 26.800 91.260 8.740 86.62 320 1.000 bicubic -10.514 -5.354 -4
160 xcit_medium_24_p8_224 73.150 26.850 90.280 9.720 84.32 224 1.000 bicubic -10.588 -6.114 -7
161 vit_base_patch32_384 73.130 26.870 91.240 8.760 88.30 384 1.000 bicubic -10.222 -5.596 +9 +10
162 jx_nest_base 73.120 26.880 91.060 8.940 67.72 224 0.875 bicubic -10.434 -5.304 -1
163 swinv2_small_window8_256 73.110 26.890 90.930 9.070 49.73 256 0.900 bicubic -10.744 -5.712 -22
164 cs3se_edgenet_x 73.100 26.900 91.260 8.740 50.72 320 1.000 bicubic -10.448 -5.406 -2
165 deit3_small_patch16_384 73.090 26.910 91.240 8.760 22.21 384 1.000 bicubic -10.338 -5.436 0
166 xcit_small_24_p8_224 73.080 26.920 91.140 8.860 47.63 224 1.000 bicubic -10.760 -5.496 -21 -22
167 cait_s24_224 73.070 26.930 91.120 8.880 46.92 224 1.000 bicubic -10.388 -5.442 -3
168 crossvit_15_dagger_408 72.950 27.050 91.090 8.910 28.50 408 1.000 bicubic -10.888 -5.690 -22 -23
169 resnetv2_152x2_bit_teacher_384 72.900 27.100 91.550 8.450 236.34 384 1.000 bicubic -10.944 -5.566 -26 -27
170 tf_efficientnet_b4_ap regnetv_040 72.880 27.120 90.980 91.110 9.020 8.890 19.34 20.64 380 288 0.922 1.000 bicubic -10.368 -10.318 -5.412 -5.554 +5 +8
171 regnetv_040 dm_nfnet_f0 72.880 27.120 91.110 91.080 8.890 8.920 20.64 71.49 288 256 1.000 0.900 bicubic -10.318 -10.504 -5.554 -5.494 +7 -1
172 dm_nfnet_f0 tf_efficientnet_b4_ap 72.880 27.120 91.080 90.980 8.920 9.020 71.49 19.34 256 380 0.900 0.922 bicubic -10.504 -10.368 -5.494 -5.412 -2 +3
173 convnext_tiny_384_in22ft1k 72.850 27.150 91.560 8.440 28.59 384 1.000 bicubic -11.226 -5.598 -45 -46
174 swinv2_cr_small_ns_224 72.800 27.200 90.800 9.200 49.70 224 0.900 bicubic -10.686 -5.684 -11
175 xception65p 72.790 27.210 90.910 9.090 39.82 299 0.940 bicubic -10.340 -5.570 +10
176 regnety_032 72.760 27.240 90.960 9.040 19.44 288 1.000 bicubic -9.964 -5.462 +30
177 regnety_040 72.720 27.280 90.730 9.270 20.65 288 1.000 bicubic -10.316 -5.780 +14
178 swin_s3_small_224 72.690 27.310 90.560 9.440 49.74 224 0.900 bicubic -11.084 -5.892 -26 -27
xcit_small_12_p8_224 72.620 27.380 90.670 9.330 26.21 224 1.000 bicubic -10.720 -5.810 -6
179 resnext101_64x4d 72.620 27.380 90.840 9.160 83.46 288 1.000 bicubic -10.524 -5.534 +2
180 pnasnet5large xcit_small_12_p8_224 72.610 72.620 27.390 27.380 90.510 90.670 9.490 9.330 86.06 26.21 331 224 0.911 1.000 bicubic -10.172 -10.720 -5.532 -5.810 +22 -6
181 nfnet_l0 72.610 27.390 91.000 9.000 35.07 288 1.000 bicubic -10.142 -5.518 +23 +24
182 pnasnet5large 72.610 27.390 90.510 9.490 86.06 331 0.911 bicubic -10.172 -5.532 +21
183 xception65 72.600 27.400 90.820 9.180 39.92 299 0.940 bicubic -10.574 -5.772 -4
184 resnest101e 72.580 27.420 90.820 9.180 48.28 256 0.875 bilinear -10.308 -5.500 +13
185 twins_pcpvt_large 72.570 27.430 90.700 9.300 60.99 224 0.900 bicubic -10.566 -5.904 -1
186 swsl_resnext50_32x4d 72.560 27.440 90.850 9.150 25.03 224 0.875 bilinear -9.616 -5.382 +64 +66
187 gc_efficientnetv2_rw_t 72.550 27.450 90.830 9.170 13.68 288 1.000 bicubic -9.916 -5.468 +36 +38
tresnet_xl_448 72.550 27.450 90.310 9.690 78.44 448 0.875 bilinear -10.498 -5.860 +2
188 twins_svt_base 72.550 27.450 90.450 9.550 56.07 224 0.900 bicubic -10.588 -5.970 -6
189 tresnet_xl_448 72.550 27.450 90.310 9.690 78.44 448 0.875 bilinear -10.498 -5.860 +1
190 deit_base_patch16_384 72.540 27.460 90.270 9.730 86.86 384 1.000 bicubic -10.566 -6.100 -3
191 resnetv2_50x3_bitm 72.520 27.480 91.760 8.240 217.32 448 1.000 bilinear -11.492 -5.366 -56 -57
192 xcit_small_12_p16_224_dist 72.500 27.500 91.110 8.890 26.25 224 1.000 bicubic -10.846 -5.308 -19
193 xcit_tiny_24_p8_224_dist 72.430 27.570 90.920 9.080 12.11 224 1.000 bicubic -10.130 -5.248 +25 +27
194 resnet101d 72.420 27.580 90.650 9.350 44.57 320 1.000 bicubic -10.602 -5.796 -1
195 sequencer2d_m 72.410 27.590 90.710 9.290 38.31 224 0.875 bicubic -10.398 -5.558 +7
196 jx_nest_small cs3sedarknet_x 72.360 72.380 27.640 27.620 90.690 91.020 9.310 8.980 38.35 35.40 224 288 0.875 1.000 bicubic -10.760 -10.274 -5.640 -5.326 -10 +14
197 convnext_small jx_nest_small 72.330 72.360 27.670 27.640 90.850 90.690 9.150 9.310 50.22 38.35 224 0.875 bicubic -10.820 -10.760 -5.580 -5.640 -17 -11
198 convnext_small 72.330 27.670 90.850 9.150 50.22 224 0.875 bicubic -10.820 -5.580 -18
199 regnetz_c16 72.310 27.690 90.820 9.180 13.46 320 0.940 bicubic -10.210 -5.540 +22
200 tf_efficientnet_b4 72.290 27.710 90.590 9.410 19.34 380 0.922 bicubic -10.734 -5.710 -7 -8
201 tf_efficientnet_b2_ns 72.280 27.720 91.090 8.910 9.11 260 0.890 bicubic -10.104 -5.156 +29 +30
202 tresnet_m 72.260 27.740 90.230 9.770 31.39 224 0.875 bilinear -10.814 -5.890 -12 -13
crossvit_18_240 72.250 27.750 90.270 9.730 43.27 240 0.875 bicubic -10.148 -5.784 +25
203 resnetv2_50x1_bit_distilled 72.250 27.750 91.010 8.990 25.55 224 0.875 bicubic -10.572 -5.512 -4
204 efficientnetv2_rw_t crossvit_18_240 72.230 72.250 27.770 27.750 90.410 90.270 9.590 9.730 13.65 43.27 288 240 1.000 0.875 bicubic -10.114 -10.148 -5.624 -5.784 +29 +25
205 nasnetalarge regnetz_c16_evos 72.230 27.770 90.460 91.230 9.540 8.770 88.75 13.49 331 320 0.911 0.950 bicubic -10.388 -10.402 -5.584 -5.246 +6 +7
206 regnetz_c16_evos nasnetalarge 72.230 27.770 91.230 90.460 8.770 9.540 13.49 88.75 320 331 0.950 0.911 bicubic -10.402 -10.388 -5.246 -5.584 +4 +7
207 cait_xxs36_384 efficientnetv2_rw_t 72.200 72.230 27.800 27.770 90.840 90.410 9.160 9.590 17.37 13.65 384 288 1.000 bicubic -9.992 -10.114 -5.304 -5.786 +42 +27
208 cait_xxs36_384 72.200 27.800 90.840 9.160 17.37 384 1.000 bicubic -9.992 -5.304 +43
209 twins_pcpvt_base 72.190 27.810 90.510 9.490 43.83 224 0.900 bicubic -10.518 -5.840 -1
210 crossvit_18_dagger_240 72.130 27.870 90.070 9.930 44.27 240 0.875 bicubic -10.390 -5.998 +10 +12
211 xcit_tiny_24_p16_384_dist 72.080 27.920 90.590 9.410 12.12 384 1.000 bicubic -10.492 -5.698 +6 +7
212 resnet152 72.060 27.940 90.340 9.660 60.19 224 0.950 bicubic -10.758 -5.792 -11 -12
vit_relpos_base_patch16_clsgap_224 72.000 28.000 90.250 9.750 86.43 224 0.900 bicubic -10.760 -5.924 -8
213 mobilevitv2_200_384_in22ft1k 72.000 28.000 90.630 9.370 18.45 384 1.000 bicubic -11.400 -5.952 -45
214 vit_relpos_medium_patch16_cls_224 vit_relpos_base_patch16_clsgap_224 71.990 72.000 28.010 28.000 90.290 90.250 9.710 9.750 38.76 86.43 224 0.900 bicubic -10.572 -10.760 -5.776 -5.924 +3 -10
215 sequencer2d_s vit_relpos_medium_patch16_cls_224 71.940 71.990 28.060 28.010 90.490 90.290 9.510 9.710 27.65 38.76 224 0.875 0.900 bicubic -10.404 -10.572 -5.706 -5.776 +17 +4
216 sequencer2d_s 71.940 28.060 90.490 9.510 27.65 224 0.875 bicubic -10.404 -5.544 +19
217 swinv2_cr_small_224 71.880 28.120 90.260 9.740 49.70 224 0.900 bicubic -11.258 -5.838 -34
218 eca_nfnet_l0 71.840 28.160 91.110 8.890 24.14 288 1.000 bicubic -10.738 -5.380 -2 -1
219 convnext_tiny_in22ft1k 71.830 28.170 90.920 9.080 28.59 224 0.875 bicubic -11.082 -5.704 -23 -24
220 vit_relpos_base_patch16_224 71.830 28.170 90.260 9.740 86.43 224 0.900 bicubic -10.656 -5.882 +3 +4
221 mobilevitv2_175_384_in22ft1k 71.810 28.190 90.780 9.220 14.25 384 1.000 bicubic -11.124 -5.650 -26 -27
222 swin_small_patch4_window7_224 cs3edgenet_x 71.750 71.810 28.250 28.190 90.240 90.360 9.760 9.640 49.61 47.82 224 288 0.900 1.000 bicubic -11.468 -10.912 -6.086 -6.016 -44 -15
223 swin_small_patch4_window7_224 71.750 28.250 90.240 9.760 49.61 224 0.900 bicubic -11.468 -6.086 -46
224 pit_b_224 71.710 28.290 89.250 10.750 73.76 224 0.900 bicubic -10.734 -6.462 +4
225 xcit_large_24_p16_224 71.700 28.300 89.170 10.830 189.10 224 1.000 bicubic -11.192 -6.708 -27 -29
226 swsl_resnet50 71.690 28.310 90.470 9.530 25.56 224 0.875 bilinear -9.490 -5.510 +86 +87
227 resnet61q 71.670 28.330 90.270 9.730 36.85 288 1.000 bicubic -10.848 -5.860 -4
228 tresnet_xl 71.660 28.340 89.630 10.370 78.44 224 0.875 bilinear -10.402 -6.306 +31 +30
229 tresnet_l_448 71.610 28.390 90.060 9.940 55.99 448 0.875 bilinear -10.660 -5.920 +15
230 convit_base 71.590 28.410 90.160 9.840 86.54 224 0.875 bicubic -10.702 -5.778 +12
231 xcit_tiny_12_p8_384_dist 71.580 28.420 90.710 9.290 6.71 384 1.000 bicubic -10.806 -5.512 -1
232 swinv2_tiny_window16_256 71.570 28.430 90.350 9.650 28.35 256 0.900 bicubic -11.240 -5.880 -29 -31
233 poolformer_m48 71.550 28.450 89.760 10.240 73.47 224 0.950 bicubic -10.910 -6.198 -6
crossvit_15_dagger_240 71.520 28.480 89.860 10.140 28.21 240 0.875 bicubic -10.806 -6.096 +3
234 fbnetv3_g 71.520 28.480 90.380 9.620 16.62 288 0.950 bilinear -10.514 -5.686 +27
235 crossvit_15_dagger_240 71.520 28.480 89.860 10.140 28.21 240 0.875 bicubic -10.806 -6.096 +3
236 ssl_resnext101_32x8d 71.510 28.490 90.470 9.530 88.79 224 0.875 bilinear -10.098 -5.572 +48
237 efficientnet_b3 71.480 28.520 90.060 9.940 12.23 320 1.000 bicubic -10.760 -6.058 +8
238 ecaresnet101d 71.470 28.530 90.330 9.670 44.57 224 0.875 bicubic -10.700 -5.718 +15
243 pit_s_distilled_224 71.360 28.640 89.780 10.220 24.04 224 0.900 bicubic -10.634 -6.016 +19
244 xcit_tiny_24_p8_224 71.330 28.670 90.240 9.760 12.11 224 1.000 bicubic -10.566 -5.734 +26
245 mixer_b16_224_miil 71.310 28.690 89.650 10.350 59.88 224 0.875 bilinear -10.994 -6.070 -5
246 resnetv2_152x2_bit_teacher 71.290 28.710 90.430 9.570 236.34 224 0.875 bicubic -11.578 -6.138 -46 -48
247 convnext_tiny_hnf resnetv2_101 71.280 28.720 89.400 89.940 10.600 10.060 28.59 44.54 224 0.950 bicubic -10.940 -10.766 -6.466 -5.922 +1 +13
248 resnetv2_101 convnext_tiny_hnf 71.280 28.720 89.940 89.400 10.060 10.600 44.54 28.59 224 0.950 bicubic -10.766 -10.940 -5.922 -6.466 +12 0
249 ecaresnet50t 71.260 28.740 90.420 9.580 25.57 320 0.950 bicubic -11.088 -5.718 -16
250 convmixer_1536_20 71.230 28.770 89.440 10.560 51.63 224 0.960 bicubic -10.140 -6.172 +53 +54
251 deit_base_patch16_224 xcit_small_12_p16_224 71.200 28.800 89.200 89.750 10.800 10.250 86.57 26.25 224 0.900 1.000 bicubic -10.794 -10.772 -6.532 -6.062 +12 +14
252 xcit_small_12_p16_224 deit_base_patch16_224 71.200 28.800 89.750 89.200 10.250 10.800 26.25 86.57 224 1.000 0.900 bicubic -10.772 -10.794 -6.062 -6.532 +13 +11
253 crossvit_base_240 71.180 28.820 89.840 10.160 105.03 240 0.875 bicubic -11.036 -5.992 -4
254 vit_relpos_medium_patch16_rpn_224 71.170 28.830 90.090 9.910 38.73 224 0.900 bicubic -11.124 -5.882 -13
255 mobilevitv2_200_in22ft1k 71.140 28.860 89.680 10.320 18.45 256 0.888 bicubic -11.194 -6.258 -19
swin_s3_tiny_224 71.120 28.880 89.720 10.280 28.33 224 0.900 bicubic -11.004 -6.230 -3
256 resnetv2_50d_evos 71.120 28.880 90.030 9.970 25.59 288 0.950 bicubic -10.858 -5.882 +8
257 swin_s3_tiny_224 71.120 28.880 89.720 10.280 28.33 224 0.900 bicubic -11.004 -6.230 -3
258 halo2botnet50ts_256 71.110 28.890 89.630 10.370 22.64 256 0.950 bicubic -10.958 -6.012 -1
259 cs3darknet_x 71.080 28.920 90.150 9.850 35.05 288 1.000 bicubic -11.144 -6.080 -12
260 cs3sedarknet_l 71.070 28.930 90.350 9.650 21.91 288 0.950 bicubic -10.706 -5.620 +17
261 xcit_small_24_p16_224 71.040 28.960 89.700 10.300 47.67 224 1.000 bicubic -11.544 -6.300 -45
262 xcit_tiny_12_p8_224_dist 71.030 28.970 89.890 10.110 6.71 224 1.000 bicubic -10.178 -5.716 +49
263 xcit_medium_24_p16_224 71.010 28.990 89.520 10.480 84.40 224 1.000 bicubic -11.628 -6.458 -52
264 visformer_small 71.000 29.000 89.450 10.550 40.22 224 0.900 bicubic -11.108 -6.426 -8 -9
265 edgenext_small resnetv2_101x1_bitm 70.990 29.010 89.870 91.090 10.130 8.910 5.59 44.54 320 448 1.000 bicubic bilinear -10.584 -11.342 -5.844 -5.426 +16 -28
266 tresnet_m_448 edgenext_small 70.990 29.010 88.690 89.870 11.310 10.130 31.39 5.59 448 320 0.875 1.000 bilinear bicubic -10.716 -10.584 -6.882 -5.844 +10 +19
267 resnetv2_101x1_bitm resnetv2_50d_gn 70.990 29.010 91.090 89.770 8.910 10.230 44.54 25.57 448 288 1.000 0.950 bilinear bicubic -11.342 -10.834 -5.426 -6.154 -30 +6
268 resnetv2_50d_gn lamhalobotnet50ts_256 70.990 29.010 89.770 89.070 10.230 10.930 25.57 22.57 288 256 0.950 bicubic -10.834 -10.562 -6.154 -6.434 +7 +18
269 lamhalobotnet50ts_256 tresnet_m_448 70.990 29.010 89.070 88.690 10.930 11.310 22.57 31.39 256 448 0.950 0.875 bicubic bilinear -10.562 -10.716 -6.434 -6.882 +21 +9
270 tnt_s_patch16_224 resnest50d_4s2x40d 70.950 29.050 89.600 89.720 10.400 10.280 23.76 30.42 224 0.900 0.875 bicubic -10.568 -10.158 -6.146 -5.842 +19 +48
271 resnest50d_4s2x40d tnt_s_patch16_224 70.950 29.050 89.720 89.600 10.280 10.400 30.42 23.76 224 0.875 0.900 bicubic -10.158 -10.568 -5.842 -6.146 +46 +18
272 wide_resnet50_2 70.940 29.060 89.230 10.770 68.88 224 0.875 bicubic -10.516 -6.300 +22 +23
273 convnext_tiny 70.930 29.070 89.750 10.250 28.59 224 0.875 bicubic -11.132 -6.104 -15 -14
274 tf_efficientnet_b3_ap 70.920 29.080 89.430 10.570 12.23 300 0.904 bicubic -10.904 -6.194 0
275 vit_small_patch16_224 70.910 29.090 90.150 9.850 22.05 224 0.900 bicubic -10.486 -5.988 +23 +25
276 vit_srelpos_medium_patch16_224 70.910 29.090 89.960 10.040 38.74 224 0.900 bicubic -11.326 -5.974 -29 -30
277 resnet101 vit_base_patch16_rpn_224 70.870 29.130 89.510 89.770 10.490 10.230 44.55 86.54 224 0.950 0.900 bicubic -11.060 -11.330 -6.256 -6.226 -8 -27
278 vit_base_patch16_rpn_224 resnet101 70.870 29.130 89.770 89.510 10.230 10.490 86.54 44.55 224 0.900 0.950 bicubic -11.330 -11.060 -6.226 -6.256 -28 -9
279 vit_large_patch32_384 70.860 29.140 90.570 9.430 306.63 384 1.000 bicubic -10.648 -5.520 +12
280 tf_efficientnet_b1_ns 70.860 29.140 90.140 9.860 7.79 240 0.882 bicubic -10.526 -5.596 +21
281 jx_nest_tiny 70.860 29.140 89.940 10.060 17.06 224 0.875 bicubic -10.558 -5.678 +17
282 resnetrs101 70.860 29.140 89.830 10.170 63.62 288 0.940 bicubic -11.424 -6.178 -38 -39
vit_large_patch32_384 70.860 29.140 90.570 9.430 306.63 384 1.000 bicubic -10.648 -5.520 +9
283 rexnet_200 70.850 29.150 89.710 10.290 16.37 224 0.875 bicubic -10.778 -5.958 -1
284 tresnet_l 70.840 29.160 89.630 10.370 55.99 224 0.875 bilinear -10.650 -5.996 +8
285 tf_efficientnetv2_b3 70.830 29.170 89.510 10.490 14.36 300 0.904 bicubic -11.136 -6.272 -18
286 poolformer_m36 70.800 29.200 89.510 10.490 56.17 224 0.950 bicubic -11.308 -6.180 -31 -30
287 coat_lite_small 70.780 29.220 89.580 10.420 19.84 224 0.900 bicubic -11.524 -6.270 -48
288 deit3_small_patch16_224 70.760 29.240 89.440 10.560 22.06 224 0.900 bicubic -10.622 -6.010 +13 +14
289 levit_384 70.760 29.240 89.290 10.710 39.13 224 0.900 bicubic -11.828 -6.728 -74
290 swinv2_cr_tiny_ns_224 convnext_nano 70.720 70.730 29.280 29.270 89.380 89.350 10.620 10.650 28.33 15.59 224 288 0.900 1.000 bicubic -11.066 -10.746 -6.442 -6.310 -14 +3
291 swinv2_cr_tiny_ns_224 70.720 29.280 89.380 10.620 28.33 224 0.900 bicubic -11.066 -6.442 -15
292 vit_relpos_small_patch16_224 70.710 29.290 90.000 10.000 21.98 224 0.900 bicubic -10.744 -5.828 +4
293 mobilevitv2_175_in22ft1k 70.660 29.340 89.710 10.290 14.25 256 0.888 bicubic -11.280 -6.080 -24 -25
294 tf_efficientnet_b3 70.640 29.360 89.450 10.550 12.23 300 0.904 bicubic -10.998 -6.268 -12 -13
295 gluon_senet154 70.620 29.380 88.920 11.080 115.09 224 0.875 bicubic -10.610 -6.426 +15
296 crossvit_small_240 70.610 29.390 89.360 10.640 26.86 240 0.875 bicubic -10.406 -6.096 +29
297 cait_xxs24_384 70.600 29.400 89.720 10.280 12.03 384 1.000 bicubic -10.362 -5.924 +33
298 convit_small 70.590 29.410 89.580 10.420 27.78 224 0.875 bicubic -10.838 -6.162 -1
299 twins_pcpvt_small 70.560 29.440 89.070 10.930 24.11 224 0.900 bicubic -10.530 -6.572 +23
300 swinv2_tiny_window8_256 70.540 29.460 89.490 10.510 28.35 256 0.900 bicubic -11.270 -6.504 -24 -25
301 ssl_resnext101_32x4d 70.530 29.470 89.760 10.240 44.18 224 0.875 bilinear -10.394 -5.966 +32
deit_small_distilled_patch16_224 70.520 29.480 89.470 10.530 22.44 224 0.900 bicubic -10.688 -5.904 +9
302 vit_small_r26_s32_224 70.520 29.480 90.110 9.890 36.43 224 0.900 bicubic -11.342 -5.912 -31
303 deit_small_distilled_patch16_224 70.520 29.480 89.470 10.530 22.44 224 0.900 bicubic -10.688 -5.904 +9
304 legacy_senet154 70.500 29.500 89.010 10.990 115.09 224 0.875 bilinear -10.808 -6.486 +2
305 halonet50ts 70.490 29.510 89.330 10.670 22.73 256 0.940 bicubic -11.162 -6.282 -24 -25
306 regnetz_b16 70.460 29.540 89.540 10.460 9.72 288 0.940 bicubic -10.252 -5.934 +39
307 crossvit_15_240 70.450 29.550 89.530 10.470 27.53 240 0.875 bicubic -11.094 -6.160 -19 -20
308 gluon_seresnext101_64x4d 70.440 29.560 89.360 10.640 88.23 224 0.875 bicubic -10.440 -5.936 +28
309 twins_svt_small 70.440 29.560 89.350 10.650 24.06 224 0.900 bicubic -11.242 -6.316 -29 -30
310 tf_efficientnet_lite4 70.430 29.570 89.110 10.890 13.01 380 0.920 bilinear -11.104 -6.556 -21 -22
311 resnetaa50 70.410 29.590 89.970 10.030 25.56 288 1.000 bicubic -11.208 -5.840 -27 -28
312 resnest50d 70.410 29.590 88.760 11.240 27.48 224 0.875 bilinear -10.564 -6.620 +16
313 resnest50d_1s4x24d 70.400 29.600 89.240 10.760 25.68 224 0.875 bicubic -10.584 -6.084 +14
314 seresnext50_32x4d 70.390 29.610 89.110 10.890 27.56 224 0.875 bicubic -10.872 -6.518 -5
315 cs3darknet_l 70.370 29.630 89.750 10.250 21.16 288 0.950 bicubic -10.516 -5.918 +20
316 gernet_l 70.360 29.640 88.980 11.020 31.08 256 0.875 bilinear -10.990 -6.556 -11
317 vit_srelpos_small_patch16_224 70.290 29.710 89.580 10.420 21.97 224 0.900 bicubic -10.808 -5.992 +2
318 gluon_resnet152_v1s 70.290 29.710 88.850 11.150 60.32 224 0.875 bicubic -10.724 -6.564 +9 +8
319 repvgg_b3 70.250 29.750 88.740 11.260 123.09 224 0.875 bilinear -10.246 -6.524 +36
320 coat_mini 70.210 29.790 89.450 10.550 10.34 224 0.900 bicubic -11.056 -5.942 -12
321 xception41p 70.200 29.800 89.090 10.910 26.91 299 0.940 bicubic -11.768 -6.704 -54 -55
322 sebotnet33ts_256 70.150 29.850 88.800 11.200 13.70 256 0.940 bicubic -11.004 -6.366 -7
323 efficientnet_el 70.120 29.880 89.290 10.710 10.59 300 0.904 bicubic -11.186 -6.244 -16
324 inception_resnet_v2 70.120 29.880 88.700 11.300 55.84 299 0.897 bicubic -10.340 -6.606 +35
325 resmlp_36_distilled_224 70.110 29.890 89.100 10.900 44.69 224 0.875 bicubic -11.046 -6.386 -11
326 ecaresnet101d_pruned 70.100 29.900 89.580 10.420 24.88 224 0.875 bicubic -10.710 -6.048 +14
327 haloregnetz_b 70.070 29.930 88.870 11.130 11.68 224 0.940 bicubic -10.974 -6.328 -4
328 poolformer_s36 70.030 29.970 89.190 10.810 30.86 224 0.900 bicubic -11.388 -6.258 -30 -29
329 gluon_seresnext101_32x4d 70.030 29.970 88.910 11.090 48.96 224 0.875 bicubic -10.876 -6.386 +6 +5
330 sehalonet33ts 70.020 29.980 88.710 11.290 13.69 256 0.940 bicubic -10.952 -6.562 -1
331 regnety_320 70.010 29.990 88.890 11.110 145.05 224 0.875 bicubic -10.794 -6.354 +10
332 gluon_resnet152_v1d 69.970 30.030 88.490 11.510 60.21 224 0.875 bicubic -10.506 -6.710 +26
333 levit_256 69.950 30.050 89.240 10.760 18.89 224 0.900 bicubic -11.566 -6.250 -42 -43
334 pit_s_224 69.890 30.110 88.930 11.070 23.46 224 0.900 bicubic -11.208 -6.402 -15 -14
335 ecaresnet50d 69.840 30.160 89.390 10.610 25.58 224 0.875 bicubic -10.758 -5.928 +14
336 mobilevitv2_150_in22ft1k 69.830 30.170 89.160 10.840 10.59 256 0.888 bicubic -11.640 -6.508 -42
337 mobilevitv2_200 69.760 30.240 88.620 11.380 18.45 256 0.888 bicubic -11.380 -6.748 -20
338 ssl_resnext50_32x4d 69.730 30.270 89.430 10.570 25.03 224 0.875 bilinear -10.596 -5.982 +33
339 gluon_resnext101_64x4d 69.710 30.290 88.270 11.730 83.46 224 0.875 bicubic -10.894 -6.722 +9
xcit_tiny_24_p16_224_dist 69.700 30.300 88.710 11.290 12.12 224 1.000 bicubic -10.748 -6.502 +21
340 lambda_resnet50ts 69.700 30.300 88.820 11.180 21.54 256 0.950 bicubic -11.452 -6.282 -24
341 xcit_tiny_24_p16_224_dist 69.700 30.300 88.710 11.290 12.12 224 1.000 bicubic -10.748 -6.502 +21
342 xcit_tiny_12_p16_384_dist 69.690 30.310 89.010 10.990 6.72 384 1.000 bicubic -11.252 -6.398 -11
343 resnext50_32x4d 69.680 30.320 88.660 11.340 25.03 224 0.950 bicubic -11.416 -6.666 -22
344 resmlp_24_distilled_224 69.670 30.330 89.050 10.950 30.02 224 0.875 bicubic -11.094 -6.172 -2
346 gernet_m 69.560 30.440 88.700 11.300 21.14 224 0.875 bilinear -11.170 -6.486 -3
347 nf_resnet50 69.540 30.460 88.730 11.270 25.56 288 0.940 bicubic -11.114 -6.604 -1
348 gcresnext50ts 69.530 30.470 88.840 11.160 15.67 256 0.900 bicubic -11.048 -6.330 +2
349 efficientnet_el_pruned 69.520 30.480 88.930 11.070 10.59 300 0.904 bicubic -10.778 -6.284 +25 +26
350 repvgg_b3g4 69.520 30.480 88.450 11.550 83.83 224 0.875 bilinear -10.696 -6.658 +33 +32
351 gcresnet50t 69.510 30.490 89.050 10.950 25.90 256 0.900 bicubic -11.424 -6.404 -19
352 ens_adv_inception_resnet_v2 69.510 30.490 88.520 11.480 55.84 299 0.897 bicubic -10.464 -6.422 +42
353 efficientnet_b2 69.490 30.510 88.690 11.310 9.11 288 1.000 bicubic -11.126 -6.626 -6
354 rexnet_150 69.460 30.540 88.980 11.020 9.73 224 0.875 bicubic -10.854 -6.186 +19
355 regnetx_320 69.450 30.550 88.270 11.730 107.81 224 0.875 bicubic -10.794 -6.484 -6.750 +24
356 swin_tiny_patch4_window7_224 69.440 30.560 89.020 10.980 28.29 224 0.900 bicubic -11.936 -6.522 -53
357 vit_base_patch32_224 69.420 30.580 89.430 10.570 88.22 224 0.900 bicubic -11.304 -6.136 -13
358 cspresnext50 69.420 30.580 88.610 11.390 20.57 256 0.887 bilinear -11.124 -6.714 -7
359 convmixer_768_32 69.400 30.600 88.870 11.130 21.11 224 0.960 bicubic -10.764 -6.202 +27
360 darknet53 69.370 30.630 88.760 11.240 41.61 288 1.000 bicubic -11.168 -6.660 -8
361 legacy_seresnext101_32x4d 69.370 30.630 88.060 11.940 48.96 224 0.875 bilinear -10.852 -6.954 +20
362 inception_v4 69.360 30.640 88.780 11.220 42.68 299 0.875 bicubic -10.808 -6.184 +23 +22
363 ecaresnetlight 69.350 30.650 89.230 10.770 30.16 224 0.875 bicubic -11.106 -6.016 -3
364 resnet50d 69.350 30.650 88.230 11.770 25.58 224 0.875 bicubic -11.178 -6.938 -11
365 cs3darknet_focus_l 69.330 30.670 89.440 10.560 21.15 288 0.950 bicubic -11.544 -6.252 -28
370 gluon_xception65 69.160 30.840 88.080 11.920 39.92 299 0.903 bicubic -10.562 -6.780 +38
371 gluon_resnet152_v1c 69.150 30.850 87.870 12.130 60.21 224 0.875 bicubic -10.762 -6.972 +25
372 mixnet_xl 69.110 30.890 88.310 11.690 11.90 224 0.875 bicubic -11.368 -6.624 -15
373 tf_efficientnetv2_b2 seresnet33ts 69.100 30.900 88.220 88.490 11.780 11.510 10.10 19.78 260 256 0.890 0.900 bicubic -11.108 -11.254 -6.824 -6.616 +10 -5
374 seresnet33ts tf_efficientnetv2_b2 69.100 30.900 88.490 88.220 11.510 11.780 19.78 10.10 256 260 0.900 0.890 bicubic -11.254 -11.108 -6.616 -6.824 -6 +9
375 resnetv2_50 69.070 30.930 88.440 11.560 25.55 224 0.950 bicubic -11.342 -6.632 -11
376 gcresnet33ts 69.010 30.990 88.470 11.530 19.88 256 0.900 bicubic -11.066 -6.524 +14
377 gluon_resnet101_v1d 69.010 30.990 88.100 11.900 44.57 224 0.875 bicubic -11.408 -6.914 -14
378 repvgg_b2g4 69.000 31.000 88.340 11.660 61.76 224 0.875 bilinear -10.366 -6.348 +50
379 seresnet50 68.950 31.050 88.700 11.300 28.09 224 0.875 bicubic -11.316 -6.370 -3 -2
380 gluon_resnext101_32x4d 68.950 31.050 88.370 11.630 44.18 224 0.875 bicubic -11.390 -6.556 -9 -10
381 tf_efficientnet_b2_ap cspdarknet53 68.930 31.070 88.350 88.600 11.650 11.400 9.11 27.64 260 256 0.890 0.887 bicubic bilinear -11.372 -11.126 -6.678 -6.486 -7 +11
382 cspdarknet53 tf_efficientnet_b2_ap 68.930 31.070 88.600 88.350 11.400 11.650 27.64 9.11 256 260 0.887 0.890 bilinear bicubic -11.126 -11.372 -6.486 -6.678 +10 -8
383 regnety_120 68.870 31.130 88.330 11.670 51.82 224 0.875 bicubic -11.506 -6.792 -18
384 mobilevitv2_150 68.850 31.150 88.080 11.920 10.59 256 0.888 bicubic -11.518 -6.984 -17
385 resnet50_gn 68.840 31.160 88.420 11.580 25.56 224 0.940 bicubic -11.220 -6.528 +6
386 gluon_resnet152_v1b 68.820 31.180 87.720 12.280 60.19 224 0.875 bicubic -10.862 -7.128 -7.016 +26
387 eca_resnet33ts 68.800 31.200 88.580 11.420 19.68 256 0.900 bicubic -11.280 -6.392 +2
388 dpn131 gmlp_s16_224 68.760 31.240 87.460 88.080 12.540 11.920 79.25 19.42 224 0.875 bicubic -11.066 -10.880 -7.248 -6.544 +16 +28
389 gmlp_s16_224 dpn131 68.760 31.240 88.080 87.460 11.920 12.540 19.42 79.25 224 0.875 bicubic -10.880 -11.066 -6.544 -7.248 +27 +15
390 poolformer_s24 68.750 31.250 88.210 11.790 21.39 224 0.900 bicubic -11.566 -6.832 -18
391 resnet50 darknetaa53 68.740 31.260 87.680 88.720 12.320 11.280 25.56 36.02 224 288 0.950 1.000 bicubic bilinear -11.634 -11.782 -6.934 -6.606 -25 -37
392 darknetaa53 tf_efficientnet_b2 68.740 31.260 88.720 87.980 11.280 12.020 36.02 9.11 288 260 1.000 0.890 bilinear bicubic -11.782 -11.348 -6.606 -6.928 -38 -4
393 tf_efficientnet_b2 resnet50 68.740 31.260 87.980 87.680 12.020 12.320 9.11 25.56 260 224 0.890 0.950 bicubic -11.348 -11.634 -6.928 -6.934 -5 -27
394 resnext50d_32x4d 68.730 31.270 88.300 11.700 25.05 224 0.875 bicubic -10.946 -6.566 +20
395 deit_small_patch16_224 68.710 31.290 88.200 11.800 22.05 224 0.900 bicubic -11.154 -6.848 +5
396 gluon_resnet101_v1s 68.710 31.290 87.910 12.090 44.67 224 0.875 bicubic -11.588 -7.252 -20
397 dpn107 68.700 31.300 88.140 11.860 86.92 224 0.875 bicubic -11.468 -6.766 -13 -12
398 gluon_seresnext50_32x4d 68.680 31.320 88.330 11.670 27.56 224 0.875 bicubic -11.232 -6.502 -1
399 hrnet_w64 68.630 31.370 88.050 11.950 128.06 224 0.875 bilinear -10.840 -6.604 +24
400 dpn98 68.600 31.400 87.660 12.340 61.57 224 0.875 bicubic -11.044 -6.940 +15
404 rexnet_130 68.440 31.560 88.040 11.960 7.56 224 0.875 bicubic -11.062 -6.642 +16
405 tf_efficientnet_el 68.430 31.570 88.210 11.790 10.59 300 0.904 bicubic -11.824 -6.918 -27
406 cspresnet50 68.420 31.580 87.970 12.030 21.62 256 0.887 bilinear -11.162 -6.738 +12
407 ecaresnet50d_pruned cait_xxs36_224 68.400 31.600 88.370 88.640 11.630 11.360 19.94 17.30 224 0.875 1.000 bicubic -11.318 -11.348 -6.506 -6.228 +2 0
408 cait_xxs36_224 ecaresnet50d_pruned 68.400 31.600 88.640 88.370 11.360 11.630 17.30 19.94 224 1.000 0.875 bicubic -11.348 -11.318 -6.228 -6.506 -1 +1
409 dla102x2 68.380 31.620 87.890 12.110 41.28 224 0.875 bilinear -11.062 -6.756 +17
410 skresnext50_32x4d 68.370 31.630 87.560 12.440 27.48 224 0.875 bicubic -11.784 -7.086 -23
411 ssl_resnet50 68.360 31.640 88.530 11.470 25.56 224 0.875 bilinear -10.864 -6.300 +31
413 efficientnet_b2_pruned 68.320 31.680 88.100 11.900 8.31 260 0.890 bicubic -11.598 -6.750 -18
414 resmlp_big_24_224 68.320 31.680 87.520 12.480 129.14 224 0.875 bicubic -12.710 -7.500 -90
415 gluon_resnext50_32x4d 68.310 31.690 87.300 12.700 25.03 224 0.875 bicubic -11.050 -7.126 +14
416 vit_base_patch16_224_sam 68.270 31.730 87.730 12.270 86.57 224 0.900 bicubic -11.974 -7.290 -7.024 -36
417 tf_efficientnet_lite3 ecaresnet26t 68.230 31.770 87.740 88.800 12.260 11.200 8.20 16.01 300 320 0.904 0.950 bilinear bicubic -11.588 -11.622 -7.174 -6.284 -12 -15
418 ecaresnet26t tf_efficientnet_lite3 68.230 31.770 88.800 87.740 11.200 12.260 16.01 8.20 320 300 0.950 0.904 bicubic bilinear -11.622 -11.588 -6.284 -7.174 -16 -13
419 ese_vovnet39b 68.200 31.800 88.260 11.740 24.57 224 0.875 bicubic -11.112 -6.454 +13
420 fbnetv3_b 68.190 31.810 87.930 12.070 8.60 256 0.950 bilinear -10.952 -6.820 +27
421 regnetx_120 68.170 31.830 87.660 12.340 46.11 224 0.875 bicubic -11.422 -7.074 -4
422 resmlp_36_224 68.060 31.940 88.190 11.810 44.69 224 0.875 bicubic -11.710 -6.696 -16
423 resnetrs50 68.030 31.970 87.710 12.290 35.69 224 0.910 bicubic -11.856 -7.260 -25
424 pit_xs_distilled_224 68.000 32.000 87.720 12.280 11.00 224 0.900 bicubic -11.308 -6.646 +9
425 nf_regnet_b1 67.970 32.030 88.190 11.810 10.22 288 0.900 bicubic -11.330 -6.564 +11 +10
426 dpn92 67.970 32.030 87.540 12.460 37.67 224 0.875 bicubic -12.050 -7.290 -33
427 gluon_resnet50_v1d 67.950 32.050 87.130 12.870 25.58 224 0.875 bicubic -11.120 -7.336 +26
428 resnetv2_50x1_bitm 67.930 32.070 89.290 10.710 25.55 448 1.000 bilinear -12.412 -6.396 -59
434 legacy_seresnext50_32x4d 67.840 32.160 87.620 12.380 27.56 224 0.875 bilinear -11.236 -6.814 +17
435 lambda_resnet26t 67.810 32.190 87.780 12.220 10.96 256 0.940 bicubic -11.288 -6.810 +14
436 resmlp_24_224 67.800 32.200 87.600 12.400 30.02 224 0.875 bicubic -11.578 -6.946 -9
437 hrnet_w48 67.770 32.230 87.410 12.590 77.47 224 0.875 bilinear -11.530 -7.104 -2 -1
438 hrnet_w44 67.740 32.260 87.550 12.450 67.06 224 0.875 bilinear -11.156 -6.820 +22
439 tf_efficientnet_b0_ns 67.720 32.280 88.060 11.940 5.29 224 0.875 bicubic -10.944 -6.316 +30
440 coat_lite_mini 67.720 32.280 87.700 12.300 11.01 224 0.900 bicubic -11.368 -6.908 +10
452 eca_halonext26ts 67.480 32.520 87.240 12.760 10.76 256 0.940 bicubic -12.008 -7.364 -31
453 efficientnet_b1 67.470 32.530 87.500 12.500 7.79 256 1.000 bicubic -11.318 -6.846 +12
454 gluon_resnet101_v1b 67.470 32.530 87.230 12.770 44.55 224 0.875 bicubic -11.834 -7.290 -20
455 resnetblur50 mobilevitv2_125 67.460 32.540 87.440 87.570 12.560 12.430 25.56 7.48 224 256 0.875 0.888 bicubic -11.834 -12.222 -7.194 -7.278 -18 -44
456 mobilevitv2_125 resnetblur50 67.460 32.540 87.570 87.440 12.430 12.560 7.48 25.56 256 224 0.888 0.875 bicubic -12.222 -11.834 -7.166 -7.194 -45 -19
457 res2net101_26w_4s tf_efficientnet_cc_b1_8e 67.460 32.540 87.010 87.310 12.990 12.690 45.21 39.72 224 240 0.875 0.882 bilinear bicubic -11.736 -11.854 -7.426 -7.060 -11 -26
458 tf_efficientnet_cc_b1_8e res2net101_26w_4s 67.460 32.540 87.310 87.010 12.690 12.990 39.72 45.21 240 224 0.882 0.875 bicubic bilinear -11.854 -11.736 -7.060 -7.426 -27 -12
459 res2net50_26w_8s 67.430 32.570 87.270 12.730 48.40 224 0.875 bilinear -11.522 -7.036 -1
460 resnet33ts 67.380 32.620 87.590 12.410 19.68 256 0.900 bicubic -11.828 -6.984 -16
461 cait_xxs24_224 67.350 32.650 87.520 12.480 11.96 224 1.000 bicubic -11.036 -6.788 +23
469 vit_relpos_base_patch32_plus_rpn_256 67.130 32.870 86.500 13.500 119.42 256 0.900 bicubic -12.356 -7.640 -47
470 dla60x 67.080 32.920 87.180 12.820 17.35 224 0.875 bilinear -11.148 -6.844 +23
471 gluon_resnet50_v1s 67.060 32.940 86.860 13.140 25.68 224 0.875 bicubic -11.646 -7.378 -4
472 tv_resnet152 67.030 32.970 87.550 12.450 60.19 224 0.875 bilinear -11.290 -6.484 +15 +16
473 dla60_res2net 67.030 32.970 87.160 12.840 20.85 224 0.875 bilinear -11.428 -7.036 +6 +5
474 xcit_tiny_12_p16_224_dist 67.010 32.990 87.410 12.590 6.72 224 1.000 bicubic -11.568 -6.788 -3
475 dla102x 66.980 33.020 86.770 13.230 26.31 224 0.875 bilinear -11.532 -7.458 -1
476 lambda_resnet26rpt_256 66.960 33.040 87.130 12.870 10.99 256 0.940 bicubic -12.004 -7.296 -19
477 mixnet_l 66.960 33.040 86.920 13.080 7.33 224 0.875 bicubic -12.016 -7.258 -21
478 res2net50_26w_6s pit_xs_224 66.920 33.080 86.860 87.290 13.140 12.710 37.05 10.62 224 0.875 0.900 bilinear bicubic -11.650 -11.270 -7.264 -6.876 -6 +17
479 pit_xs_224 res2net50_26w_6s 66.920 33.080 87.290 86.860 12.710 13.140 10.62 37.05 224 0.900 0.875 bicubic bilinear -11.270 -11.650 -6.876 -7.264 +16 -7
480 repvgg_b1 66.900 33.100 86.790 13.210 57.42 224 0.875 bilinear -11.468 -7.304 +6
481 tf_efficientnet_b1 66.890 33.110 87.020 12.980 7.79 240 0.882 bicubic -11.938 -7.178 -19
482 xcit_nano_12_p8_384_dist 66.880 33.120 87.110 12.890 3.05 384 1.000 bicubic -10.936 -6.936 +34
495 mobilevitv2_100 66.590 33.410 87.020 12.980 4.90 256 0.888 bicubic -11.496 -7.140 +5
496 vit_tiny_patch16_384 66.570 33.430 87.270 12.730 5.79 384 1.000 bicubic -11.860 -7.274 -14
497 levit_128 66.570 33.430 86.750 13.250 9.21 224 0.900 bicubic -11.912 -7.262 -20
498 gluon_resnet50_v1c cs3darknet_m 66.560 33.440 86.180 87.180 13.820 12.820 25.58 9.31 224 288 0.875 0.950 bicubic -11.448 -11.066 -7.810 -6.834 +6 +24
499 cs3darknet_m gluon_resnet50_v1c 66.560 33.440 87.180 86.180 12.820 13.820 9.31 25.58 288 224 0.950 0.875 bicubic -11.066 -11.448 -6.834 -7.810 +23 +5
500 dla102 66.520 33.480 86.910 13.090 33.27 224 0.875 bilinear -11.508 -7.040 +3
501 gmixer_24_224 66.430 33.570 86.160 13.840 24.72 224 0.875 bicubic -11.606 -7.510 +1
502 tf_inception_v3 66.410 33.590 86.660 13.340 23.83 299 0.875 bicubic -11.442 -6.980 +13
503 bat_resnext26ts 66.380 33.620 86.830 13.170 10.73 256 0.900 bicubic -11.868 -7.266 -13 -12
504 hardcorenas_f 66.380 33.620 86.190 13.810 8.20 224 0.875 bilinear -11.722 -7.612 -4 -5
505 coat_lite_tiny 66.310 33.690 86.980 13.020 5.72 224 0.900 bicubic -11.206 -6.934 +24
506 efficientnet_b0 66.290 33.710 85.960 14.040 5.29 224 0.875 bicubic -11.410 -7.572 +13
507 cs3darknet_focus_m 66.260 33.740 87.090 12.910 9.30 288 0.950 bicubic -11.022 -6.882 +32
508 legacy_seresnet50 66.260 33.740 86.310 13.690 28.09 224 0.875 bilinear -11.372 -7.440 +13
509 selecsls60 66.200 33.800 86.340 13.660 30.67 224 0.875 bicubic -11.784 -7.492 -4
510 tf_efficientnet_cc_b0_8e tf_efficientnet_em 66.170 33.830 86.220 86.360 13.780 13.640 24.01 6.90 224 240 0.875 0.882 bicubic -11.730 -11.956 -7.438 -7.686 0 -12
511 tf_efficientnet_em tf_efficientnet_cc_b0_8e 66.170 33.830 86.360 86.220 13.640 13.780 6.90 24.01 240 224 0.882 0.875 bicubic -11.956 -11.730 -7.686 -7.438 -13 -1
512 tv_resnext50_32x4d 66.160 33.840 86.040 13.960 25.03 224 0.875 bilinear -11.458 -7.660 +11
513 inception_v3 66.150 33.850 86.330 13.670 23.83 299 0.875 bicubic -11.288 -7.146 +19
514 resmlp_12_distilled_224 66.130 33.870 86.620 13.380 15.35 224 0.875 bicubic -11.816 -6.940 -7 -6
515 res2net50_26w_4s 66.130 33.870 86.590 13.410 25.70 224 0.875 bilinear -11.832 -7.262 -7 -8
516 regnety_016 66.100 33.900 86.380 13.620 11.20 224 0.875 bicubic -11.756 -7.340 -2
517 gluon_resnet50_v1b efficientnet_b1_pruned 66.080 33.920 86.260 86.570 13.740 13.430 25.56 6.33 224 240 0.875 0.882 bicubic -11.504 -12.164 -7.460 -7.264 +9 -25
518 efficientnet_b1_pruned gluon_resnet50_v1b 66.080 33.920 86.570 86.260 13.430 13.740 6.33 25.56 240 224 0.882 0.875 bicubic -12.164 -11.504 -7.264 -7.460 -26 +8
519 rexnet_100 66.060 33.940 86.490 13.510 4.80 224 0.875 bicubic -11.800 -7.384 -7
520 tinynet_a 66.020 33.980 85.790 14.210 6.19 192 0.875 bicubic -11.628 -7.746 0
521 res2net50_14w_8s 66.010 33.990 86.250 13.750 25.06 224 0.875 bilinear -12.134 -7.602 -24
526 densenet161 65.830 34.170 86.450 13.550 28.68 224 0.875 bicubic -11.524 -7.186 +9
527 hardcorenas_e 65.810 34.190 85.980 14.020 8.07 224 0.875 bilinear -11.976 -7.724 -9
528 resnet34d 65.790 34.210 86.720 13.280 21.82 224 0.875 bicubic -11.326 -6.662 +16
529 eca_resnext26ts xcit_tiny_12_p16_224 65.770 34.230 85.840 86.230 14.160 13.770 10.30 6.72 256 224 0.900 1.000 bicubic -11.688 -11.354 -7.728 -7.482 +2 +14
530 xcit_tiny_12_p16_224 eca_resnext26ts 65.770 34.230 86.230 85.840 13.770 14.160 6.72 10.30 224 256 1.000 0.900 bicubic -11.354 -11.688 -7.482 -7.728 +13 +1
531 mobilenetv3_large_100_miil skresnet34 65.740 34.260 85.170 85.960 14.830 14.040 5.48 22.28 224 0.875 bilinear bicubic -12.182 -11.164 -7.750 -7.360 -22 +23
532 skresnet34 mobilenetv3_large_100_miil 65.740 34.260 85.960 85.170 14.040 14.830 22.28 5.48 224 0.875 bicubic bilinear -11.164 -12.182 -7.360 -7.750 +22 -23
533 tv_resnet101 65.690 34.310 85.980 14.020 44.55 224 0.875 bilinear -11.690 -7.564 +1
534 seresnext26ts 65.650 34.350 86.150 13.850 10.39 256 0.900 bicubic -12.208 -7.640 -21
535 hardcorenas_d 65.620 34.380 85.470 14.530 7.50 224 0.875 bilinear -11.810 -8.014 -2
536 selecsls42b 65.600 34.400 85.790 14.210 32.46 224 0.875 bicubic -11.578 -7.602 +6
537 poolformer_s12 65.580 34.420 86.130 13.870 11.92 224 0.900 bicubic -11.658 -7.376 +4
538 tf_efficientnet_b0_ap 65.500 34.500 85.580 14.420 5.29 224 0.875 bicubic -11.588 -7.678 +8
539 seresnext26d_32x4d 65.410 34.590 85.960 14.040 16.81 224 0.875 bicubic -12.196 -7.646 -15
540 convmixer_1024_20_ks9_p14 65.410 34.590 85.590 14.410 24.38 224 0.960 bicubic -11.532 -7.768 +12
seresnext26d_32x4d 65.410 34.590 85.960 14.040 16.81 224 0.875 bicubic -12.196 -7.646 -16
541 resnet26t 65.400 34.600 86.110 13.890 16.01 256 0.940 bicubic -12.464 -7.732 -30
542 tf_efficientnet_lite2 65.390 34.610 85.990 14.010 6.09 260 0.890 bicubic -12.076 -7.768 -12
543 res2net50_48w_2s 65.370 34.630 85.960 14.040 25.29 224 0.875 bilinear -12.154 -7.590 -15
densenet201 65.290 34.710 85.670 14.330 20.01 224 0.875 bicubic -11.998 -7.810 -7
544 densenetblur121d 65.290 34.710 85.700 14.300 8.00 224 0.875 bicubic -11.290 -7.488 +20
545 densenet201 65.290 34.710 85.670 14.330 20.01 224 0.875 bicubic -11.998 -7.810 -7
546 dla60 65.210 34.790 85.740 14.260 22.04 224 0.875 bilinear -11.812 -7.580 +2
547 crossvit_9_dagger_240 65.200 34.800 86.590 13.410 8.78 240 0.875 bicubic -11.778 -7.024 +2
548 ese_vovnet19b_dw 65.190 34.810 85.460 14.540 6.54 224 0.875 bicubic -11.604 -7.806 +8
555 densenet169 64.750 35.250 85.260 14.740 14.15 224 0.875 bicubic -11.154 -7.764 +22
556 mixnet_m 64.710 35.290 85.450 14.550 5.01 224 0.875 bicubic -12.552 -7.972 -16
557 resnet26d 64.680 35.320 85.100 14.900 16.01 224 0.875 bicubic -12.022 -8.052 +2
558 levit_128s resnext26ts 64.590 35.410 84.730 85.120 15.270 14.880 7.78 10.30 224 256 0.900 bicubic -11.924 -12.190 -8.140 -8.012 +8 -1
559 resnext26ts levit_128s 64.590 35.410 85.120 84.730 14.880 15.270 10.30 7.78 256 224 0.900 bicubic -12.190 -11.924 -8.012 -8.140 -2 +7
560 xcit_nano_12_p8_224_dist 64.550 35.450 85.990 14.010 3.05 224 1.000 bicubic -11.778 -7.104 +9
561 repvgg_a2 64.430 35.570 85.130 14.870 28.21 224 0.875 bilinear -12.030 -7.880 +7
562 xcit_nano_12_p16_384_dist 64.420 35.580 85.310 14.690 3.05 384 1.000 bicubic -11.036 -7.380 +25
563 hardcorenas_b 64.410 35.590 84.900 15.100 5.18 224 0.875 bilinear -12.126 -7.854 +2
564 tf_efficientnet_lite1 64.400 35.600 85.490 14.510 5.42 240 0.882 bicubic -12.238 -7.734 -3
565 regnetx_016 64.370 35.630 85.450 14.550 9.19 224 0.875 bicubic -12.572 -7.974 -13 -14
566 resmlp_12_224 64.350 35.650 85.580 14.420 15.35 224 0.875 bicubic -12.306 -7.600 -6
567 tf_efficientnet_b0 64.320 35.680 85.280 14.720 5.29 224 0.875 bicubic -12.520 -7.938 -12
568 tf_mixnet_m 64.270 35.730 85.100 14.900 5.01 224 0.875 bicubic -12.676 -8.052 -18
589 pit_ti_distilled_224 63.140 36.860 83.950 16.050 5.10 224 0.900 bicubic -11.394 -8.146 +18
590 vit_tiny_patch16_224 63.100 36.900 84.850 15.150 5.72 224 0.900 bicubic -12.364 -7.994 -4
591 regnety_006 63.090 36.910 84.260 15.740 6.06 224 0.875 bicubic -12.162 -8.272 -1
592 tv_densenet121 mobilevit_xs 62.930 37.070 84.250 84.830 15.750 15.170 7.98 2.32 224 256 0.875 0.900 bicubic -11.810 -11.704 -7.898 -7.516 +10 +12
593 mobilevit_xs tv_densenet121 62.930 37.070 84.830 84.250 15.170 15.750 2.32 7.98 256 224 0.900 0.875 bicubic -11.704 -11.810 -7.516 -7.898 +11 +9
594 resnet34 62.860 37.140 84.130 15.870 21.80 224 0.875 bilinear -12.252 -8.154 -1
595 legacy_seresnet34 mobilenetv2_110d 62.840 37.160 84.220 84.500 15.780 15.500 21.96 4.52 224 0.875 bilinear bicubic -11.970 -12.196 -7.906 -7.692 +6 0
596 mobilenetv2_110d legacy_seresnet34 62.840 37.160 84.500 84.220 15.500 15.780 4.52 21.96 224 0.875 bicubic bilinear -12.196 -11.970 -7.692 -7.906 -1 +5
597 hrnet_w18_small_v2 62.800 37.200 83.970 16.030 15.60 224 0.875 bilinear -12.310 -8.446 -4 -3
598 deit_tiny_distilled_patch16_224 62.800 37.200 83.920 16.080 5.91 224 0.900 bicubic -11.712 -7.970 +11 +10
599 swsl_resnet18 62.760 37.240 84.300 15.700 11.69 224 0.875 bilinear -10.514 -7.436 +22
600 repvgg_b0 tinynet_b 62.730 37.270 83.880 84.250 16.120 15.750 15.82 3.73 224 188 0.875 bilinear bicubic -12.424 -12.244 -8.536 -7.932 -9 -2
601 tinynet_b repvgg_b0 62.730 37.270 84.250 83.880 15.750 16.120 3.73 15.82 188 224 0.875 bicubic bilinear -12.244 -12.424 -7.932 -8.536 -3 -10
602 gluon_resnet34_v1b xcit_nano_12_p8_224 62.570 37.430 83.990 84.200 16.010 15.800 21.80 3.05 224 0.875 1.000 bicubic -12.022 -11.346 -7.998 -7.968 +4 +12
603 xcit_nano_12_p8_224 gluon_resnet34_v1b 62.570 37.430 84.200 83.990 15.800 16.010 3.05 21.80 224 1.000 0.875 bicubic -11.346 -12.022 -7.968 -7.998 +11 +3
604 tf_efficientnet_lite0 62.550 37.450 84.230 15.770 4.65 224 0.875 bicubic -12.282 -7.944 -4
605 regnetx_008 62.490 37.510 84.020 15.980 7.26 224 0.875 bicubic -12.544 -8.320 -9
606 fbnetc_100 dla34 62.470 37.530 83.380 83.900 16.620 16.100 5.57 15.74 224 0.875 bilinear -12.646 -12.154 -9.006 -8.172 -14 -1
607 dla34 fbnetc_100 62.470 37.530 83.900 83.380 16.100 16.620 15.74 5.57 224 0.875 bilinear -12.154 -12.646 -8.172 -9.006 -2 -15
608 tf_mobilenetv3_large_100 62.450 37.550 83.950 16.050 5.48 224 0.875 bilinear -13.062 -8.656 -25
609 crossvit_9_240 62.270 37.730 84.240 15.760 8.55 240 0.875 bicubic -11.690 -7.724 +4
610 edgenext_x_small 62.160 37.840 84.050 15.950 2.34 256 0.900 bicubic -12.704 -8.250 -11
645 mobilevitv2_050 57.730 42.270 80.920 19.080 1.37 256 0.888 bicubic -12.410 -9.010 +2
646 vgg11_bn 57.410 42.590 80.020 19.980 132.87 224 0.875 bilinear -12.950 -9.782 -1
647 resnet18 57.170 42.830 80.200 19.800 11.69 224 0.875 bilinear -12.578 -8.884 +3
648 vgg13 mobilevit_xxs 57.150 42.850 79.550 79.740 20.450 20.260 133.05 1.27 224 256 0.875 0.900 bilinear bicubic -12.776 -11.770 -9.696 -9.206 +1 +4
649 mobilevit_xxs vgg13 57.150 42.850 79.740 79.550 20.260 20.450 1.27 133.05 256 224 0.900 0.875 bicubic bilinear -11.770 -12.776 -9.206 -9.696 +3 0
650 regnety_002 56.980 43.020 79.850 20.150 3.16 224 0.875 bicubic -13.276 -9.684 -4
651 mixer_l16_224 56.690 43.310 75.990 24.010 208.20 224 0.875 bicubic -15.376 -11.676 -14
652 regnetx_002 56.050 43.950 79.230 20.770 2.68 224 0.875 bicubic -12.704 -9.326 +2

@ -2,17 +2,17 @@ model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation,to
ig_resnext101_32x48d,58.820,41.180,81.094,18.906,828.41,224,0.875,bilinear,-26.616,-16.482,+56
ig_resnext101_32x32d,58.382,41.618,80.383,19.617,468.53,224,0.875,bilinear,-26.718,-17.051,+69
ig_resnext101_32x16d,57.686,42.314,79.909,20.091,194.03,224,0.875,bilinear,-26.484,-17.289,+119
swsl_resnext101_32x16d,57.464,42.536,80.373,19.627,194.03,224,0.875,bilinear,-25.886,-16.471,+166
swsl_resnext101_32x16d,57.464,42.536,80.373,19.627,194.03,224,0.875,bilinear,-25.886,-16.471,+167
beit_large_patch16_384,56.892,43.108,79.227,20.773,305.00,384,1.000,bicubic,-31.514,-19.379,-3
beit_large_patch16_512,56.753,43.247,78.897,21.103,305.67,512,1.000,bicubic,-31.849,-19.759,-5
swsl_resnext101_32x8d,56.431,43.569,78.939,21.061,88.79,224,0.875,bilinear,-27.859,-18.243,+105
deit3_huge_patch14_224_in21ft1k,55.763,44.237,77.622,22.378,632.13,224,1.000,bicubic,-31.418,-20.638,+2
deit3_huge_patch14_224_in21ft1k,55.763,44.237,77.622,22.378,632.13,224,1.000,bicubic,-31.417,-20.638,+2
beit_large_patch16_224,54.955,45.045,77.606,22.394,304.43,224,0.900,bicubic,-32.521,-20.698,-2
ig_resnext101_32x8d,54.931,45.069,77.535,22.465,88.79,224,0.875,bilinear,-27.767,-19.097,+196
ig_resnext101_32x8d,54.931,45.069,77.535,22.465,88.79,224,0.875,bilinear,-27.767,-19.097,+198
deit3_large_patch16_384_in21ft1k,54.878,45.122,77.370,22.630,304.76,384,1.000,bicubic,-32.838,-21.142,-6
deit3_large_patch16_224_in21ft1k,54.361,45.639,76.563,23.437,304.37,224,1.000,bicubic,-32.620,-21.675,+4
deit3_large_patch16_224_in21ft1k,54.361,45.639,76.563,23.437,304.37,224,1.000,bicubic,-32.621,-21.675,+4
convnext_xlarge_384_in22ft1k,53.658,46.342,75.895,24.105,350.20,384,1.000,bicubic,-33.886,-22.591,-7
swsl_resnext101_32x4d,53.601,46.399,76.353,23.648,44.18,224,0.875,bilinear,-29.639,-20.407,+160
swsl_resnext101_32x4d,53.601,46.399,76.353,23.648,44.18,224,0.875,bilinear,-29.639,-20.407,+161
vit_large_patch16_384,52.756,47.244,74.696,25.304,304.72,384,1.000,bicubic,-34.324,-23.604,-2
convnext_xlarge_in22ft1k,52.565,47.435,74.403,25.597,350.20,224,0.875,bicubic,-34.437,-23.809,-1
swinv2_large_window12to24_192to384_22kft1k,52.298,47.702,74.411,25.589,196.74,384,1.000,bicubic,-35.158,-23.841,-9
@ -22,14 +22,14 @@ convnext_large_384_in22ft1k,51.738,48.262,73.896,26.104,197.77,384,1.000,bicubic
tf_efficientnet_l2_ns_475,51.489,48.511,73.928,26.072,480.31,475,0.936,bicubic,-36.743,-24.618,-17
swinv2_base_window12to24_192to384_22kft1k,50.978,49.022,73.311,26.689,87.92,384,1.000,bicubic,-36.130,-24.925,-10
swinv2_large_window12to16_192to256_22kft1k,50.441,49.559,72.760,27.240,196.74,256,0.900,bicubic,-36.505,-25.350,-5
swsl_resnext50_32x4d,50.437,49.563,73.356,26.644,25.03,224,0.875,bilinear,-31.739,-22.876,+224
swsl_resnext50_32x4d,50.437,49.563,73.356,26.644,25.03,224,0.875,bilinear,-31.739,-22.876,+227
convnext_base_384_in22ft1k,50.429,49.571,73.562,26.438,88.59,384,1.000,bicubic,-36.113,-24.628,-1
swin_large_patch4_window12_384,50.402,49.598,72.568,27.432,196.74,384,1.000,bicubic,-36.750,-25.672,-15
convnext_large_in22ft1k,49.940,50.060,72.206,27.794,197.77,224,0.875,bicubic,-36.696,-25.822,-4
swsl_resnet50,49.527,50.473,72.324,27.676,25.56,224,0.875,bilinear,-31.653,-23.656,+280
swsl_resnet50,49.527,50.473,72.324,27.676,25.56,224,0.875,bilinear,-31.653,-23.656,+284
swin_large_patch4_window7_224,48.991,51.009,71.389,28.611,196.53,224,0.900,bicubic,-37.329,-26.503,+1
convnext_base_in22ft1k,48.794,51.206,71.941,28.059,88.59,224,0.875,bicubic,-37.030,-25.925,+13
swinv2_base_window12to16_192to256_22kft1k,48.788,51.212,71.385,28.615,87.92,256,0.900,bicubic,-37.481,-26.511,+1
swinv2_base_window12to16_192to256_22kft1k,48.788,51.212,71.385,28.615,87.92,256,0.900,bicubic,-37.482,-26.511,+1
beit_base_patch16_384,48.663,51.337,72.084,27.916,86.74,384,1.000,bicubic,-38.135,-26.052,-12
swin_base_patch4_window12_384,48.543,51.457,71.823,28.177,87.90,384,1.000,bicubic,-37.889,-26.233,-5
vit_large_r50_s32_224,48.209,51.791,70.872,29.128,328.99,224,0.900,bicubic,-36.221,-26.294,+71
@ -48,7 +48,7 @@ tf_efficientnet_b8_ap,45.768,54.232,67.907,32.093,87.41,672,0.954,bicubic,-39.60
tf_efficientnet_b5_ns,45.607,54.393,67.842,32.158,30.39,456,0.934,bicubic,-40.481,-29.910,-12
tf_efficientnetv2_m_in21ft1k,45.574,54.426,69.135,30.865,54.14,480,1.000,bicubic,-40.012,-28.611,+4
swin_base_patch4_window7_224,45.564,54.436,68.504,31.496,87.77,224,0.900,bicubic,-39.686,-29.058,+15
volo_d5_512,44.572,55.428,65.753,34.247,296.09,512,1.150,bicubic,-42.469,-32.215,-36
volo_d5_512,44.572,55.428,65.753,34.247,296.09,512,1.150,bicubic,-42.468,-32.215,-36
cait_m48_448,44.245,55.755,64.653,35.347,356.46,448,1.000,bicubic,-42.243,-33.097,-25
deit3_large_patch16_384,44.175,55.825,64.853,35.147,304.76,384,1.000,bicubic,-41.631,-32.743,-6
volo_d5_448,44.098,55.902,65.063,34.937,295.91,448,1.150,bicubic,-42.856,-32.877,-36
@ -67,373 +67,377 @@ cait_m36_384,42.400,57.600,63.326,36.674,271.22,384,1.000,bicubic,-43.654,-34.40
volo_d4_224,42.284,57.716,63.010,36.990,192.96,224,0.960,bicubic,-43.592,-34.458,-25
deit3_small_patch16_384_in21ft1k,41.956,58.044,64.550,35.450,22.21,384,1.000,bicubic,-42.868,-32.934,+20
tf_efficientnet_b7_ap,41.431,58.569,62.870,37.130,66.35,600,0.949,bicubic,-43.689,-34.382,+2
tf_efficientnet_b7,41.425,58.575,63.020,36.980,66.35,600,0.949,bicubic,-43.508,-34.187,+14
tf_efficientnet_b7,41.425,58.575,63.020,36.980,66.35,600,0.949,bicubic,-43.509,-34.186,+14
tf_efficientnet_b5_ap,41.416,58.584,62.084,37.916,30.39,456,0.934,bicubic,-42.838,-34.894,+46
resnetv2_152x4_bitm,41.308,58.692,64.305,35.695,936.53,480,1.000,bilinear,-43.610,-33.137,+14
tf_efficientnet_b6_ap,41.099,58.901,62.355,37.645,43.04,528,0.942,bicubic,-43.687,-34.783,+17
xcit_large_24_p16_384_dist,41.034,58.966,61.241,38.759,189.10,384,1.000,bicubic,-44.718,-36.297,-25
xcit_large_24_p16_224_dist,40.956,59.044,61.320,38.680,189.10,224,1.000,bicubic,-43.964,-35.812,+10
tf_efficientnetv2_s_in21ft1k,40.952,59.048,63.851,36.149,21.46,384,1.000,bicubic,-43.344,-33.403,+36
tf_efficientnetv2_s_in21ft1k,40.952,59.048,63.851,36.149,21.46,384,1.000,bicubic,-43.344,-33.403,+35
xcit_medium_24_p8_224_dist,40.494,59.506,60.502,39.498,84.32,224,1.000,bicubic,-44.576,-36.778,-1
tf_efficientnet_b4_ap,40.482,59.518,61.721,38.279,19.34,380,0.922,bicubic,-42.766,-34.671,+96
vit_small_r26_s32_384,40.482,59.518,62.740,37.260,36.47,384,1.000,bicubic,-43.566,-34.588,+53
tf_efficientnet_b4_ap,40.482,59.518,61.721,38.279,19.34,380,0.922,bicubic,-42.766,-34.671,+96
deit3_base_patch16_224,40.374,59.626,60.186,39.814,86.59,224,0.900,bicubic,-43.418,-36.398,+70
vit_base_patch16_224_miil,40.170,59.830,60.889,39.111,86.54,224,0.875,bilinear,-44.102,-35.913,+34
deit3_small_patch16_224_in21ft1k,40.160,59.840,61.866,38.134,22.06,224,1.000,bicubic,-42.916,-34.910,+105
deit3_small_patch16_224_in21ft1k,40.160,59.840,61.866,38.134,22.06,224,1.000,bicubic,-42.916,-34.910,+106
regnetz_e8,40.146,59.854,61.322,38.678,57.70,320,1.000,bicubic,-44.884,-35.942,-3
convnext_large,40.119,59.881,60.092,39.908,197.77,224,0.875,bicubic,-44.177,-36.802,+27
xcit_medium_24_p8_384_dist,40.040,59.960,60.455,39.545,84.32,384,1.000,bicubic,-45.776,-37.137,-39
xcit_medium_24_p16_384_dist,39.903,60.097,60.115,39.885,84.40,384,1.000,bicubic,-45.519,-37.291,-26
convnext_large,40.119,59.881,60.092,39.908,197.77,224,0.875,bicubic,-44.177,-36.802,+28
xcit_medium_24_p8_384_dist,40.040,59.960,60.455,39.545,84.32,384,1.000,bicubic,-45.776,-37.137,-40
xcit_medium_24_p16_384_dist,39.903,60.097,60.115,39.885,84.40,384,1.000,bicubic,-45.519,-37.291,-27
tf_efficientnetv2_l,39.826,60.174,60.807,39.193,118.52,480,1.000,bicubic,-45.662,-36.565,-31
dm_nfnet_f3,39.816,60.184,60.610,39.390,254.92,416,0.940,bicubic,-45.706,-36.852,-33
cait_s36_384,39.755,60.245,60.475,39.525,68.37,384,1.000,bicubic,-45.705,-37.003,-32
volo_d3_448,39.712,60.288,59.760,40.240,86.63,448,1.000,bicubic,-46.784,-37.950,-64
efficientnetv2_rw_m,39.673,60.327,59.687,40.313,53.24,416,1.000,bicubic,-45.139,-37.459,-2
xception65,39.645,60.355,60.907,39.093,39.92,299,0.940,bicubic,-43.529,-35.685,+86
tf_efficientnet_b3_ns,39.590,60.410,61.451,38.549,12.23,300,0.904,bicubic,-44.458,-35.461,+38
xception65,39.645,60.355,60.907,39.093,39.92,299,0.940,bicubic,-43.529,-35.685,+87
tf_efficientnet_b3_ns,39.590,60.410,61.451,38.549,12.23,300,0.904,bicubic,-44.458,-35.461,+39
ecaresnet269d,39.584,60.416,60.343,39.657,102.09,352,1.000,bicubic,-45.390,-36.883,-11
dm_nfnet_f6,39.578,60.422,60.911,39.089,438.36,576,0.956,bicubic,-46.564,-36.819,-60
dm_nfnet_f5,39.504,60.496,60.227,39.773,377.21,544,0.954,bicubic,-46.312,-37.259,-51
dm_nfnet_f5,39.504,60.496,60.227,39.773,377.21,544,0.954,bicubic,-46.312,-37.259,-50
volo_d3_224,39.490,60.510,59.871,40.129,86.33,224,0.960,bicubic,-45.922,-37.409,-36
deit3_base_patch16_384,39.405,60.595,58.946,41.054,86.88,384,1.000,bicubic,-45.671,-38.308,-23
xcit_small_24_p8_224_dist,39.309,60.691,59.414,40.586,47.63,224,1.000,bicubic,-45.567,-37.774,-12
xcit_medium_24_p16_224_dist,39.262,60.738,59.463,40.537,84.40,224,1.000,bicubic,-45.016,-37.477,+14
efficientnet_b4,39.075,60.925,59.606,40.394,19.34,384,1.000,bicubic,-44.349,-36.992,+64
efficientnet_b4,39.075,60.925,59.606,40.394,19.34,384,1.000,bicubic,-44.349,-36.992,+65
xcit_small_24_p8_384_dist,38.999,61.001,59.174,40.826,47.63,384,1.000,bicubic,-46.555,-38.398,-48
resnetv2_152x2_bit_teacher_384,38.977,61.023,62.436,37.564,236.34,384,1.000,bicubic,-44.867,-34.680,+39
convnext_tiny_384_in22ft1k,38.922,61.078,60.728,39.272,28.59,384,1.000,bicubic,-45.154,-36.430,+23
vit_base_patch32_384,38.798,61.202,60.327,39.673,88.30,384,1.000,bicubic,-44.554,-36.509,+65
vit_base_patch32_384,38.798,61.202,60.327,39.673,88.30,384,1.000,bicubic,-44.554,-36.509,+66
eca_nfnet_l2,38.661,61.339,59.441,40.559,56.72,384,1.000,bicubic,-46.035,-37.823,-12
xcit_small_12_p8_384_dist,38.545,61.455,58.803,41.197,26.21,384,1.000,bicubic,-46.535,-38.477,-33
xcit_small_24_p16_384_dist,38.503,61.497,58.390,41.610,47.67,384,1.000,bicubic,-46.585,-38.918,-35
convnext_tiny_in22ft1k,38.470,61.530,60.481,39.519,28.59,224,0.875,bicubic,-44.442,-36.143,+85
convnext_tiny_in22ft1k,38.470,61.530,60.481,39.519,28.59,224,0.875,bicubic,-44.442,-36.143,+86
xcit_small_12_p8_224_dist,38.370,61.630,58.799,41.201,26.21,224,1.000,bicubic,-45.860,-38.075,+9
tf_efficientnet_b5,38.358,61.642,59.917,40.083,30.39,456,0.934,bicubic,-45.456,-36.831,+36
deit_base_distilled_patch16_384,38.256,61.744,57.788,42.212,87.63,384,1.000,bicubic,-47.166,-39.543,-53
convnext_base,38.234,61.766,58.225,41.775,88.59,224,0.875,bicubic,-45.606,-38.525,+30
dm_nfnet_f4,38.234,61.766,58.628,41.372,316.07,512,0.951,bicubic,-47.480,-38.892,-62
deit_base_distilled_patch16_384,38.256,61.744,57.788,42.212,87.63,384,1.000,bicubic,-47.166,-39.544,-52
dm_nfnet_f4,38.234,61.766,58.628,41.372,316.07,512,0.951,bicubic,-47.480,-38.892,-61
convnext_base,38.234,61.766,58.225,41.775,88.59,224,0.875,bicubic,-45.606,-38.525,+29
xcit_large_24_p8_224,38.118,61.882,57.885,42.115,188.93,224,1.000,bicubic,-46.274,-38.773,-7
resnetv2_152x2_bitm,37.985,62.015,61.135,38.865,236.34,448,1.000,bilinear,-46.525,-36.299,-15
cait_s24_384,37.865,62.135,58.079,41.921,47.06,384,1.000,bicubic,-47.185,-39.269,-39
resnet152d,37.853,62.147,58.356,41.644,60.21,320,1.000,bicubic,-45.825,-38.384,+41
tf_efficientnetv2_m,37.822,62.178,58.712,41.288,54.14,480,1.000,bicubic,-47.215,-38.566,-40
tf_efficientnetv2_m,37.822,62.178,58.712,41.288,54.14,480,1.000,bicubic,-47.214,-38.566,-40
resnetrs420,37.753,62.247,58.215,41.785,191.89,416,1.000,bicubic,-47.255,-38.909,-39
xcit_small_24_p16_224_dist,37.700,62.300,57.358,42.642,47.67,224,1.000,bicubic,-46.170,-39.374,+19
resnetrs350,37.676,62.324,58.089,41.911,163.96,384,1.000,bicubic,-47.036,-38.901,-30
pit_b_distilled_224,37.582,62.418,57.232,42.768,74.79,224,0.900,bicubic,-46.560,-39.624,+2
xcit_small_12_p16_384_dist,37.582,62.418,57.773,42.227,26.25,384,1.000,bicubic,-47.126,-39.343,-31
xcit_small_12_p16_384_dist,37.582,62.418,57.773,42.227,26.25,384,1.000,bicubic,-47.126,-39.343,-30
pit_b_distilled_224,37.582,62.418,57.232,42.768,74.79,224,0.900,bicubic,-46.560,-39.624,+1
resnet200d,37.505,62.495,58.303,41.697,64.69,320,1.000,bicubic,-46.455,-38.521,+11
resnetv2_152x2_bit_teacher,37.322,62.678,59.406,40.594,236.34,224,0.875,bicubic,-45.546,-37.162,+71
resnetv2_152x2_bit_teacher,37.322,62.678,59.406,40.594,236.34,224,0.875,bicubic,-45.546,-37.162,+72
resnest269e,37.311,62.689,57.470,42.530,110.93,416,0.928,bicubic,-47.207,-39.516,-27
vit_small_r26_s32_224,37.242,62.758,59.068,40.932,36.43,224,0.900,bicubic,-44.620,-36.954,+140
vit_small_r26_s32_224,37.242,62.758,59.068,40.932,36.43,224,0.900,bicubic,-44.620,-36.954,+143
resmlp_big_24_224_in22ft1k,37.242,62.758,58.180,41.820,129.14,224,0.875,bicubic,-47.156,-38.938,-22
cait_s24_224,37.153,62.847,56.729,43.271,46.92,224,1.000,bicubic,-46.305,-39.833,+33
vit_base_patch32_224,37.081,62.919,59.286,40.714,88.22,224,0.900,bicubic,-43.643,-36.280,+209
cait_s24_224,37.153,62.847,56.729,43.271,46.92,224,1.000,bicubic,-46.305,-39.833,+34
vit_base_patch32_224,37.081,62.919,59.286,40.714,88.22,224,0.900,bicubic,-43.643,-36.280,+213
volo_d1_384,37.075,62.925,57.132,42.868,26.78,384,1.000,bicubic,-48.175,-40.082,-66
convnext_small,37.055,62.945,57.105,42.895,50.22,224,0.875,bicubic,-46.095,-39.325,+46
efficientnetv2_rw_s,37.049,62.951,56.810,43.190,23.94,384,1.000,bicubic,-46.761,-39.914,+14
tf_efficientnet_b3_ap,37.049,62.951,57.238,42.762,12.23,300,0.904,bicubic,-44.775,-38.386,+136
convnext_small,37.055,62.945,57.105,42.895,50.22,224,0.875,bicubic,-46.095,-39.325,+47
tf_efficientnet_b3_ap,37.049,62.951,57.238,42.762,12.23,300,0.904,bicubic,-44.775,-38.386,+140
efficientnetv2_rw_s,37.049,62.951,56.810,43.190,23.94,384,1.000,bicubic,-46.761,-39.914,+13
swinv2_base_window16_256,36.992,63.008,56.128,43.872,87.92,256,0.900,bicubic,-47.600,-40.946,-40
xcit_small_12_p16_224_dist,36.971,63.029,56.733,43.267,26.25,224,1.000,bicubic,-46.375,-39.685,+35
xcit_small_12_p16_224_dist,36.971,63.029,56.733,43.267,26.25,224,1.000,bicubic,-46.375,-39.685,+36
regnetz_040h,36.965,63.035,57.280,42.720,28.94,320,1.000,bicubic,-47.531,-39.726,-36
volo_d1_224,36.880,63.120,56.633,43.367,26.63,224,0.960,bicubic,-47.284,-40.141,-15
seresnet152d,36.788,63.212,56.718,43.282,66.84,320,1.000,bicubic,-47.576,-40.326,-31
seresnext101d_32x8d,36.637,63.363,56.328,43.672,93.59,288,1.000,bicubic,-47.725,-40.590,-31
volo_d2_224,36.601,63.399,56.466,43.534,58.68,224,0.960,bicubic,-48.593,-40.722,-73
xception65p,36.554,63.446,56.423,43.577,39.82,299,0.940,bicubic,-46.576,-40.057,+41
xception65p,36.554,63.446,56.423,43.577,39.82,299,0.940,bicubic,-46.576,-40.057,+42
seresnextaa101d_32x8d,36.527,63.473,56.403,43.597,93.59,288,1.000,bicubic,-48.045,-40.667,-47
regnetz_d32,36.444,63.556,57.370,42.630,27.58,320,0.950,bicubic,-47.580,-39.498,-12
cait_xs24_384,36.420,63.580,56.940,43.060,26.67,384,1.000,bicubic,-47.644,-39.950,-18
volo_d2_384,36.419,63.581,56.313,43.687,58.87,384,1.000,bicubic,-49.617,-41.261,-108
efficientnet_b3,36.411,63.589,56.843,43.157,12.23,320,1.000,bicubic,-45.829,-39.275,+94
deit_base_distilled_patch16_224,36.399,63.601,56.621,43.379,87.34,224,0.900,bicubic,-46.989,-39.867,+19
efficientnet_b3,36.411,63.589,56.843,43.157,12.23,320,1.000,bicubic,-45.829,-39.275,+97
deit_base_distilled_patch16_224,36.399,63.601,56.621,43.379,87.34,224,0.900,bicubic,-46.989,-39.867,+20
resnetv2_101x3_bitm,36.385,63.615,59.066,40.934,387.93,448,1.000,bilinear,-48.059,-38.316,-47
resnetrs270,36.318,63.682,56.566,43.434,129.86,352,1.000,bicubic,-48.118,-40.408,-46
tresnet_m,36.289,63.711,55.796,44.204,31.39,224,0.875,bilinear,-46.785,-40.324,+36
mixer_b16_224_miil,36.267,63.733,55.967,44.033,59.88,224,0.875,bilinear,-46.037,-39.753,+84
deit3_small_patch16_384,36.185,63.815,55.566,44.434,22.21,384,1.000,bicubic,-47.243,-41.110,+10
tf_efficientnet_b2_ns,36.179,63.821,57.551,42.449,9.11,260,0.890,bicubic,-46.205,-38.695,+73
resnet152,36.084,63.916,55.566,44.434,60.19,224,0.950,bicubic,-46.734,-40.566,+43
tresnet_m,36.289,63.711,55.796,44.204,31.39,224,0.875,bilinear,-46.785,-40.324,+37
mixer_b16_224_miil,36.267,63.733,55.967,44.033,59.88,224,0.875,bilinear,-46.037,-39.753,+87
deit3_small_patch16_384,36.185,63.815,55.566,44.434,22.21,384,1.000,bicubic,-47.243,-41.110,+11
tf_efficientnet_b2_ns,36.179,63.821,57.551,42.449,9.11,260,0.890,bicubic,-46.205,-38.695,+76
resnet152,36.084,63.916,55.566,44.434,60.19,224,0.950,bicubic,-46.734,-40.566,+44
regnetz_040,36.047,63.953,55.747,44.253,27.12,320,1.000,bicubic,-48.189,-41.185,-39
ecaresnet101d,36.010,63.990,56.161,43.839,44.57,224,0.875,bicubic,-46.160,-39.887,+92
ecaresnet101d,36.010,63.990,56.161,43.839,44.57,224,0.875,bicubic,-46.160,-39.887,+95
dm_nfnet_f2,36.006,63.994,55.458,44.542,193.78,352,0.920,bicubic,-49.060,-41.784,-82
resnest200e,35.937,64.063,55.841,44.159,70.20,320,0.909,bicubic,-47.891,-41.051,-14
swsl_resnet18,35.862,64.138,58.457,41.543,11.69,224,0.875,bilinear,-37.412,-33.279,+456
swsl_resnet18,35.862,64.138,58.457,41.543,11.69,224,0.875,bilinear,-37.412,-33.279,+460
eca_nfnet_l1,35.823,64.177,55.961,44.039,41.41,320,1.000,bicubic,-48.189,-41.071,-27
sequencer2d_l,35.819,64.181,55.719,44.281,54.30,224,0.875,bicubic,-47.587,-40.781,+3
vit_relpos_medium_patch16_cls_224,35.735,64.265,54.923,45.077,38.76,224,0.900,bicubic,-46.827,-41.143,+52
sequencer2d_l,35.819,64.181,55.719,44.281,54.30,224,0.875,bicubic,-47.587,-40.781,+4
vit_relpos_medium_patch16_cls_224,35.735,64.265,54.923,45.077,38.76,224,0.900,bicubic,-46.827,-41.143,+55
xcit_small_24_p8_224,35.556,64.444,54.782,45.218,47.63,224,1.000,bicubic,-48.284,-41.854,-21
xcit_large_24_p16_224,35.524,64.476,54.762,45.238,189.10,224,1.000,bicubic,-47.368,-41.116,+29
xcit_small_12_p8_224,35.520,64.480,55.505,44.495,26.21,224,1.000,bicubic,-47.820,-40.975,+6
xcit_large_24_p16_224,35.524,64.476,54.762,45.238,189.10,224,1.000,bicubic,-47.368,-41.116,+30
xcit_small_12_p8_224,35.520,64.480,55.505,44.495,26.21,224,1.000,bicubic,-47.820,-40.975,+7
vit_small_patch16_384,35.473,64.527,57.541,42.459,22.20,384,1.000,bicubic,-48.327,-39.559,-19
xcit_medium_24_p8_224,35.452,64.548,54.825,45.175,84.32,224,1.000,bicubic,-48.286,-41.569,-16
swinv2_base_window8_256,35.444,64.556,54.611,45.389,87.92,256,0.900,bicubic,-48.818,-42.311,-54
swinv2_small_window16_256,35.430,64.570,54.637,45.363,49.73,256,0.900,bicubic,-48.780,-42.233,-51
resnest101e,35.375,64.625,55.794,44.206,48.28,256,0.875,bilinear,-47.513,-40.526,+24
convit_base,35.314,64.686,54.931,45.069,86.54,224,0.875,bicubic,-46.978,-41.007,+66
convnext_tiny_hnf,35.279,64.721,53.849,46.151,28.59,224,0.950,bicubic,-46.941,-42.017,+71
xcit_tiny_24_p8_224_dist,35.255,64.745,55.254,44.746,12.11,224,1.000,bicubic,-47.305,-40.914,+42
resnest101e,35.375,64.625,55.794,44.206,48.28,256,0.875,bilinear,-47.513,-40.526,+25
convit_base,35.314,64.686,54.931,45.069,86.54,224,0.875,bicubic,-46.978,-41.007,+69
convnext_tiny_hnf,35.279,64.721,53.849,46.151,28.59,224,0.950,bicubic,-46.941,-42.017,+74
xcit_tiny_24_p8_224_dist,35.255,64.745,55.254,44.746,12.11,224,1.000,bicubic,-47.305,-40.914,+45
twins_svt_large,35.088,64.912,54.719,45.281,99.27,224,0.900,bicubic,-48.592,-41.875,-18
repvgg_b3,35.051,64.949,54.558,45.442,123.09,224,0.875,bilinear,-45.445,-40.706,+174
repvgg_b3g4,35.039,64.961,54.774,45.226,83.83,224,0.875,bilinear,-45.177,-40.334,+200
repvgg_b3,35.051,64.949,54.558,45.442,123.09,224,0.875,bilinear,-45.445,-40.706,+178
repvgg_b3g4,35.039,64.961,54.774,45.226,83.83,224,0.875,bilinear,-45.177,-40.334,+204
regnetz_d8,34.996,65.004,55.941,44.059,23.37,320,1.000,bicubic,-49.056,-41.055,-50
dm_nfnet_f1,34.986,65.014,54.110,45.890,132.63,320,0.910,bicubic,-49.638,-42.988,-85
xcit_tiny_24_p8_384_dist,34.931,65.069,55.151,44.849,12.11,384,1.000,bicubic,-48.815,-41.561,-29
regnetz_d8_evos,34.894,65.106,55.258,44.742,23.46,320,0.950,bicubic,-49.156,-41.738,-52
resnet101d,34.870,65.130,54.194,45.806,44.57,320,1.000,bicubic,-48.152,-42.252,+9
resnet101d,34.870,65.130,54.194,45.806,44.57,320,1.000,bicubic,-48.152,-42.252,+10
seresnext101_32x8d,34.791,65.209,53.448,46.552,93.57,288,1.000,bicubic,-49.413,-43.426,-63
swin_s3_base_224,34.788,65.213,53.693,46.307,71.13,224,0.900,bicubic,-49.145,-42.967,-48
resmlp_big_24_distilled_224,34.788,65.213,54.637,45.363,129.14,224,0.875,bicubic,-48.800,-42.011,-26
vit_relpos_base_patch16_clsgap_224,34.725,65.275,54.218,45.782,86.43,224,0.900,bicubic,-48.035,-41.956,+16
vit_base_patch16_rpn_224,34.711,65.289,54.662,45.338,86.54,224,0.900,bicubic,-47.489,-41.334,+59
sequencer2d_m,34.705,65.295,54.010,45.990,38.31,224,0.875,bicubic,-48.103,-42.258,+12
deit3_small_patch16_224,34.675,65.325,53.163,46.837,22.06,224,0.900,bicubic,-46.707,-42.287,+108
vit_large_patch32_384,34.670,65.330,55.731,44.269,306.63,384,1.000,bicubic,-46.838,-40.359,+97
resnet101,34.658,65.342,54.297,45.703,44.55,224,0.950,bicubic,-47.272,-41.469,+74
dm_nfnet_f0,34.624,65.376,54.672,45.328,71.49,256,0.900,bicubic,-48.760,-41.902,-24
vit_relpos_base_patch16_224,34.613,65.387,54.291,45.709,86.43,224,0.900,bicubic,-47.873,-41.851,+27
ssl_resnext101_32x16d,34.605,65.395,55.937,44.063,194.03,224,0.875,bilinear,-47.251,-40.159,+74
repvgg_b2g4,34.587,65.413,54.778,45.222,61.76,224,0.875,bilinear,-44.779,-39.910,+228
resnetv2_101,34.581,65.419,53.153,46.847,44.54,224,0.950,bicubic,-47.465,-42.709,+60
resmlp_big_24_distilled_224,34.788,65.213,54.637,45.363,129.14,224,0.875,bicubic,-48.800,-42.011,-25
swin_s3_base_224,34.788,65.213,53.693,46.307,71.13,224,0.900,bicubic,-49.144,-42.967,-49
vit_relpos_base_patch16_clsgap_224,34.725,65.275,54.218,45.782,86.43,224,0.900,bicubic,-48.035,-41.956,+17
vit_base_patch16_rpn_224,34.711,65.289,54.662,45.338,86.54,224,0.900,bicubic,-47.489,-41.334,+62
sequencer2d_m,34.705,65.295,54.010,45.990,38.31,224,0.875,bicubic,-48.103,-42.258,+13
deit3_small_patch16_224,34.675,65.325,53.163,46.837,22.06,224,0.900,bicubic,-46.707,-42.287,+112
vit_large_patch32_384,34.670,65.330,55.731,44.269,306.63,384,1.000,bicubic,-46.838,-40.359,+100
resnet101,34.658,65.342,54.297,45.703,44.55,224,0.950,bicubic,-47.272,-41.469,+77
dm_nfnet_f0,34.624,65.376,54.672,45.328,71.49,256,0.900,bicubic,-48.760,-41.902,-23
vit_relpos_base_patch16_224,34.613,65.387,54.291,45.709,86.43,224,0.900,bicubic,-47.873,-41.851,+30
ssl_resnext101_32x16d,34.605,65.395,55.937,44.063,194.03,224,0.875,bilinear,-47.251,-40.159,+77
repvgg_b2g4,34.587,65.413,54.778,45.222,61.76,224,0.875,bilinear,-44.779,-39.910,+232
resnetv2_101,34.581,65.419,53.153,46.847,44.54,224,0.950,bicubic,-47.465,-42.709,+63
resnetrs200,34.507,65.493,54.291,45.709,93.21,320,1.000,bicubic,-49.933,-42.789,-94
resnest50d_4s2x40d,34.357,65.643,54.733,45.267,30.42,224,0.875,bicubic,-46.751,-40.829,+114
resnetrs152,34.357,65.643,53.562,46.438,86.62,320,1.000,bicubic,-49.357,-43.052,-44
resnest50d_4s2x40d,34.357,65.643,54.733,45.267,30.42,224,0.875,bicubic,-46.751,-40.829,+119
resnetrs152,34.357,65.643,53.562,46.438,86.62,320,1.000,bicubic,-49.357,-43.052,-45
crossvit_18_dagger_408,34.253,65.747,53.088,46.912,44.61,408,1.000,bicubic,-49.941,-43.730,-79
xcit_medium_24_p16_224,34.237,65.763,53.165,46.835,84.40,224,1.000,bicubic,-48.401,-42.813,+6
tf_efficientnet_b1_ns,34.165,65.835,55.495,44.505,7.79,240,0.882,bicubic,-47.221,-40.241,+94
efficientnetv2_rw_t,34.155,65.845,53.137,46.863,13.65,288,1.000,bicubic,-48.189,-42.897,+28
twins_pcpvt_large,34.106,65.894,54.126,45.874,60.99,224,0.900,bicubic,-49.030,-42.478,-22
tf_efficientnet_b4,34.064,65.936,54.196,45.804,19.34,380,0.922,bicubic,-48.960,-42.104,-15
ssl_resnext101_32x8d,34.029,65.971,55.601,44.399,88.79,224,0.875,bilinear,-47.579,-40.441,+74
nfnet_l0,34.005,65.995,54.361,45.639,35.07,288,1.000,bicubic,-48.747,-42.157,-4
xcit_small_24_p16_224,34.005,65.995,53.271,46.729,47.67,224,1.000,bicubic,-48.579,-42.729,+4
efficientnet_b3_pruned,33.994,66.006,54.106,45.894,9.86,300,0.904,bicubic,-46.864,-41.138,+125
xcit_medium_24_p16_224,34.237,65.763,53.165,46.835,84.40,224,1.000,bicubic,-48.401,-42.813,+9
tf_efficientnet_b1_ns,34.165,65.835,55.495,44.505,7.79,240,0.882,bicubic,-47.221,-40.241,+98
efficientnetv2_rw_t,34.155,65.845,53.137,46.863,13.65,288,1.000,bicubic,-48.189,-43.059,+30
twins_pcpvt_large,34.106,65.894,54.126,45.874,60.99,224,0.900,bicubic,-49.030,-42.478,-21
tf_efficientnet_b4,34.064,65.936,54.196,45.804,19.34,380,0.922,bicubic,-48.960,-42.104,-14
ssl_resnext101_32x8d,34.029,65.971,55.601,44.399,88.79,224,0.875,bilinear,-47.579,-40.441,+77
nfnet_l0,34.005,65.995,54.361,45.639,35.07,288,1.000,bicubic,-48.747,-42.157,-3
xcit_small_24_p16_224,34.005,65.995,53.271,46.729,47.67,224,1.000,bicubic,-48.579,-42.729,+7
efficientnet_b3_pruned,33.994,66.006,54.106,45.894,9.86,300,0.904,bicubic,-46.864,-41.138,+129
tf_efficientnet_b6,33.992,66.008,54.542,45.458,43.04,528,0.942,bicubic,-50.116,-42.346,-85
regnety_160,33.972,66.028,53.540,46.460,83.59,288,1.000,bicubic,-49.720,-43.236,-55
gc_efficientnetv2_rw_t,33.960,66.040,53.222,46.778,13.68,288,1.000,bicubic,-48.506,-43.076,+9
pit_s_distilled_224,33.935,66.065,53.267,46.733,24.04,224,0.900,bicubic,-48.059,-42.529,+45
convnext_tiny,33.838,66.162,53.656,46.344,28.59,224,0.875,bicubic,-48.224,-42.198,+40
swinv2_cr_small_ns_224,33.836,66.164,52.618,47.382,49.70,224,0.900,bicubic,-49.650,-43.866,-54
resnext101_64x4d,33.827,66.173,52.172,47.828,83.46,288,1.000,bicubic,-49.317,-44.202,-37
xcit_small_12_p16_224,33.768,66.232,53.233,46.767,26.25,224,1.000,bicubic,-48.204,-42.578,+44
gc_efficientnetv2_rw_t,33.960,66.040,53.222,46.778,13.68,288,1.000,bicubic,-48.506,-43.076,+12
pit_s_distilled_224,33.935,66.065,53.267,46.733,24.04,224,0.900,bicubic,-48.059,-42.529,+48
convnext_tiny,33.838,66.162,53.656,46.344,28.59,224,0.875,bicubic,-48.224,-42.198,+44
swinv2_cr_small_ns_224,33.836,66.164,52.618,47.382,49.70,224,0.900,bicubic,-49.650,-43.866,-53
resnext101_64x4d,33.827,66.173,52.172,47.828,83.46,288,1.000,bicubic,-49.317,-44.202,-36
xcit_small_12_p16_224,33.768,66.232,53.233,46.767,26.25,224,1.000,bicubic,-48.204,-42.579,+47
swin_s3_small_224,33.701,66.299,52.391,47.609,49.74,224,0.900,bicubic,-50.073,-44.061,-68
resnetv2_50x3_bitm,33.663,66.337,55.882,44.118,217.32,448,1.000,bilinear,-50.349,-41.244,-86
swinv2_small_window8_256,33.636,66.364,52.821,47.179,49.73,256,0.900,bicubic,-50.218,-43.821,-80
resnet51q,33.551,66.448,53.023,46.977,35.70,288,1.000,bilinear,-48.807,-43.155,+7
xcit_tiny_24_p16_384_dist,33.512,66.488,52.768,47.232,12.12,384,1.000,bicubic,-49.060,-43.520,-8
vit_relpos_medium_patch16_224,33.500,66.500,52.603,47.397,38.75,224,0.900,bicubic,-48.962,-43.483,-1
resnet51q,33.551,66.448,53.023,46.977,35.70,288,1.000,bilinear,-48.807,-43.155,+10
xcit_tiny_24_p16_384_dist,33.512,66.488,52.768,47.232,12.12,384,1.000,bicubic,-49.060,-43.520,-5
vit_relpos_medium_patch16_224,33.500,66.500,52.603,47.397,38.75,224,0.900,bicubic,-48.962,-43.483,+2
regnety_080,33.469,66.531,52.939,47.061,39.18,288,1.000,bicubic,-50.459,-43.949,-87
sequencer2d_s,33.434,66.566,52.404,47.596,27.65,224,0.875,bicubic,-48.910,-43.792,+5
convmixer_1536_20,33.428,66.572,53.029,46.971,51.63,224,0.960,bicubic,-47.942,-42.583,+73
cs3edgenet_x,33.463,66.537,52.939,47.061,47.82,288,1.000,bicubic,-49.259,-43.437,-19
sequencer2d_s,33.434,66.566,52.404,47.596,27.65,224,0.875,bicubic,-48.910,-43.630,+8
convmixer_1536_20,33.428,66.572,53.029,46.971,51.63,224,0.960,bicubic,-47.942,-42.583,+76
regnety_032,33.406,66.594,52.758,47.242,19.44,288,1.000,bicubic,-49.318,-43.664,-23
crossvit_18_240,33.396,66.604,52.243,47.757,43.27,240,0.875,bicubic,-49.002,-43.811,-3
vit_srelpos_medium_patch16_224,33.373,66.627,52.453,47.547,38.74,224,0.900,bicubic,-48.863,-43.481,+13
gernet_l,33.361,66.639,51.909,48.091,31.08,256,0.875,bilinear,-47.989,-43.627,+70
crossvit_15_dagger_408,33.331,66.669,52.190,47.810,28.50,408,1.000,bicubic,-50.507,-44.590,-87
crossvit_18_dagger_240,33.284,66.716,52.202,47.798,44.27,240,0.875,bicubic,-49.236,-43.866,-15
tresnet_xl,33.261,66.739,52.294,47.706,78.44,224,0.875,bilinear,-48.801,-43.642,+22
jx_nest_base,33.214,66.787,51.809,48.191,67.72,224,0.875,bicubic,-50.340,-44.555,-74
resnest50d_1s4x24d,33.149,66.851,52.852,47.148,25.68,224,0.875,bicubic,-47.835,-42.472,+87
vit_relpos_medium_patch16_rpn_224,33.109,66.891,52.347,47.653,38.73,224,0.900,bicubic,-49.185,-43.625,+1
resnet61q,33.099,66.900,51.758,48.242,36.85,288,1.000,bicubic,-49.419,-44.372,-18
crossvit_18_240,33.396,66.604,52.243,47.757,43.27,240,0.875,bicubic,-49.002,-43.811,-1
vit_srelpos_medium_patch16_224,33.373,66.627,52.453,47.547,38.74,224,0.900,bicubic,-48.863,-43.481,+15
gernet_l,33.361,66.639,51.909,48.091,31.08,256,0.875,bilinear,-47.989,-43.627,+73
crossvit_15_dagger_408,33.331,66.669,52.190,47.810,28.50,408,1.000,bicubic,-50.507,-44.590,-88
crossvit_18_dagger_240,33.284,66.716,52.202,47.798,44.27,240,0.875,bicubic,-49.236,-43.866,-12
tresnet_xl,33.261,66.739,52.294,47.706,78.44,224,0.875,bilinear,-48.801,-43.642,+23
jx_nest_base,33.214,66.787,51.809,48.191,67.72,224,0.875,bicubic,-50.340,-44.555,-75
resnest50d_1s4x24d,33.149,66.851,52.852,47.148,25.68,224,0.875,bicubic,-47.835,-42.472,+90
vit_relpos_medium_patch16_rpn_224,33.109,66.891,52.347,47.653,38.73,224,0.900,bicubic,-49.185,-43.625,+3
resnet61q,33.099,66.900,51.758,48.242,36.85,288,1.000,bicubic,-49.419,-44.372,-16
jx_nest_small,33.048,66.952,51.062,48.938,38.35,224,0.875,bicubic,-50.072,-45.268,-54
crossvit_base_240,33.037,66.963,51.384,48.616,105.03,240,0.875,bicubic,-49.179,-44.448,+6
twins_pcpvt_base,33.023,66.977,52.489,47.511,43.83,224,0.900,bicubic,-49.685,-43.861,-35
xcit_tiny_24_p16_224_dist,32.987,67.013,52.056,47.944,12.12,224,1.000,bicubic,-47.460,-43.156,+116
rexnet_200,32.980,67.020,52.935,47.065,16.37,224,0.875,bicubic,-48.648,-42.733,+36
resnest50d,32.976,67.024,52.711,47.289,27.48,224,0.875,bilinear,-47.998,-42.669,+80
convit_small,32.909,67.091,52.123,47.877,27.78,224,0.875,bicubic,-48.519,-43.619,+48
crossvit_15_dagger_240,32.907,67.093,51.783,48.217,28.21,240,0.875,bicubic,-49.419,-44.173,-11
tf_efficientnetv2_s,32.907,67.093,51.730,48.270,21.46,384,1.000,bicubic,-50.977,-44.968,-108
vit_small_patch16_224,32.877,67.123,53.917,46.083,22.05,224,0.900,bicubic,-48.519,-42.221,+48
tf_efficientnet_b3,32.862,67.138,52.955,47.045,12.23,300,0.904,bicubic,-48.776,-42.764,+29
crossvit_base_240,33.037,66.963,51.384,48.616,105.03,240,0.875,bicubic,-49.179,-44.448,+8
twins_pcpvt_base,33.023,66.977,52.489,47.511,43.83,224,0.900,bicubic,-49.685,-43.861,-34
xcit_tiny_24_p16_224_dist,32.987,67.013,52.056,47.944,12.12,224,1.000,bicubic,-47.461,-43.156,+119
rexnet_200,32.980,67.020,52.935,47.065,16.37,224,0.875,bicubic,-48.648,-42.733,+38
resnest50d,32.976,67.024,52.711,47.289,27.48,224,0.875,bilinear,-47.998,-42.669,+83
convit_small,32.909,67.091,52.123,47.877,27.78,224,0.875,bicubic,-48.519,-43.619,+51
crossvit_15_dagger_240,32.907,67.093,51.783,48.217,28.21,240,0.875,bicubic,-49.419,-44.173,-9
tf_efficientnetv2_s,32.907,67.093,51.730,48.270,21.46,384,1.000,bicubic,-50.977,-44.968,-109
vit_small_patch16_224,32.877,67.123,53.917,46.083,22.05,224,0.900,bicubic,-48.519,-42.221,+51
tf_efficientnet_b3,32.862,67.138,52.955,47.045,12.23,300,0.904,bicubic,-48.776,-42.763,+31
pnasnet5large,32.850,67.150,50.506,49.494,86.06,331,0.911,bicubic,-49.932,-45.536,-48
twins_svt_base,32.832,67.168,51.563,48.437,56.07,224,0.900,bicubic,-50.306,-44.857,-69
regnetv_064,32.830,67.170,52.854,47.146,30.58,288,1.000,bicubic,-50.882,-43.892,-96
regnetz_c16,32.828,67.172,53.750,46.250,13.46,320,0.940,bicubic,-49.692,-42.610,-34
nasnetalarge,32.773,67.227,50.141,49.859,88.75,331,0.911,bicubic,-49.845,-45.903,-44
gernet_m,32.744,67.256,51.907,48.093,21.14,224,0.875,bilinear,-47.986,-43.279,+84
inception_resnet_v2,32.736,67.264,50.653,49.347,55.84,299,0.897,bicubic,-47.724,-44.653,+99
gluon_resnet152_v1d,32.732,67.268,51.088,48.912,60.21,224,0.875,bicubic,-47.744,-44.112,+97
pit_b_224,32.718,67.282,49.854,50.146,73.76,224,0.900,bicubic,-49.726,-45.858,-33
tf_efficientnet_b2_ap,32.685,67.315,52.237,47.763,9.11,260,0.890,bicubic,-47.617,-42.791,+111
fbnetv3_g,32.634,67.366,52.888,47.112,16.62,288,0.950,bilinear,-49.400,-43.178,-2
tresnet_l,32.559,67.441,51.139,48.861,55.99,224,0.875,bilinear,-48.931,-44.487,+28
cait_xxs36_384,32.543,67.457,52.233,47.767,17.37,384,1.000,bicubic,-49.649,-43.911,-14
regnetz_c16_evos,32.530,67.470,52.923,47.077,13.49,320,0.950,bicubic,-50.102,-43.553,-54
wide_resnet50_2,32.435,67.565,51.453,48.547,68.88,224,0.875,bicubic,-49.021,-44.077,+27
gmlp_s16_224,32.420,67.580,51.819,48.181,19.42,224,0.875,bicubic,-47.220,-42.805,+147
ens_adv_inception_resnet_v2,32.374,67.626,50.419,49.581,55.84,299,0.897,bicubic,-47.600,-44.522,+124
deit_base_patch16_224,32.363,67.637,50.997,49.003,86.57,224,0.900,bicubic,-49.631,-44.735,-7
twins_svt_base,32.832,67.168,51.563,48.437,56.07,224,0.900,bicubic,-50.306,-44.857,-70
regnetv_064,32.830,67.170,52.854,47.146,30.58,288,1.000,bicubic,-50.882,-43.892,-97
regnetz_c16,32.828,67.172,53.750,46.250,13.46,320,0.940,bicubic,-49.692,-42.610,-33
nasnetalarge,32.773,67.227,50.141,49.859,88.75,331,0.911,bicubic,-49.845,-45.903,-42
gernet_m,32.744,67.256,51.907,48.093,21.14,224,0.875,bilinear,-47.986,-43.279,+87
inception_resnet_v2,32.736,67.264,50.653,49.347,55.84,299,0.897,bicubic,-47.724,-44.653,+102
gluon_resnet152_v1d,32.732,67.268,51.088,48.912,60.21,224,0.875,bicubic,-47.744,-44.112,+100
pit_b_224,32.718,67.282,49.854,50.146,73.76,224,0.900,bicubic,-49.726,-45.858,-31
tf_efficientnet_b2_ap,32.685,67.315,52.237,47.763,9.11,260,0.890,bicubic,-47.617,-42.791,+114
fbnetv3_g,32.634,67.366,52.888,47.112,16.62,288,0.950,bilinear,-49.400,-43.178,0
tresnet_l,32.559,67.441,51.139,48.861,55.99,224,0.875,bilinear,-48.931,-44.487,+30
cait_xxs36_384,32.543,67.457,52.233,47.767,17.37,384,1.000,bicubic,-49.649,-43.911,-12
regnetz_c16_evos,32.530,67.470,52.923,47.077,13.49,320,0.950,bicubic,-50.102,-43.553,-52
wide_resnet50_2,32.435,67.565,51.453,48.547,68.88,224,0.875,bicubic,-49.021,-44.077,+30
gmlp_s16_224,32.420,67.580,51.819,48.181,19.42,224,0.875,bicubic,-47.220,-42.805,+150
ens_adv_inception_resnet_v2,32.374,67.626,50.419,49.581,55.84,299,0.897,bicubic,-47.600,-44.523,+127
deit_base_patch16_224,32.363,67.637,50.997,49.003,86.57,224,0.900,bicubic,-49.631,-44.735,-5
swin_small_patch4_window7_224,32.349,67.651,50.911,49.089,49.61,224,0.900,bicubic,-50.869,-45.415,-92
gluon_resnet152_v1s,32.335,67.665,50.528,49.472,60.32,224,0.875,bicubic,-48.679,-44.886,+53
deit_small_distilled_patch16_224,32.286,67.714,52.109,47.891,22.44,224,0.900,bicubic,-48.922,-43.264,+37
xcit_tiny_24_p8_224,32.278,67.722,51.903,48.097,12.11,224,1.000,bicubic,-49.618,-44.071,-4
gluon_seresnext101_64x4d,32.196,67.804,50.306,49.694,88.23,224,0.875,bicubic,-48.684,-44.990,+60
coat_lite_small,32.121,67.879,49.934,50.066,19.84,224,0.900,bicubic,-50.183,-45.916,-37
gluon_seresnext101_32x4d,32.109,67.891,51.235,48.765,48.96,224,0.875,bicubic,-48.797,-44.061,+56
gluon_resnet152_v1s,32.335,67.665,50.528,49.472,60.32,224,0.875,bicubic,-48.679,-44.886,+56
deit_small_distilled_patch16_224,32.286,67.714,52.109,47.891,22.44,224,0.900,bicubic,-48.922,-43.265,+41
xcit_tiny_24_p8_224,32.278,67.722,51.903,48.097,12.11,224,1.000,bicubic,-49.618,-44.071,-2
gluon_seresnext101_64x4d,32.196,67.804,50.306,49.694,88.23,224,0.875,bicubic,-48.684,-44.990,+63
coat_lite_small,32.121,67.879,49.934,50.066,19.84,224,0.900,bicubic,-50.183,-45.916,-35
gluon_seresnext101_32x4d,32.109,67.891,51.235,48.765,48.96,224,0.875,bicubic,-48.797,-44.061,+59
deit_base_patch16_384,31.989,68.011,50.549,49.451,86.86,384,1.000,bicubic,-51.117,-45.821,-89
seresnext50_32x4d,31.971,68.028,51.227,48.773,27.56,224,0.875,bicubic,-49.291,-44.401,+29
xcit_tiny_12_p8_224_dist,31.938,68.062,51.394,48.606,6.71,224,1.000,bicubic,-49.270,-44.212,+31
levit_384,31.865,68.135,50.593,49.407,39.13,224,0.900,bicubic,-50.723,-45.425,-66
resnetrs101,31.850,68.150,51.019,48.981,63.62,288,0.940,bicubic,-50.434,-44.989,-39
vit_relpos_small_patch16_224,31.787,68.213,50.628,49.372,21.98,224,0.900,bicubic,-49.667,-45.200,+12
poolformer_m48,31.698,68.302,49.889,50.111,73.47,224,0.950,bicubic,-50.762,-46.069,-57
tnt_s_patch16_224,31.643,68.357,51.137,48.863,23.76,224,0.900,bicubic,-49.875,-44.609,+4
eca_nfnet_l0,31.604,68.396,51.608,48.392,24.14,288,1.000,bicubic,-50.974,-44.882,-69
resnetv2_50x1_bit_distilled,31.567,68.433,51.268,48.732,25.55,224,0.875,bicubic,-51.255,-45.254,-86
mobilevitv2_200_in22ft1k,31.527,68.473,51.772,48.228,18.45,256,0.888,bicubic,-50.807,-44.166,-52
xception41p,31.510,68.490,50.374,49.626,26.91,299,0.940,bicubic,-50.458,-45.420,-23
regnety_064,31.472,68.528,50.524,49.476,30.58,288,1.000,bicubic,-52.248,-46.202,-133
poolformer_m36,31.449,68.551,50.034,49.966,56.17,224,0.950,bicubic,-50.659,-45.656,-36
ssl_resnext101_32x4d,31.415,68.585,52.133,47.867,44.18,224,0.875,bilinear,-49.509,-43.593,+40
inception_v4,31.380,68.620,49.242,50.758,42.68,299,0.875,bicubic,-48.788,-45.721,+91
rexnet_150,31.372,68.628,51.276,48.724,9.73,224,0.875,bicubic,-48.942,-43.890,+78
crossvit_15_240,31.339,68.661,50.168,49.832,27.53,240,0.875,bicubic,-50.205,-45.522,-8
pit_s_224,31.335,68.665,49.665,50.335,23.46,224,0.900,bicubic,-49.763,-45.667,+22
swinv2_tiny_window16_256,31.303,68.697,49.645,50.355,28.35,256,0.900,bicubic,-51.507,-46.585,-94
crossvit_small_240,31.284,68.716,50.196,49.804,26.86,240,0.875,bicubic,-49.732,-45.261,+26
seresnext50_32x4d,31.971,68.028,51.227,48.773,27.56,224,0.875,bicubic,-49.291,-44.401,+32
xcit_tiny_12_p8_224_dist,31.938,68.062,51.394,48.606,6.71,224,1.000,bicubic,-49.270,-44.212,+33
levit_384,31.865,68.135,50.593,49.407,39.13,224,0.900,bicubic,-50.723,-45.425,-64
resnetrs101,31.850,68.150,51.019,48.981,63.62,288,0.940,bicubic,-50.434,-44.989,-37
cs3se_edgenet_x,31.797,68.203,50.763,49.237,50.72,320,1.000,bicubic,-51.751,-45.903,-119
vit_relpos_small_patch16_224,31.787,68.213,50.628,49.372,21.98,224,0.900,bicubic,-49.667,-45.200,+14
poolformer_m48,31.698,68.302,49.889,50.111,73.47,224,0.950,bicubic,-50.762,-46.069,-56
tnt_s_patch16_224,31.643,68.357,51.137,48.863,23.76,224,0.900,bicubic,-49.875,-44.609,+5
eca_nfnet_l0,31.604,68.396,51.608,48.392,24.14,288,1.000,bicubic,-50.974,-44.882,-68
resnetv2_50x1_bit_distilled,31.567,68.433,51.268,48.732,25.55,224,0.875,bicubic,-51.255,-45.254,-87
mobilevitv2_200_in22ft1k,31.527,68.473,51.772,48.228,18.45,256,0.888,bicubic,-50.807,-44.166,-51
xception41p,31.510,68.490,50.374,49.626,26.91,299,0.940,bicubic,-50.458,-45.420,-22
regnety_064,31.472,68.528,50.524,49.476,30.58,288,1.000,bicubic,-52.248,-46.202,-135
poolformer_m36,31.449,68.551,50.034,49.966,56.17,224,0.950,bicubic,-50.659,-45.656,-34
ssl_resnext101_32x4d,31.415,68.585,52.133,47.867,44.18,224,0.875,bilinear,-49.509,-43.593,+42
inception_v4,31.380,68.620,49.242,50.758,42.68,299,0.875,bicubic,-48.788,-45.722,+92
rexnet_150,31.372,68.628,51.276,48.724,9.73,224,0.875,bicubic,-48.942,-43.890,+80
crossvit_15_240,31.339,68.661,50.168,49.832,27.53,240,0.875,bicubic,-50.205,-45.522,-7
pit_s_224,31.335,68.665,49.665,50.335,23.46,224,0.900,bicubic,-49.763,-45.667,+25
swinv2_tiny_window16_256,31.303,68.697,49.645,50.355,28.35,256,0.900,bicubic,-51.507,-46.585,-95
crossvit_small_240,31.284,68.716,50.196,49.804,26.86,240,0.875,bicubic,-49.732,-45.260,+28
cspresnet50,31.278,68.722,51.221,48.779,21.62,256,0.887,bilinear,-48.304,-43.487,+120
vit_srelpos_small_patch16_224,31.278,68.722,50.247,49.753,21.97,224,0.900,bicubic,-49.820,-45.325,+20
cspresnet50,31.278,68.722,51.221,48.779,21.62,256,0.887,bilinear,-48.304,-43.487,+117
cait_xxs36_224,31.264,68.736,50.612,49.388,17.30,224,1.000,bicubic,-48.484,-44.256,+105
cait_xxs36_224,31.264,68.736,50.612,49.388,17.30,224,1.000,bicubic,-48.484,-44.256,+107
swinv2_cr_small_224,31.262,68.738,48.737,51.263,49.70,224,0.900,bicubic,-51.876,-47.361,-118
convmixer_768_32,31.250,68.750,50.950,49.050,21.11,224,0.960,bicubic,-48.914,-44.122,+82
swin_s3_tiny_224,31.239,68.761,49.718,50.282,28.33,224,0.900,bicubic,-50.885,-46.232,-50
cspresnext50,31.221,68.779,50.885,49.115,20.57,256,0.887,bilinear,-49.323,-44.439,+45
regnetv_040,31.213,68.787,50.111,49.889,20.64,288,1.000,bicubic,-51.985,-46.553,-126
coat_mini,31.203,68.797,49.773,50.227,10.34,224,0.900,bicubic,-50.063,-45.619,0
xcit_tiny_12_p8_384_dist,31.188,68.812,50.524,49.476,6.71,384,1.000,bicubic,-51.198,-45.698,-78
ecaresnetlight,31.125,68.875,50.239,49.761,30.16,224,0.875,bicubic,-49.331,-45.007,+50
gluon_resnet101_v1s,31.119,68.881,49.799,50.201,44.67,224,0.875,bicubic,-49.179,-45.363,+65
edgenext_small,31.101,68.899,50.129,49.871,5.59,320,1.000,bicubic,-50.473,-45.585,-26
tf_efficientnet_cc_b0_8e,31.091,68.909,50.775,49.225,24.01,224,0.875,bicubic,-46.809,-42.883,+197
resmlp_36_distilled_224,31.072,68.928,49.691,50.309,44.69,224,0.875,bicubic,-50.085,-45.796,0
ecaresnet50t,31.052,68.948,50.577,49.423,25.57,320,0.950,bicubic,-51.296,-45.561,-81
ecaresnet50d,31.048,68.952,50.844,49.156,25.58,224,0.875,bicubic,-49.550,-44.474,+33
cspdarknet53,31.018,68.981,50.394,49.606,27.64,256,0.887,bilinear,-49.037,-44.692,+74
resnet50d,31.018,68.981,49.808,50.192,25.58,224,0.875,bicubic,-49.510,-45.360,+36
gcresnet50t,31.011,68.989,50.121,49.879,25.90,256,0.900,bicubic,-49.923,-45.333,+13
gluon_resnext101_64x4d,30.993,69.007,48.553,51.447,83.46,224,0.875,bicubic,-49.611,-46.439,+28
gluon_resnet152_v1c,30.991,69.009,48.934,51.066,60.21,224,0.875,bicubic,-48.921,-45.908,+75
convmixer_768_32,31.250,68.750,50.950,49.050,21.11,224,0.960,bicubic,-48.914,-44.122,+84
swin_s3_tiny_224,31.239,68.761,49.718,50.282,28.33,224,0.900,bicubic,-50.885,-46.232,-49
cspresnext50,31.221,68.779,50.885,49.115,20.57,256,0.887,bilinear,-49.323,-44.439,+47
regnetv_040,31.213,68.787,50.111,49.889,20.64,288,1.000,bicubic,-51.985,-46.553,-127
coat_mini,31.203,68.797,49.773,50.227,10.34,224,0.900,bicubic,-50.063,-45.619,+2
xcit_tiny_12_p8_384_dist,31.188,68.812,50.524,49.476,6.71,384,1.000,bicubic,-51.198,-45.698,-77
ecaresnetlight,31.125,68.875,50.239,49.761,30.16,224,0.875,bicubic,-49.331,-45.007,+52
gluon_resnet101_v1s,31.119,68.881,49.799,50.201,44.67,224,0.875,bicubic,-49.179,-45.363,+67
edgenext_small,31.101,68.899,50.129,49.871,5.59,320,1.000,bicubic,-50.473,-45.585,-25
tf_efficientnet_cc_b0_8e,31.091,68.909,50.775,49.225,24.01,224,0.875,bicubic,-46.809,-42.883,+199
resmlp_36_distilled_224,31.072,68.928,49.691,50.309,44.69,224,0.875,bicubic,-50.084,-45.795,+2
ecaresnet50t,31.052,68.948,50.577,49.423,25.57,320,0.950,bicubic,-51.296,-45.561,-80
ecaresnet50d,31.048,68.952,50.844,49.156,25.58,224,0.875,bicubic,-49.550,-44.474,+35
cspdarknet53,31.018,68.981,50.394,49.606,27.64,256,0.887,bilinear,-49.038,-44.692,+77
resnet50d,31.018,68.981,49.808,50.192,25.58,224,0.875,bicubic,-49.510,-45.360,+37
cs3sedarknet_x,31.015,68.985,50.144,49.856,35.40,288,1.000,bicubic,-51.639,-46.202,-107
gcresnet50t,31.011,68.989,50.121,49.879,25.90,256,0.900,bicubic,-49.923,-45.333,+14
gluon_resnext101_64x4d,30.993,69.007,48.553,51.447,83.46,224,0.875,bicubic,-49.611,-46.439,+29
gluon_resnet152_v1c,30.991,69.009,48.934,51.066,60.21,224,0.875,bicubic,-48.921,-45.908,+76
twins_svt_small,30.975,69.025,49.223,50.777,24.06,224,0.900,bicubic,-50.707,-46.443,-42
resnext50_32x4d,30.922,69.078,49.266,50.734,25.03,224,0.950,bicubic,-50.174,-46.060,-2
ecaresnet101d_pruned,30.903,69.097,50.003,49.997,24.88,224,0.875,bicubic,-49.907,-45.625,+16
resmlp_24_distilled_224,30.899,69.101,50.178,49.822,30.02,224,0.875,bicubic,-49.865,-45.044,+17
tf_efficientnet_cc_b1_8e,30.897,69.103,50.080,49.920,39.72,240,0.882,bicubic,-48.417,-44.290,+105
gluon_resnext101_32x4d,30.885,69.115,48.547,51.453,44.18,224,0.875,bicubic,-49.455,-46.379,+43
resnext50_32x4d,30.922,69.078,49.266,50.734,25.03,224,0.950,bicubic,-50.174,-46.060,-1
ecaresnet101d_pruned,30.903,69.097,50.003,49.997,24.88,224,0.875,bicubic,-49.907,-45.625,+17
resmlp_24_distilled_224,30.899,69.101,50.178,49.822,30.02,224,0.875,bicubic,-49.865,-45.044,+18
tf_efficientnet_cc_b1_8e,30.897,69.103,50.080,49.920,39.72,240,0.882,bicubic,-48.417,-44.290,+106
gluon_resnext101_32x4d,30.885,69.115,48.547,51.453,44.18,224,0.875,bicubic,-49.455,-46.379,+44
tf_efficientnetv2_b3,30.861,69.139,49.820,50.180,14.36,300,0.904,bicubic,-51.105,-45.962,-60
tf_efficientnet_lite4,30.830,69.170,50.394,49.606,13.01,380,0.920,bilinear,-50.704,-45.272,-40
nf_resnet50,30.700,69.300,49.956,50.044,25.56,288,0.940,bicubic,-49.954,-45.378,+16
dpn107,30.680,69.320,48.812,51.188,86.92,224,0.875,bicubic,-49.488,-46.094,+53
poolformer_s36,30.678,69.322,49.433,50.567,30.86,224,0.900,bicubic,-50.740,-46.015,-33
xcit_tiny_24_p16_224,30.675,69.325,50.416,49.584,12.12,224,1.000,bicubic,-48.769,-44.472,+92
ese_vovnet39b,30.667,69.333,49.879,50.121,24.57,224,0.875,bicubic,-48.645,-44.835,+98
tresnet_xl_448,30.620,69.380,49.068,50.932,78.44,448,0.875,bilinear,-52.428,-47.102,-142
gluon_resnet152_v1b,30.610,69.390,48.515,51.485,60.19,224,0.875,bicubic,-49.072,-46.333,+76
haloregnetz_b,30.606,69.394,49.013,50.987,11.68,224,0.940,bicubic,-50.438,-46.185,-14
ssl_resnext50_32x4d,30.596,69.404,50.655,49.345,25.03,224,0.875,bilinear,-49.730,-44.757,+33
dpn68b,30.525,69.475,49.172,50.828,12.61,224,0.875,bicubic,-48.691,-45.242,+104
gluon_resnet101_v1d,30.521,69.479,47.953,52.047,44.57,224,0.875,bicubic,-49.897,-47.061,+23
mobilevitv2_200_384_in22ft1k,30.498,69.502,50.567,49.433,18.45,384,1.000,bicubic,-52.902,-46.015,-170
resnest26d,30.490,69.510,50.667,49.333,17.07,224,0.875,bilinear,-47.994,-43.627,+134
efficientnet_b2,30.439,69.561,49.693,50.307,9.11,288,1.000,bicubic,-50.177,-45.623,+4
tf_efficientnet_b1_ap,30.421,69.579,49.559,50.441,7.79,240,0.882,bicubic,-48.853,-44.749,+95
xcit_tiny_12_p16_384_dist,30.403,69.597,50.127,49.873,6.72,384,1.000,bicubic,-50.539,-45.281,-14
cs3darknet_x,30.398,69.603,49.195,50.805,35.05,288,1.000,bicubic,-51.827,-47.035,-98
twins_pcpvt_small,30.384,69.616,49.388,50.612,24.11,224,0.900,bicubic,-50.706,-46.254,-25
resnetv2_50,30.384,69.616,48.828,51.172,25.55,224,0.950,bicubic,-50.028,-46.244,+16
visformer_small,30.335,69.665,48.291,51.709,40.22,224,0.900,bicubic,-51.773,-47.585,-92
pit_xs_distilled_224,30.278,69.722,49.838,50.162,11.00,224,0.900,bicubic,-49.030,-44.528,+83
regnety_040,30.252,69.748,48.918,51.082,20.65,288,1.000,bicubic,-52.784,-47.592,-157
nf_resnet50,30.700,69.300,49.956,50.044,25.56,288,0.940,bicubic,-49.954,-45.378,+17
dpn107,30.680,69.320,48.812,51.188,86.92,224,0.875,bicubic,-49.488,-46.094,+55
poolformer_s36,30.678,69.322,49.433,50.567,30.86,224,0.900,bicubic,-50.740,-46.015,-32
xcit_tiny_24_p16_224,30.675,69.325,50.416,49.584,12.12,224,1.000,bicubic,-48.769,-44.472,+93
ese_vovnet39b,30.667,69.333,49.879,50.121,24.57,224,0.875,bicubic,-48.645,-44.835,+99
tresnet_xl_448,30.620,69.380,49.068,50.932,78.44,448,0.875,bilinear,-52.428,-47.102,-144
gluon_resnet152_v1b,30.610,69.390,48.515,51.485,60.19,224,0.875,bicubic,-49.072,-46.221,+77
haloregnetz_b,30.606,69.394,49.013,50.987,11.68,224,0.940,bicubic,-50.438,-46.185,-13
ssl_resnext50_32x4d,30.596,69.404,50.655,49.345,25.03,224,0.875,bilinear,-49.730,-44.757,+34
dpn68b,30.525,69.475,49.172,50.828,12.61,224,0.875,bicubic,-48.691,-45.242,+105
gluon_resnet101_v1d,30.521,69.479,47.953,52.047,44.57,224,0.875,bicubic,-49.897,-47.061,+24
mobilevitv2_200_384_in22ft1k,30.498,69.502,50.567,49.433,18.45,384,1.000,bicubic,-52.902,-46.015,-172
resnest26d,30.490,69.510,50.667,49.333,17.07,224,0.875,bilinear,-47.994,-43.627,+135
efficientnet_b2,30.439,69.561,49.693,50.307,9.11,288,1.000,bicubic,-50.177,-45.623,+5
tf_efficientnet_b1_ap,30.421,69.579,49.559,50.441,7.79,240,0.882,bicubic,-48.853,-44.749,+96
xcit_tiny_12_p16_384_dist,30.403,69.597,50.127,49.873,6.72,384,1.000,bicubic,-50.539,-45.281,-13
cs3darknet_x,30.398,69.603,49.195,50.805,35.05,288,1.000,bicubic,-51.826,-47.035,-98
twins_pcpvt_small,30.384,69.616,49.388,50.612,24.11,224,0.900,bicubic,-50.706,-46.254,-24
resnetv2_50,30.384,69.616,48.828,51.172,25.55,224,0.950,bicubic,-50.028,-46.244,+17
visformer_small,30.335,69.665,48.291,51.709,40.22,224,0.900,bicubic,-51.773,-47.585,-93
pit_xs_distilled_224,30.278,69.722,49.838,50.162,11.00,224,0.900,bicubic,-49.030,-44.528,+84
regnety_040,30.252,69.748,48.918,51.082,20.65,288,1.000,bicubic,-52.784,-47.592,-159
mobilevitv2_175_in22ft1k,30.213,69.787,49.024,50.976,14.25,256,0.888,bicubic,-51.727,-46.766,-83
vit_relpos_base_patch32_plus_rpn_256,30.211,69.789,48.700,51.300,119.42,256,0.900,bicubic,-49.275,-45.440,+69
convmixer_1024_20_ks9_p14,30.101,69.899,49.934,50.066,24.38,224,0.960,bicubic,-46.841,-43.424,+197
seresnet50,30.073,69.927,49.288,50.712,28.09,224,0.875,bicubic,-50.193,-45.782,+22
dpn98,30.061,69.939,48.254,51.746,61.57,224,0.875,bicubic,-49.583,-46.346,+59
tf_efficientnet_b2,30.030,69.970,49.581,50.419,9.11,260,0.890,bicubic,-50.058,-45.328,+31
efficientnet_el,30.022,69.978,48.832,51.168,10.59,300,0.904,bicubic,-51.284,-46.702,-51
dpn131,30.016,69.984,48.128,51.872,79.25,224,0.875,bicubic,-49.810,-46.580,+45
legacy_senet154,30.005,69.996,48.042,51.958,115.09,224,0.875,bilinear,-51.304,-47.454,-54
xcit_tiny_12_p16_224_dist,30.001,69.999,49.643,50.357,6.72,224,1.000,bicubic,-48.577,-44.555,+110
vit_relpos_base_patch32_plus_rpn_256,30.211,69.789,48.700,51.300,119.42,256,0.900,bicubic,-49.275,-45.440,+70
convmixer_1024_20_ks9_p14,30.101,69.899,49.934,50.066,24.38,224,0.960,bicubic,-46.841,-43.424,+199
seresnet50,30.073,69.927,49.288,50.712,28.09,224,0.875,bicubic,-50.193,-45.782,+23
dpn98,30.061,69.939,48.254,51.746,61.57,224,0.875,bicubic,-49.583,-46.346,+60
tf_efficientnet_b2,30.030,69.970,49.581,50.419,9.11,260,0.890,bicubic,-50.058,-45.327,+32
efficientnet_el,30.022,69.978,48.832,51.168,10.59,300,0.904,bicubic,-51.284,-46.702,-50
dpn131,30.016,69.984,48.128,51.872,79.25,224,0.875,bicubic,-49.810,-46.580,+46
legacy_senet154,30.005,69.996,48.042,51.958,115.09,224,0.875,bilinear,-51.303,-47.454,-53
xcit_tiny_12_p16_224_dist,30.001,69.999,49.643,50.357,6.72,224,1.000,bicubic,-48.577,-44.555,+111
halo2botnet50ts_256,29.985,70.015,48.374,51.626,22.64,256,0.950,bicubic,-52.083,-47.268,-104
mobilevitv2_150_in22ft1k,29.957,70.043,49.219,50.781,10.59,256,0.888,bicubic,-51.513,-46.449,-69
dpn92,29.955,70.045,49.176,50.824,37.67,224,0.875,bicubic,-50.065,-45.654,+29
mobilevitv2_150_in22ft1k,29.957,70.043,49.219,50.781,10.59,256,0.888,bicubic,-51.513,-46.449,-68
dpn92,29.955,70.045,49.176,50.824,37.67,224,0.875,bicubic,-50.065,-45.654,+30
resnetv2_101x1_bitm,29.896,70.104,51.127,48.873,44.54,448,1.000,bilinear,-52.436,-45.389,-127
gluon_senet154,29.877,70.123,47.892,52.108,115.09,224,0.875,bicubic,-51.353,-47.454,-56
xception,29.863,70.137,48.681,51.319,22.86,299,0.897,bicubic,-49.181,-45.714,+87
adv_inception_v3,29.820,70.180,47.843,52.157,23.83,299,0.875,bicubic,-47.758,-45.895,+159
gluon_senet154,29.877,70.123,47.892,52.108,115.09,224,0.875,bicubic,-51.353,-47.454,-55
xception,29.863,70.137,48.681,51.319,22.86,299,0.897,bicubic,-49.181,-45.713,+88
adv_inception_v3,29.820,70.180,47.843,52.157,23.83,299,0.875,bicubic,-47.758,-45.895,+160
cs3sedarknet_l,29.812,70.188,48.985,51.015,21.91,288,0.950,bicubic,-51.964,-46.985,-91
resnetaa50,29.794,70.206,48.018,51.982,25.56,288,1.000,bicubic,-51.824,-47.792,-86
gluon_xception65,29.786,70.214,47.765,52.235,39.92,299,0.903,bicubic,-49.936,-47.095,+37
lamhalobotnet50ts_256,29.745,70.255,48.339,51.661,22.57,256,0.950,bicubic,-51.807,-47.166,-85
fbnetv3_d,29.737,70.263,49.453,50.547,10.31,256,0.950,bilinear,-49.943,-45.487,+40
resmlp_36_224,29.696,70.304,48.969,51.031,44.69,224,0.875,bicubic,-50.074,-45.917,+32
gluon_xception65,29.786,70.214,47.765,52.235,39.92,299,0.903,bicubic,-49.936,-47.095,+38
lamhalobotnet50ts_256,29.745,70.255,48.339,51.661,22.57,256,0.950,bicubic,-51.807,-47.165,-85
fbnetv3_d,29.737,70.263,49.453,50.547,10.31,256,0.950,bilinear,-49.943,-45.487,+41
resmlp_36_224,29.696,70.304,48.969,51.031,44.69,224,0.875,bicubic,-50.074,-45.917,+33
convnext_nano,29.694,70.306,47.930,52.070,15.59,288,1.000,bicubic,-51.782,-47.730,-81
resnet50,29.631,70.369,46.745,53.255,25.56,224,0.950,bicubic,-50.743,-47.869,-9
resnetblur50,29.610,70.391,48.254,51.746,25.56,224,0.875,bicubic,-49.684,-46.380,+61
resnetv2_50d_gn,29.608,70.392,47.792,52.208,25.57,288,0.950,bicubic,-52.216,-48.132,-103
resnetv2_50d_gn,29.608,70.392,47.792,52.208,25.57,288,0.950,bicubic,-52.216,-48.132,-104
jx_nest_tiny,29.543,70.457,46.985,53.015,17.06,224,0.875,bicubic,-51.875,-48.633,-80
resnet50_gn,29.535,70.465,48.301,51.699,25.56,224,0.940,bicubic,-50.525,-46.647,+12
efficientnet_em,29.476,70.524,48.942,51.058,6.90,240,0.882,bicubic,-49.776,-45.850,+61
cs3darknet_l,29.470,70.530,48.215,51.785,21.16,288,0.950,bicubic,-51.416,-47.453,-46
resnext101_32x8d,29.439,70.561,48.488,51.512,88.79,224,0.875,bilinear,-49.877,-46.030,+48
coat_lite_mini,29.429,70.571,47.729,52.271,11.01,224,0.900,bicubic,-49.659,-46.879,+67
gcresnext50ts,29.429,70.571,47.902,52.098,15.67,256,0.900,bicubic,-51.149,-47.268,-34
sebotnet33ts_256,29.423,70.577,47.146,52.854,13.70,256,0.940,bicubic,-51.731,-48.020,-70
deit_small_patch16_224,29.423,70.577,48.258,51.742,22.05,224,0.900,bicubic,-50.441,-46.790,+14
gcresnext50ts,29.429,70.571,47.902,52.098,15.67,256,0.900,bicubic,-51.149,-47.268,-33
coat_lite_mini,29.429,70.571,47.729,52.271,11.01,224,0.900,bicubic,-49.659,-46.879,+66
deit_small_patch16_224,29.423,70.577,48.258,51.742,22.05,224,0.900,bicubic,-50.441,-46.790,+15
sebotnet33ts_256,29.423,70.577,47.146,52.854,13.70,256,0.940,bicubic,-51.731,-48.020,-71
ssl_resnet50,29.405,70.595,49.787,50.213,25.56,224,0.875,bilinear,-49.819,-45.043,+55
nf_regnet_b1,29.391,70.609,49.411,50.589,10.22,288,0.900,bicubic,-49.909,-45.343,+48
nf_regnet_b1,29.391,70.609,49.411,50.589,10.22,288,0.900,bicubic,-49.909,-45.343,+47
cait_xxs24_384,29.387,70.612,48.747,51.253,12.03,384,1.000,bicubic,-51.575,-46.897,-59
edgenext_small_rw,29.350,70.650,48.737,51.263,7.83,320,1.000,bicubic,-51.102,-46.453,-29
swin_tiny_patch4_window7_224,29.332,70.668,47.611,52.389,28.29,224,0.900,bicubic,-52.044,-47.931,-89
resnet34d,29.332,70.668,48.411,51.589,21.82,224,0.875,bicubic,-47.784,-44.971,+153
swin_tiny_patch4_window7_224,29.332,70.668,47.611,52.389,28.29,224,0.900,bicubic,-52.044,-47.931,-89
cait_xxs24_224,29.303,70.697,48.527,51.473,11.96,224,1.000,bicubic,-49.083,-45.781,+91
ecaresnet50d_pruned,29.209,70.791,48.443,51.557,19.94,224,0.875,bicubic,-50.509,-46.433,+15
poolformer_s24,29.175,70.825,48.062,51.938,21.39,224,0.900,bicubic,-51.141,-46.980,-23
tresnet_l_448,29.165,70.835,47.226,52.774,55.99,448,0.875,bilinear,-53.105,-48.754,-151
tresnet_l_448,29.165,70.835,47.226,52.774,55.99,448,0.875,bilinear,-53.105,-48.754,-152
gluon_inception_v3,29.120,70.880,46.955,53.045,23.83,299,0.875,bicubic,-49.686,-47.415,+66
eca_resnet33ts,29.105,70.895,48.796,51.204,19.68,256,0.900,bicubic,-50.975,-46.176,-9
lambda_resnet50ts,29.097,70.903,46.981,53.019,21.54,256,0.950,bicubic,-52.055,-48.121,-83
xception71,29.040,70.960,47.411,52.589,42.34,299,0.903,bicubic,-50.830,-47.513,-1
hrnet_w64,28.991,71.010,47.130,52.870,128.06,224,0.875,bilinear,-50.480,-47.524,+22
hrnet_w64,28.991,71.010,47.130,52.870,128.06,224,0.875,bilinear,-50.479,-47.524,+22
xcit_tiny_12_p8_224,28.957,71.043,47.511,52.489,6.71,224,1.000,bicubic,-50.737,-47.537,+8
regnetz_b16,28.943,71.057,47.246,52.754,9.72,288,0.940,bicubic,-51.769,-48.228,-58
cs3darknet_focus_l,28.926,71.074,47.629,52.371,21.15,288,0.950,bicubic,-51.948,-48.063,-67
tf_efficientnet_b1,28.886,71.114,47.498,52.502,7.79,240,0.882,bicubic,-49.942,-46.700,+57
tf_efficientnet_b0_ns,28.884,71.116,48.997,51.003,5.29,224,0.875,bicubic,-49.780,-45.379,+63
resnetv2_50d_evos,28.878,71.121,46.672,53.328,25.59,288,0.950,bicubic,-53.099,-49.240,-142
resnetv2_50d_evos,28.878,71.121,46.672,53.328,25.59,288,0.950,bicubic,-53.100,-49.240,-143
vit_small_patch32_384,28.875,71.125,48.889,51.111,22.92,384,1.000,bicubic,-51.615,-46.711,-52
gluon_resnet101_v1b,28.873,71.127,46.389,53.611,44.55,224,0.875,bicubic,-50.431,-48.131,+25
mobilevitv2_150_384_in22ft1k,28.869,71.131,47.916,52.084,10.59,384,1.000,bicubic,-53.721,-48.400,-195
mobilevitv2_150_384_in22ft1k,28.869,71.131,47.916,52.084,10.59,384,1.000,bicubic,-53.721,-48.400,-196
skresnext50_32x4d,28.826,71.174,46.487,53.513,27.48,224,0.875,bicubic,-51.328,-48.159,-24
sehalonet33ts,28.778,71.222,46.582,53.418,13.69,256,0.940,bicubic,-52.194,-48.690,-83
levit_256,28.751,71.249,46.721,53.279,18.89,224,0.900,bicubic,-52.765,-48.769,-122
levit_256,28.751,71.249,46.721,53.279,18.89,224,0.900,bicubic,-52.765,-48.769,-123
tf_efficientnet_lite3,28.660,71.340,47.346,52.654,8.20,300,0.904,bilinear,-51.158,-47.568,-9
skresnet34,28.654,71.346,47.953,52.047,22.28,224,0.875,bicubic,-48.249,-45.367,+139
skresnet34,28.654,71.346,47.953,52.047,22.28,224,0.875,bicubic,-48.250,-45.367,+139
gluon_seresnext50_32x4d,28.649,71.351,46.442,53.558,27.56,224,0.875,bicubic,-51.263,-48.390,-19
darknetaa53,28.647,71.353,46.949,53.051,36.02,288,1.000,bilinear,-51.875,-48.377,-63
hrnet_w40,28.635,71.365,47.452,52.548,57.56,224,0.875,bilinear,-50.287,-47.018,+41
swinv2_tiny_window8_256,28.611,71.389,46.171,53.829,28.35,256,0.900,bicubic,-53.199,-49.823,-143
mobilevitv2_175_384_in22ft1k,28.605,71.395,47.126,52.874,14.25,384,1.000,bicubic,-54.329,-49.304,-223
halonet50ts,28.580,71.420,46.169,53.831,22.73,256,0.940,bicubic,-53.072,-49.443,-140
swinv2_tiny_window8_256,28.611,71.389,46.171,53.829,28.35,256,0.900,bicubic,-53.199,-49.823,-144
mobilevitv2_175_384_in22ft1k,28.605,71.395,47.126,52.874,14.25,384,1.000,bicubic,-54.329,-49.304,-226
halonet50ts,28.580,71.420,46.169,53.831,22.73,256,0.940,bicubic,-53.072,-49.443,-141
tf_efficientnetv2_b0,28.570,71.430,47.075,52.925,7.14,224,0.875,bicubic,-49.782,-46.951,+65
tv_resnet152,28.531,71.469,47.116,52.884,60.19,224,0.875,bilinear,-49.789,-46.918,+65
xcit_tiny_12_p16_224,28.519,71.481,47.403,52.597,6.72,224,1.000,bicubic,-48.605,-46.309,+119
repvgg_b2,28.430,71.570,47.038,52.962,89.02,224,0.875,bilinear,-50.364,-47.380,+39
hrnet_w48,28.409,71.591,47.586,52.414,77.47,224,0.875,bilinear,-50.891,-46.928,+9
hrnet_w48,28.409,71.591,47.586,52.414,77.47,224,0.875,bilinear,-50.891,-46.928,+10
gluon_resnext50_32x4d,28.379,71.621,45.316,54.684,25.03,224,0.875,bicubic,-50.981,-49.110,+2
swinv2_cr_tiny_ns_224,28.373,71.626,45.920,54.080,28.33,224,0.900,bicubic,-53.413,-49.902,-151
swinv2_cr_tiny_ns_224,28.373,71.626,45.920,54.080,28.33,224,0.900,bicubic,-53.413,-49.902,-152
efficientnet_b2_pruned,28.362,71.638,47.050,52.950,8.31,260,0.890,bicubic,-51.556,-47.800,-34
tf_efficientnet_b0_ap,28.338,71.662,47.527,52.473,5.29,224,0.875,bicubic,-48.750,-45.731,+116
seresnet33ts,28.338,71.662,47.753,52.247,19.78,256,0.900,bicubic,-52.016,-47.353,-63
seresnet33ts,28.338,71.662,47.753,52.247,19.78,256,0.900,bicubic,-52.016,-47.353,-62
tf_efficientnet_b0_ap,28.338,71.662,47.527,52.473,5.29,224,0.875,bicubic,-48.750,-45.731,+115
dla169,28.322,71.678,47.393,52.607,53.39,224,0.875,bilinear,-50.360,-46.943,+36
dla102x2,28.315,71.685,46.770,53.230,41.28,224,0.875,bilinear,-51.127,-47.876,-7
darknet53,28.313,71.687,46.873,53.127,41.61,288,1.000,bicubic,-52.225,-48.547,-82
tf_efficientnet_cc_b0_4e,28.313,71.687,47.360,52.640,13.31,224,0.875,bicubic,-48.997,-45.980,+101
tf_efficientnet_cc_b0_4e,28.313,71.687,47.360,52.640,13.31,224,0.875,bicubic,-48.997,-45.980,+102
darknet53,28.313,71.687,46.873,53.127,41.61,288,1.000,bicubic,-52.225,-48.547,-83
mixnet_xl,28.291,71.709,46.700,53.300,11.90,224,0.875,bicubic,-52.187,-48.234,-79
gluon_resnet50_v1d,28.240,71.760,45.867,54.133,25.58,224,0.875,bicubic,-50.830,-48.599,+16
wide_resnet101_2,28.112,71.888,46.411,53.589,126.89,224,0.875,bilinear,-50.740,-47.877,+23
gluon_resnet101_v1c,28.104,71.896,45.959,54.041,44.57,224,0.875,bicubic,-51.432,-48.619,-20
regnetx_320,28.093,71.907,45.120,54.880,107.81,224,0.875,bicubic,-52.151,-49.634,-61
regnetx_320,28.093,71.907,45.120,54.880,107.81,224,0.875,bicubic,-52.151,-49.900,-61
densenet161,28.081,71.919,46.639,53.361,28.68,224,0.875,bicubic,-49.273,-46.997,+94
regnety_320,28.061,71.939,45.452,54.548,145.05,224,0.875,bicubic,-52.743,-49.792,-101
gernet_s,28.038,71.963,46.733,53.267,8.17,224,0.875,bilinear,-48.878,-46.401,+110
@ -445,12 +449,12 @@ regnetx_160,27.817,72.183,45.623,54.377,54.28,224,0.875,bicubic,-52.037,-49.207,
tf_inception_v3,27.778,72.222,45.717,54.283,23.83,299,0.875,bicubic,-50.074,-47.923,+66
res2net101_26w_4s,27.774,72.226,45.167,54.833,45.21,224,0.875,bilinear,-51.422,-49.269,-4
tf_efficientnetv2_b1,27.762,72.238,46.574,53.426,8.14,240,0.882,bicubic,-51.704,-48.148,-27
vit_base_patch16_224_sam,27.709,72.291,45.112,54.888,86.57,224,0.900,bicubic,-52.535,-49.908,-72
vit_base_patch16_224_sam,27.709,72.291,45.112,54.888,86.57,224,0.900,bicubic,-52.535,-49.642,-72
fbnetv3_b,27.672,72.328,46.981,53.019,8.60,256,0.950,bilinear,-51.470,-47.769,-6
repvgg_b1,27.648,72.352,46.521,53.479,57.42,224,0.875,bilinear,-50.720,-47.573,+32
mobilevitv2_200,27.629,72.371,45.766,54.234,18.45,256,0.888,bicubic,-53.511,-49.602,-138
hrnet_w44,27.623,72.377,45.845,54.155,67.06,224,0.875,bilinear,-51.273,-48.525,+4
gcresnet33ts,27.585,72.415,46.199,53.801,19.88,256,0.900,bicubic,-52.490,-48.795,-67
gcresnet33ts,27.585,72.415,46.199,53.801,19.88,256,0.900,bicubic,-52.491,-48.795,-67
inception_v3,27.556,72.444,45.265,54.735,23.83,299,0.875,bicubic,-49.882,-48.211,+74
resmlp_24_224,27.534,72.466,45.697,54.303,30.02,224,0.875,bicubic,-51.844,-48.849,-32
pit_xs_224,27.497,72.503,45.904,54.096,10.62,224,0.900,bicubic,-50.693,-48.262,+35
@ -480,7 +484,7 @@ regnetx_064,26.790,73.210,44.919,55.081,26.21,224,0.875,bicubic,-52.284,-49.541,
regnety_120,26.784,73.216,44.442,55.558,51.82,224,0.875,bicubic,-53.592,-50.680,-119
regnetx_032,26.707,73.293,45.228,54.772,15.30,224,0.875,bicubic,-51.477,-48.860,+11
densenet121,26.674,73.326,45.890,54.110,7.98,224,0.875,bicubic,-48.906,-46.758,+96
legacy_seresnet152,26.672,73.328,43.953,56.047,66.82,224,0.875,bilinear,-51.980,-50.418,-17
legacy_seresnet152,26.672,73.328,43.953,56.047,66.82,224,0.875,bilinear,-51.980,-50.417,-17
efficientnet_es,26.619,73.381,45.122,54.878,5.44,224,0.875,bicubic,-51.439,-48.822,+13
res2net50_26w_6s,26.597,73.403,43.998,56.002,37.05,224,0.875,bilinear,-51.973,-50.126,-17
repvgg_b1g4,26.581,73.419,45.086,54.914,39.97,224,0.875,bilinear,-51.007,-48.744,+35
@ -493,7 +497,7 @@ gluon_resnet50_v1b,26.440,73.560,44.043,55.957,25.56,224,0.875,bicubic,-51.144,-
tf_efficientnet_el,26.357,73.643,44.175,55.825,10.59,300,0.904,bicubic,-53.897,-50.953,-119
lambda_resnet26t,26.342,73.658,44.412,55.588,10.96,256,0.940,bicubic,-52.756,-50.178,-49
levit_128,26.328,73.672,44.114,55.886,9.21,224,0.900,bicubic,-52.154,-49.898,-22
resmlp_big_24_224,26.320,73.680,43.557,56.443,129.14,224,0.875,bicubic,-54.710,-51.462,-176
resmlp_big_24_224,26.320,73.680,43.557,56.443,129.14,224,0.875,bicubic,-54.710,-51.463,-176
resmlp_12_distilled_224,26.306,73.694,44.870,55.130,15.35,224,0.875,bicubic,-51.640,-48.690,+7
regnetx_040,26.241,73.759,44.442,55.558,22.12,224,0.875,bicubic,-52.247,-49.796,-27
mobilevitv2_150,26.190,73.810,43.768,56.232,10.59,256,0.888,bicubic,-54.178,-51.296,-136
@ -501,12 +505,12 @@ crossvit_9_dagger_240,26.175,73.825,44.538,55.462,8.78,240,0.875,bicubic,-50.803
vit_small_patch32_224,26.161,73.839,45.110,54.890,22.88,224,0.900,bicubic,-49.829,-48.158,+69
dpn68,26.135,73.865,44.228,55.772,12.61,224,0.875,bicubic,-50.175,-48.750,+65
efficientnet_b1,26.061,73.939,44.076,55.924,7.79,256,1.000,bicubic,-52.727,-50.270,-42
mobilevitv2_125,26.025,73.975,43.666,56.334,7.48,256,0.888,bicubic,-53.657,-51.070,-97
mobilevitv2_125,26.025,73.975,43.666,56.334,7.48,256,0.888,bicubic,-53.657,-51.182,-97
lambda_resnet26rpt_256,26.017,73.983,44.182,55.818,10.99,256,0.940,bicubic,-52.947,-50.244,-52
hrnet_w18,25.988,74.012,44.817,55.183,21.30,224,0.875,bilinear,-50.772,-48.627,+48
hardcorenas_f,25.941,74.059,44.212,55.788,8.20,224,0.875,bilinear,-52.161,-49.590,-12
resnet34,25.890,74.110,43.988,56.012,21.80,224,0.875,bilinear,-49.222,-48.296,+81
tresnet_m_448,25.862,74.138,42.872,57.128,31.39,448,0.875,bilinear,-55.844,-52.700,-234
tresnet_m_448,25.862,74.138,42.872,57.128,31.39,448,0.875,bilinear,-55.844,-52.700,-235
resnet26t,25.860,74.140,43.953,56.047,16.01,256,0.940,bicubic,-52.004,-49.889,-3
res2net50_26w_4s,25.858,74.142,43.155,56.845,25.70,224,0.875,bilinear,-52.104,-50.697,-8
coat_tiny,25.848,74.152,43.279,56.721,5.50,224,0.900,bicubic,-52.588,-50.759,-35
@ -532,10 +536,10 @@ tf_mixnet_l,25.420,74.580,42.538,57.462,7.33,224,0.875,bicubic,-53.358,-51.460,-
hardcorenas_b,25.400,74.600,44.192,55.808,5.18,224,0.875,bilinear,-51.136,-48.562,+29
res2next50,25.387,74.613,42.498,57.502,24.67,224,0.875,bilinear,-52.871,-51.390,-47
legacy_seresnet101,25.334,74.666,42.823,57.177,49.33,224,0.875,bilinear,-53.046,-51.439,-53
selecsls60b,25.332,74.668,43.559,56.441,32.77,224,0.875,bicubic,-53.072,-50.612,-56
selecsls60b,25.332,74.668,43.559,56.441,32.77,224,0.875,bicubic,-53.072,-50.613,-56
hardcorenas_d,25.324,74.676,43.123,56.877,7.50,224,0.875,bilinear,-52.106,-50.361,-7
dla102,25.320,74.680,43.846,56.154,33.27,224,0.875,bilinear,-52.708,-50.104,-38
resnetv2_50x1_bitm,25.316,74.684,45.358,54.642,25.55,448,1.000,bilinear,-55.026,-50.329,-173
resnetv2_50x1_bitm,25.316,74.684,45.358,54.642,25.55,448,1.000,bilinear,-55.026,-50.328,-173
resnest14d,25.275,74.725,44.090,55.910,10.61,224,0.875,bilinear,-50.233,-48.434,+41
legacy_seresnext50_32x4d,25.214,74.786,41.942,58.058,27.56,224,0.875,bilinear,-53.862,-52.492,-93
mixer_b16_224,25.117,74.883,41.217,58.783,59.88,224,0.875,bicubic,-51.493,-51.013,+17
@ -550,9 +554,9 @@ xcit_nano_12_p8_224_dist,24.811,75.189,43.072,56.928,3.05,224,1.000,bicubic,-51.
seresnext26ts,24.689,75.311,43.106,56.894,10.39,256,0.900,bicubic,-53.169,-50.684,-41
eca_resnext26ts,24.658,75.342,42.850,57.150,10.30,256,0.900,bicubic,-52.800,-50.718,-24
cs3darknet_m,24.630,75.370,42.970,57.030,9.31,288,0.950,bicubic,-52.996,-51.044,-34
mobilevitv2_100,24.547,75.453,42.919,57.081,4.90,256,0.888,bicubic,-53.538,-51.241,-57
mobilevitv2_100,24.547,75.453,42.919,57.081,4.90,256,0.888,bicubic,-53.539,-51.241,-57
tf_efficientnet_lite2,24.528,75.472,42.280,57.720,6.09,260,0.890,bicubic,-52.938,-51.478,-28
regnetx_016,24.487,75.513,42.510,57.490,9.19,224,0.875,bicubic,-52.455,-50.914,-7
regnetx_016,24.487,75.513,42.510,57.490,9.19,224,0.875,bicubic,-52.455,-50.914,-8
skresnet18,24.483,75.517,42.540,57.460,11.96,224,0.875,bicubic,-48.551,-48.626,+63
pit_ti_distilled_224,24.408,75.592,42.734,57.266,5.10,224,0.900,bicubic,-50.126,-49.362,+46
hardcorenas_a,24.371,75.629,43.292,56.708,5.26,224,0.875,bilinear,-51.559,-49.218,+14
@ -568,8 +572,8 @@ efficientnet_lite0,23.907,76.093,42.084,57.916,4.65,224,0.875,bicubic,-51.561,-5
resnext26ts,23.868,76.132,41.109,58.891,10.30,256,0.900,bicubic,-52.912,-52.023,-15
tv_densenet121,23.840,76.160,41.921,58.079,7.98,224,0.875,bicubic,-50.900,-50.227,+29
efficientnet_es_pruned,23.838,76.162,41.989,58.011,5.44,224,0.875,bicubic,-51.162,-50.453,+23
mixnet_m,23.714,76.286,41.148,58.852,5.01,224,0.875,bicubic,-53.548,-52.274,-35
mobilenetv2_140,23.714,76.286,41.477,58.523,6.11,224,0.875,bicubic,-52.798,-51.522,-9
mobilenetv2_140,23.714,76.286,41.477,58.523,6.11,224,0.875,bicubic,-52.798,-51.521,-8
mixnet_m,23.714,76.286,41.148,58.852,5.01,224,0.875,bicubic,-53.548,-52.274,-36
dla34,23.679,76.321,41.539,58.461,15.74,224,0.875,bilinear,-50.945,-50.533,+28
legacy_seresnet50,23.651,76.349,40.091,59.909,28.09,224,0.875,bilinear,-53.981,-53.659,-57
ese_vovnet19b_dw,23.528,76.472,41.284,58.716,6.54,224,0.875,bicubic,-53.266,-51.982,-23
@ -603,7 +607,7 @@ pit_ti_224,21.869,78.131,39.543,60.457,4.85,224,0.900,bicubic,-51.043,-51.863,+2
regnetx_006,21.738,78.263,38.916,61.084,6.20,224,0.875,bicubic,-52.118,-52.756,+8
vit_tiny_patch16_384,21.714,78.286,39.327,60.673,5.79,384,1.000,bicubic,-56.716,-55.217,-126
crossvit_9_240,21.688,78.312,39.278,60.722,8.55,240,0.875,bicubic,-52.272,-52.686,+4
vgg19_bn,21.625,78.374,39.280,60.720,143.68,224,0.875,bilinear,-52.588,-52.564,-1
vgg19_bn,21.625,78.374,39.280,60.720,143.68,224,0.875,bilinear,-52.589,-52.564,-1
ghostnet_100,21.614,78.386,38.696,61.304,5.18,224,0.875,bilinear,-52.366,-52.762,+1
semnasnet_075,21.570,78.430,38.934,61.066,2.91,224,0.875,bicubic,-51.404,-52.200,+12
gluon_resnet18_v1b,21.557,78.443,38.887,61.113,11.69,224,0.875,bicubic,-49.281,-50.875,+31
@ -612,7 +616,7 @@ fbnetc_100,21.508,78.492,38.158,61.842,5.57,224,0.875,bilinear,-53.608,-54.228,-
xcit_nano_12_p16_224,21.437,78.563,39.798,60.202,3.05,224,1.000,bicubic,-48.517,-49.958,+32
mnasnet_100,21.362,78.638,37.721,62.279,4.38,224,0.875,bicubic,-53.288,-54.393,-14
lcnet_100,21.290,78.710,38.849,61.151,2.95,224,0.875,bicubic,-50.820,-51.529,+18
resnet26,21.285,78.715,38.020,61.980,16.00,224,0.875,bicubic,-54.014,-54.560,-30
resnet26,21.285,78.715,38.020,61.980,16.00,224,0.875,bicubic,-54.015,-54.560,-30
ssl_resnet18,21.278,78.722,39.107,60.893,11.69,224,0.875,bilinear,-51.326,-52.317,+7
mixnet_s,21.256,78.744,38.183,61.817,4.13,224,0.875,bicubic,-54.740,-54.617,-48
seresnext26d_32x4d,21.250,78.750,37.319,62.681,16.81,224,0.875,bicubic,-56.356,-56.287,-98
@ -625,20 +629,20 @@ mobilenetv2_100,20.777,79.223,37.764,62.236,3.50,224,0.875,bicubic,-52.179,-53.2
tf_mixnet_s,20.462,79.538,36.615,63.385,4.13,224,0.875,bicubic,-55.190,-56.011,-50
vit_tiny_patch16_224,20.458,79.542,37.603,62.397,5.72,224,0.900,bicubic,-55.006,-55.241,-44
regnety_004,20.415,79.585,37.002,62.998,4.34,224,0.875,bicubic,-53.609,-54.754,-20
tf_mobilenetv3_large_075,20.364,79.636,36.770,63.230,3.99,224,0.875,bilinear,-53.076,-54.578,-15
hrnet_w18_small,20.364,79.636,37.089,62.911,13.19,224,0.875,bilinear,-51.972,-53.591,-2
hrnet_w18_small,20.364,79.636,37.089,62.911,13.19,224,0.875,bilinear,-51.972,-53.591,-1
tf_mobilenetv3_large_075,20.364,79.636,36.770,63.230,3.99,224,0.875,bilinear,-53.076,-54.578,-16
resnet18,20.224,79.776,37.256,62.744,11.69,224,0.875,bilinear,-49.524,-51.828,+16
mixer_l16_224,20.169,79.831,32.942,67.058,208.20,224,0.875,bicubic,-51.897,-54.724,+2
deit_tiny_patch16_224,20.166,79.835,37.560,62.440,5.72,224,0.900,bicubic,-52.009,-53.554,-1
deit_tiny_patch16_224,20.166,79.835,37.560,62.440,5.72,224,0.900,bicubic,-52.008,-53.554,-1
tf_mobilenetv3_large_minimal_100,20.108,79.891,36.906,63.094,3.92,224,0.875,bilinear,-52.142,-53.714,-3
vgg16_bn,19.957,80.043,36.303,63.697,138.37,224,0.875,bilinear,-53.393,-55.202,-20
vgg16_bn,19.957,80.043,36.303,63.697,138.37,224,0.875,bilinear,-53.393,-55.201,-20
vit_tiny_r_s16_p8_224,19.324,80.676,36.051,63.949,6.34,224,0.900,bicubic,-52.470,-54.767,-1
tinynet_c,19.260,80.740,35.988,64.012,2.46,184,0.875,bicubic,-51.968,-53.760,+2
edgenext_xx_small,18.580,81.420,34.693,65.307,1.33,256,0.900,bicubic,-52.526,-55.339,+2
mobilevit_xs,18.303,81.697,33.227,66.773,2.32,256,0.900,bicubic,-56.331,-59.119,-38
lcnet_075,18.161,81.839,34.406,65.594,2.36,224,0.875,bicubic,-50.653,-53.958,+10
vgg19,17.929,82.071,33.054,66.946,143.67,224,0.875,bilinear,-54.437,-57.818,-15
vgg13_bn,17.803,82.197,34.039,65.961,133.05,224,0.875,bilinear,-53.794,-56.337,-5
vgg13_bn,17.803,82.197,34.039,65.961,133.05,224,0.875,bilinear,-53.795,-56.337,-5
vgg16,17.540,82.460,32.769,67.231,138.36,224,0.875,bilinear,-54.050,-57.613,-5
regnety_002,17.458,82.542,32.431,67.569,3.16,224,0.875,bicubic,-52.798,-57.103,-1
vgg11_bn,17.403,82.597,33.009,66.991,132.87,224,0.875,bilinear,-52.957,-56.793,-3
@ -646,8 +650,8 @@ mobilevitv2_050,17.302,82.698,32.999,67.001,1.37,256,0.888,bicubic,-52.838,-56.9
resnet10t,17.281,82.719,33.070,66.930,5.44,224,0.950,bilinear,-51.027,-55.010,+5
regnetx_002,16.962,83.038,32.223,67.777,2.68,224,0.875,bicubic,-51.792,-56.333,+3
mobilenetv3_small_100,16.815,83.185,32.535,67.465,2.54,224,0.875,bicubic,-50.843,-55.099,+6
mobilenetv2_050,16.675,83.325,31.952,68.048,1.97,224,0.875,bicubic,-49.269,-54.128,+9
tinynet_d,16.675,83.325,32.459,67.541,2.34,152,0.875,bicubic,-50.287,-54.605,+5
tinynet_d,16.675,83.325,32.459,67.541,2.34,152,0.875,bicubic,-50.287,-54.605,+6
mobilenetv2_050,16.675,83.325,31.952,68.048,1.97,224,0.875,bicubic,-49.269,-54.128,+8
mnasnet_small,16.636,83.364,31.922,68.078,2.03,224,0.875,bicubic,-49.570,-54.584,+5
resnet14t,16.471,83.529,30.722,69.278,10.08,224,0.950,bilinear,-55.885,-59.618,-26
dla60x_c,16.320,83.680,31.752,68.249,1.32,224,0.875,bilinear,-51.560,-56.682,0

1 model top1 top1_err top5 top5_err param_count img_size crop_pct interpolation top1_diff top5_diff rank_diff
2 ig_resnext101_32x48d 58.820 41.180 81.094 18.906 828.41 224 0.875 bilinear -26.616 -16.482 +56
3 ig_resnext101_32x32d 58.382 41.618 80.383 19.617 468.53 224 0.875 bilinear -26.718 -17.051 +69
4 ig_resnext101_32x16d 57.686 42.314 79.909 20.091 194.03 224 0.875 bilinear -26.484 -17.289 +119
5 swsl_resnext101_32x16d 57.464 42.536 80.373 19.627 194.03 224 0.875 bilinear -25.886 -16.471 +166 +167
6 beit_large_patch16_384 56.892 43.108 79.227 20.773 305.00 384 1.000 bicubic -31.514 -19.379 -3
7 beit_large_patch16_512 56.753 43.247 78.897 21.103 305.67 512 1.000 bicubic -31.849 -19.759 -5
8 swsl_resnext101_32x8d 56.431 43.569 78.939 21.061 88.79 224 0.875 bilinear -27.859 -18.243 +105
9 deit3_huge_patch14_224_in21ft1k 55.763 44.237 77.622 22.378 632.13 224 1.000 bicubic -31.418 -31.417 -20.638 +2
10 beit_large_patch16_224 54.955 45.045 77.606 22.394 304.43 224 0.900 bicubic -32.521 -20.698 -2
11 ig_resnext101_32x8d 54.931 45.069 77.535 22.465 88.79 224 0.875 bilinear -27.767 -19.097 +196 +198
12 deit3_large_patch16_384_in21ft1k 54.878 45.122 77.370 22.630 304.76 384 1.000 bicubic -32.838 -21.142 -6
13 deit3_large_patch16_224_in21ft1k 54.361 45.639 76.563 23.437 304.37 224 1.000 bicubic -32.620 -32.621 -21.675 +4
14 convnext_xlarge_384_in22ft1k 53.658 46.342 75.895 24.105 350.20 384 1.000 bicubic -33.886 -22.591 -7
15 swsl_resnext101_32x4d 53.601 46.399 76.353 23.648 44.18 224 0.875 bilinear -29.639 -20.407 +160 +161
16 vit_large_patch16_384 52.756 47.244 74.696 25.304 304.72 384 1.000 bicubic -34.324 -23.604 -2
17 convnext_xlarge_in22ft1k 52.565 47.435 74.403 25.597 350.20 224 0.875 bicubic -34.437 -23.809 -1
18 swinv2_large_window12to24_192to384_22kft1k 52.298 47.702 74.411 25.589 196.74 384 1.000 bicubic -35.158 -23.841 -9
22 tf_efficientnet_l2_ns_475 51.489 48.511 73.928 26.072 480.31 475 0.936 bicubic -36.743 -24.618 -17
23 swinv2_base_window12to24_192to384_22kft1k 50.978 49.022 73.311 26.689 87.92 384 1.000 bicubic -36.130 -24.925 -10
24 swinv2_large_window12to16_192to256_22kft1k 50.441 49.559 72.760 27.240 196.74 256 0.900 bicubic -36.505 -25.350 -5
25 swsl_resnext50_32x4d 50.437 49.563 73.356 26.644 25.03 224 0.875 bilinear -31.739 -22.876 +224 +227
26 convnext_base_384_in22ft1k 50.429 49.571 73.562 26.438 88.59 384 1.000 bicubic -36.113 -24.628 -1
27 swin_large_patch4_window12_384 50.402 49.598 72.568 27.432 196.74 384 1.000 bicubic -36.750 -25.672 -15
28 convnext_large_in22ft1k 49.940 50.060 72.206 27.794 197.77 224 0.875 bicubic -36.696 -25.822 -4
29 swsl_resnet50 49.527 50.473 72.324 27.676 25.56 224 0.875 bilinear -31.653 -23.656 +280 +284
30 swin_large_patch4_window7_224 48.991 51.009 71.389 28.611 196.53 224 0.900 bicubic -37.329 -26.503 +1
31 convnext_base_in22ft1k 48.794 51.206 71.941 28.059 88.59 224 0.875 bicubic -37.030 -25.925 +13
32 swinv2_base_window12to16_192to256_22kft1k 48.788 51.212 71.385 28.615 87.92 256 0.900 bicubic -37.481 -37.482 -26.511 +1
33 beit_base_patch16_384 48.663 51.337 72.084 27.916 86.74 384 1.000 bicubic -38.135 -26.052 -12
34 swin_base_patch4_window12_384 48.543 51.457 71.823 28.177 87.90 384 1.000 bicubic -37.889 -26.233 -5
35 vit_large_r50_s32_224 48.209 51.791 70.872 29.128 328.99 224 0.900 bicubic -36.221 -26.294 +71
48 tf_efficientnet_b5_ns 45.607 54.393 67.842 32.158 30.39 456 0.934 bicubic -40.481 -29.910 -12
49 tf_efficientnetv2_m_in21ft1k 45.574 54.426 69.135 30.865 54.14 480 1.000 bicubic -40.012 -28.611 +4
50 swin_base_patch4_window7_224 45.564 54.436 68.504 31.496 87.77 224 0.900 bicubic -39.686 -29.058 +15
51 volo_d5_512 44.572 55.428 65.753 34.247 296.09 512 1.150 bicubic -42.469 -42.468 -32.215 -36
52 cait_m48_448 44.245 55.755 64.653 35.347 356.46 448 1.000 bicubic -42.243 -33.097 -25
53 deit3_large_patch16_384 44.175 55.825 64.853 35.147 304.76 384 1.000 bicubic -41.631 -32.743 -6
54 volo_d5_448 44.098 55.902 65.063 34.937 295.91 448 1.150 bicubic -42.856 -32.877 -36
67 volo_d4_224 42.284 57.716 63.010 36.990 192.96 224 0.960 bicubic -43.592 -34.458 -25
68 deit3_small_patch16_384_in21ft1k 41.956 58.044 64.550 35.450 22.21 384 1.000 bicubic -42.868 -32.934 +20
69 tf_efficientnet_b7_ap 41.431 58.569 62.870 37.130 66.35 600 0.949 bicubic -43.689 -34.382 +2
70 tf_efficientnet_b7 41.425 58.575 63.020 36.980 66.35 600 0.949 bicubic -43.508 -43.509 -34.187 -34.186 +14
71 tf_efficientnet_b5_ap 41.416 58.584 62.084 37.916 30.39 456 0.934 bicubic -42.838 -34.894 +46
72 resnetv2_152x4_bitm 41.308 58.692 64.305 35.695 936.53 480 1.000 bilinear -43.610 -33.137 +14
73 tf_efficientnet_b6_ap 41.099 58.901 62.355 37.645 43.04 528 0.942 bicubic -43.687 -34.783 +17
74 xcit_large_24_p16_384_dist 41.034 58.966 61.241 38.759 189.10 384 1.000 bicubic -44.718 -36.297 -25
75 xcit_large_24_p16_224_dist 40.956 59.044 61.320 38.680 189.10 224 1.000 bicubic -43.964 -35.812 +10
76 tf_efficientnetv2_s_in21ft1k 40.952 59.048 63.851 36.149 21.46 384 1.000 bicubic -43.344 -33.403 +36 +35
77 xcit_medium_24_p8_224_dist 40.494 59.506 60.502 39.498 84.32 224 1.000 bicubic -44.576 -36.778 -1
tf_efficientnet_b4_ap 40.482 59.518 61.721 38.279 19.34 380 0.922 bicubic -42.766 -34.671 +96
78 vit_small_r26_s32_384 40.482 59.518 62.740 37.260 36.47 384 1.000 bicubic -43.566 -34.588 +53
79 tf_efficientnet_b4_ap 40.482 59.518 61.721 38.279 19.34 380 0.922 bicubic -42.766 -34.671 +96
80 deit3_base_patch16_224 40.374 59.626 60.186 39.814 86.59 224 0.900 bicubic -43.418 -36.398 +70
81 vit_base_patch16_224_miil 40.170 59.830 60.889 39.111 86.54 224 0.875 bilinear -44.102 -35.913 +34
82 deit3_small_patch16_224_in21ft1k 40.160 59.840 61.866 38.134 22.06 224 1.000 bicubic -42.916 -34.910 +105 +106
83 regnetz_e8 40.146 59.854 61.322 38.678 57.70 320 1.000 bicubic -44.884 -35.942 -3
84 convnext_large 40.119 59.881 60.092 39.908 197.77 224 0.875 bicubic -44.177 -36.802 +27 +28
85 xcit_medium_24_p8_384_dist 40.040 59.960 60.455 39.545 84.32 384 1.000 bicubic -45.776 -37.137 -39 -40
86 xcit_medium_24_p16_384_dist 39.903 60.097 60.115 39.885 84.40 384 1.000 bicubic -45.519 -37.291 -26 -27
87 tf_efficientnetv2_l 39.826 60.174 60.807 39.193 118.52 480 1.000 bicubic -45.662 -36.565 -31
88 dm_nfnet_f3 39.816 60.184 60.610 39.390 254.92 416 0.940 bicubic -45.706 -36.852 -33
89 cait_s36_384 39.755 60.245 60.475 39.525 68.37 384 1.000 bicubic -45.705 -37.003 -32
90 volo_d3_448 39.712 60.288 59.760 40.240 86.63 448 1.000 bicubic -46.784 -37.950 -64
91 efficientnetv2_rw_m 39.673 60.327 59.687 40.313 53.24 416 1.000 bicubic -45.139 -37.459 -2
92 xception65 39.645 60.355 60.907 39.093 39.92 299 0.940 bicubic -43.529 -35.685 +86 +87
93 tf_efficientnet_b3_ns 39.590 60.410 61.451 38.549 12.23 300 0.904 bicubic -44.458 -35.461 +38 +39
94 ecaresnet269d 39.584 60.416 60.343 39.657 102.09 352 1.000 bicubic -45.390 -36.883 -11
95 dm_nfnet_f6 39.578 60.422 60.911 39.089 438.36 576 0.956 bicubic -46.564 -36.819 -60
96 dm_nfnet_f5 39.504 60.496 60.227 39.773 377.21 544 0.954 bicubic -46.312 -37.259 -51 -50
97 volo_d3_224 39.490 60.510 59.871 40.129 86.33 224 0.960 bicubic -45.922 -37.409 -36
98 deit3_base_patch16_384 39.405 60.595 58.946 41.054 86.88 384 1.000 bicubic -45.671 -38.308 -23
99 xcit_small_24_p8_224_dist 39.309 60.691 59.414 40.586 47.63 224 1.000 bicubic -45.567 -37.774 -12
100 xcit_medium_24_p16_224_dist 39.262 60.738 59.463 40.537 84.40 224 1.000 bicubic -45.016 -37.477 +14
101 efficientnet_b4 39.075 60.925 59.606 40.394 19.34 384 1.000 bicubic -44.349 -36.992 +64 +65
102 xcit_small_24_p8_384_dist 38.999 61.001 59.174 40.826 47.63 384 1.000 bicubic -46.555 -38.398 -48
103 resnetv2_152x2_bit_teacher_384 38.977 61.023 62.436 37.564 236.34 384 1.000 bicubic -44.867 -34.680 +39
104 convnext_tiny_384_in22ft1k 38.922 61.078 60.728 39.272 28.59 384 1.000 bicubic -45.154 -36.430 +23
105 vit_base_patch32_384 38.798 61.202 60.327 39.673 88.30 384 1.000 bicubic -44.554 -36.509 +65 +66
106 eca_nfnet_l2 38.661 61.339 59.441 40.559 56.72 384 1.000 bicubic -46.035 -37.823 -12
107 xcit_small_12_p8_384_dist 38.545 61.455 58.803 41.197 26.21 384 1.000 bicubic -46.535 -38.477 -33
108 xcit_small_24_p16_384_dist 38.503 61.497 58.390 41.610 47.67 384 1.000 bicubic -46.585 -38.918 -35
109 convnext_tiny_in22ft1k 38.470 61.530 60.481 39.519 28.59 224 0.875 bicubic -44.442 -36.143 +85 +86
110 xcit_small_12_p8_224_dist 38.370 61.630 58.799 41.201 26.21 224 1.000 bicubic -45.860 -38.075 +9
111 tf_efficientnet_b5 38.358 61.642 59.917 40.083 30.39 456 0.934 bicubic -45.456 -36.831 +36
112 deit_base_distilled_patch16_384 38.256 61.744 57.788 42.212 87.63 384 1.000 bicubic -47.166 -39.543 -39.544 -53 -52
113 convnext_base dm_nfnet_f4 38.234 61.766 58.225 58.628 41.775 41.372 88.59 316.07 224 512 0.875 0.951 bicubic -45.606 -47.480 -38.525 -38.892 +30 -61
114 dm_nfnet_f4 convnext_base 38.234 61.766 58.628 58.225 41.372 41.775 316.07 88.59 512 224 0.951 0.875 bicubic -47.480 -45.606 -38.892 -38.525 -62 +29
115 xcit_large_24_p8_224 38.118 61.882 57.885 42.115 188.93 224 1.000 bicubic -46.274 -38.773 -7
116 resnetv2_152x2_bitm 37.985 62.015 61.135 38.865 236.34 448 1.000 bilinear -46.525 -36.299 -15
117 cait_s24_384 37.865 62.135 58.079 41.921 47.06 384 1.000 bicubic -47.185 -39.269 -39
118 resnet152d 37.853 62.147 58.356 41.644 60.21 320 1.000 bicubic -45.825 -38.384 +41
119 tf_efficientnetv2_m 37.822 62.178 58.712 41.288 54.14 480 1.000 bicubic -47.215 -47.214 -38.566 -40
120 resnetrs420 37.753 62.247 58.215 41.785 191.89 416 1.000 bicubic -47.255 -38.909 -39
121 xcit_small_24_p16_224_dist 37.700 62.300 57.358 42.642 47.67 224 1.000 bicubic -46.170 -39.374 +19
122 resnetrs350 37.676 62.324 58.089 41.911 163.96 384 1.000 bicubic -47.036 -38.901 -30
123 pit_b_distilled_224 xcit_small_12_p16_384_dist 37.582 62.418 57.232 57.773 42.768 42.227 74.79 26.25 224 384 0.900 1.000 bicubic -46.560 -47.126 -39.624 -39.343 +2 -30
124 xcit_small_12_p16_384_dist pit_b_distilled_224 37.582 62.418 57.773 57.232 42.227 42.768 26.25 74.79 384 224 1.000 0.900 bicubic -47.126 -46.560 -39.343 -39.624 -31 +1
125 resnet200d 37.505 62.495 58.303 41.697 64.69 320 1.000 bicubic -46.455 -38.521 +11
126 resnetv2_152x2_bit_teacher 37.322 62.678 59.406 40.594 236.34 224 0.875 bicubic -45.546 -37.162 +71 +72
127 resnest269e 37.311 62.689 57.470 42.530 110.93 416 0.928 bicubic -47.207 -39.516 -27
128 vit_small_r26_s32_224 37.242 62.758 59.068 40.932 36.43 224 0.900 bicubic -44.620 -36.954 +140 +143
129 resmlp_big_24_224_in22ft1k 37.242 62.758 58.180 41.820 129.14 224 0.875 bicubic -47.156 -38.938 -22
130 cait_s24_224 37.153 62.847 56.729 43.271 46.92 224 1.000 bicubic -46.305 -39.833 +33 +34
131 vit_base_patch32_224 37.081 62.919 59.286 40.714 88.22 224 0.900 bicubic -43.643 -36.280 +209 +213
132 volo_d1_384 37.075 62.925 57.132 42.868 26.78 384 1.000 bicubic -48.175 -40.082 -66
133 convnext_small 37.055 62.945 57.105 42.895 50.22 224 0.875 bicubic -46.095 -39.325 +46 +47
134 efficientnetv2_rw_s tf_efficientnet_b3_ap 37.049 62.951 56.810 57.238 43.190 42.762 23.94 12.23 384 300 1.000 0.904 bicubic -46.761 -44.775 -39.914 -38.386 +14 +140
135 tf_efficientnet_b3_ap efficientnetv2_rw_s 37.049 62.951 57.238 56.810 42.762 43.190 12.23 23.94 300 384 0.904 1.000 bicubic -44.775 -46.761 -38.386 -39.914 +136 +13
136 swinv2_base_window16_256 36.992 63.008 56.128 43.872 87.92 256 0.900 bicubic -47.600 -40.946 -40
137 xcit_small_12_p16_224_dist 36.971 63.029 56.733 43.267 26.25 224 1.000 bicubic -46.375 -39.685 +35 +36
138 regnetz_040h 36.965 63.035 57.280 42.720 28.94 320 1.000 bicubic -47.531 -39.726 -36
139 volo_d1_224 36.880 63.120 56.633 43.367 26.63 224 0.960 bicubic -47.284 -40.141 -15
140 seresnet152d 36.788 63.212 56.718 43.282 66.84 320 1.000 bicubic -47.576 -40.326 -31
141 seresnext101d_32x8d 36.637 63.363 56.328 43.672 93.59 288 1.000 bicubic -47.725 -40.590 -31
142 volo_d2_224 36.601 63.399 56.466 43.534 58.68 224 0.960 bicubic -48.593 -40.722 -73
143 xception65p 36.554 63.446 56.423 43.577 39.82 299 0.940 bicubic -46.576 -40.057 +41 +42
144 seresnextaa101d_32x8d 36.527 63.473 56.403 43.597 93.59 288 1.000 bicubic -48.045 -40.667 -47
145 regnetz_d32 36.444 63.556 57.370 42.630 27.58 320 0.950 bicubic -47.580 -39.498 -12
146 cait_xs24_384 36.420 63.580 56.940 43.060 26.67 384 1.000 bicubic -47.644 -39.950 -18
147 volo_d2_384 36.419 63.581 56.313 43.687 58.87 384 1.000 bicubic -49.617 -41.261 -108
148 efficientnet_b3 36.411 63.589 56.843 43.157 12.23 320 1.000 bicubic -45.829 -39.275 +94 +97
149 deit_base_distilled_patch16_224 36.399 63.601 56.621 43.379 87.34 224 0.900 bicubic -46.989 -39.867 +19 +20
150 resnetv2_101x3_bitm 36.385 63.615 59.066 40.934 387.93 448 1.000 bilinear -48.059 -38.316 -47
151 resnetrs270 36.318 63.682 56.566 43.434 129.86 352 1.000 bicubic -48.118 -40.408 -46
152 tresnet_m 36.289 63.711 55.796 44.204 31.39 224 0.875 bilinear -46.785 -40.324 +36 +37
153 mixer_b16_224_miil 36.267 63.733 55.967 44.033 59.88 224 0.875 bilinear -46.037 -39.753 +84 +87
154 deit3_small_patch16_384 36.185 63.815 55.566 44.434 22.21 384 1.000 bicubic -47.243 -41.110 +10 +11
155 tf_efficientnet_b2_ns 36.179 63.821 57.551 42.449 9.11 260 0.890 bicubic -46.205 -38.695 +73 +76
156 resnet152 36.084 63.916 55.566 44.434 60.19 224 0.950 bicubic -46.734 -40.566 +43 +44
157 regnetz_040 36.047 63.953 55.747 44.253 27.12 320 1.000 bicubic -48.189 -41.185 -39
158 ecaresnet101d 36.010 63.990 56.161 43.839 44.57 224 0.875 bicubic -46.160 -39.887 +92 +95
159 dm_nfnet_f2 36.006 63.994 55.458 44.542 193.78 352 0.920 bicubic -49.060 -41.784 -82
160 resnest200e 35.937 64.063 55.841 44.159 70.20 320 0.909 bicubic -47.891 -41.051 -14
161 swsl_resnet18 35.862 64.138 58.457 41.543 11.69 224 0.875 bilinear -37.412 -33.279 +456 +460
162 eca_nfnet_l1 35.823 64.177 55.961 44.039 41.41 320 1.000 bicubic -48.189 -41.071 -27
163 sequencer2d_l 35.819 64.181 55.719 44.281 54.30 224 0.875 bicubic -47.587 -40.781 +3 +4
164 vit_relpos_medium_patch16_cls_224 35.735 64.265 54.923 45.077 38.76 224 0.900 bicubic -46.827 -41.143 +52 +55
165 xcit_small_24_p8_224 35.556 64.444 54.782 45.218 47.63 224 1.000 bicubic -48.284 -41.854 -21
166 xcit_large_24_p16_224 35.524 64.476 54.762 45.238 189.10 224 1.000 bicubic -47.368 -41.116 +29 +30
167 xcit_small_12_p8_224 35.520 64.480 55.505 44.495 26.21 224 1.000 bicubic -47.820 -40.975 +6 +7
168 vit_small_patch16_384 35.473 64.527 57.541 42.459 22.20 384 1.000 bicubic -48.327 -39.559 -19
169 xcit_medium_24_p8_224 35.452 64.548 54.825 45.175 84.32 224 1.000 bicubic -48.286 -41.569 -16
170 swinv2_base_window8_256 35.444 64.556 54.611 45.389 87.92 256 0.900 bicubic -48.818 -42.311 -54
171 swinv2_small_window16_256 35.430 64.570 54.637 45.363 49.73 256 0.900 bicubic -48.780 -42.233 -51
172 resnest101e 35.375 64.625 55.794 44.206 48.28 256 0.875 bilinear -47.513 -40.526 +24 +25
173 convit_base 35.314 64.686 54.931 45.069 86.54 224 0.875 bicubic -46.978 -41.007 +66 +69
174 convnext_tiny_hnf 35.279 64.721 53.849 46.151 28.59 224 0.950 bicubic -46.941 -42.017 +71 +74
175 xcit_tiny_24_p8_224_dist 35.255 64.745 55.254 44.746 12.11 224 1.000 bicubic -47.305 -40.914 +42 +45
176 twins_svt_large 35.088 64.912 54.719 45.281 99.27 224 0.900 bicubic -48.592 -41.875 -18
177 repvgg_b3 35.051 64.949 54.558 45.442 123.09 224 0.875 bilinear -45.445 -40.706 +174 +178
178 repvgg_b3g4 35.039 64.961 54.774 45.226 83.83 224 0.875 bilinear -45.177 -40.334 +200 +204
179 regnetz_d8 34.996 65.004 55.941 44.059 23.37 320 1.000 bicubic -49.056 -41.055 -50
180 dm_nfnet_f1 34.986 65.014 54.110 45.890 132.63 320 0.910 bicubic -49.638 -42.988 -85
181 xcit_tiny_24_p8_384_dist 34.931 65.069 55.151 44.849 12.11 384 1.000 bicubic -48.815 -41.561 -29
182 regnetz_d8_evos 34.894 65.106 55.258 44.742 23.46 320 0.950 bicubic -49.156 -41.738 -52
183 resnet101d 34.870 65.130 54.194 45.806 44.57 320 1.000 bicubic -48.152 -42.252 +9 +10
184 seresnext101_32x8d 34.791 65.209 53.448 46.552 93.57 288 1.000 bicubic -49.413 -43.426 -63
185 swin_s3_base_224 resmlp_big_24_distilled_224 34.788 65.213 53.693 54.637 46.307 45.363 71.13 129.14 224 0.900 0.875 bicubic -49.145 -48.800 -42.967 -42.011 -48 -25
186 resmlp_big_24_distilled_224 swin_s3_base_224 34.788 65.213 54.637 53.693 45.363 46.307 129.14 71.13 224 0.875 0.900 bicubic -48.800 -49.144 -42.011 -42.967 -26 -49
187 vit_relpos_base_patch16_clsgap_224 34.725 65.275 54.218 45.782 86.43 224 0.900 bicubic -48.035 -41.956 +16 +17
188 vit_base_patch16_rpn_224 34.711 65.289 54.662 45.338 86.54 224 0.900 bicubic -47.489 -41.334 +59 +62
189 sequencer2d_m 34.705 65.295 54.010 45.990 38.31 224 0.875 bicubic -48.103 -42.258 +12 +13
190 deit3_small_patch16_224 34.675 65.325 53.163 46.837 22.06 224 0.900 bicubic -46.707 -42.287 +108 +112
191 vit_large_patch32_384 34.670 65.330 55.731 44.269 306.63 384 1.000 bicubic -46.838 -40.359 +97 +100
192 resnet101 34.658 65.342 54.297 45.703 44.55 224 0.950 bicubic -47.272 -41.469 +74 +77
193 dm_nfnet_f0 34.624 65.376 54.672 45.328 71.49 256 0.900 bicubic -48.760 -41.902 -24 -23
194 vit_relpos_base_patch16_224 34.613 65.387 54.291 45.709 86.43 224 0.900 bicubic -47.873 -41.851 +27 +30
195 ssl_resnext101_32x16d 34.605 65.395 55.937 44.063 194.03 224 0.875 bilinear -47.251 -40.159 +74 +77
196 repvgg_b2g4 34.587 65.413 54.778 45.222 61.76 224 0.875 bilinear -44.779 -39.910 +228 +232
197 resnetv2_101 34.581 65.419 53.153 46.847 44.54 224 0.950 bicubic -47.465 -42.709 +60 +63
198 resnetrs200 34.507 65.493 54.291 45.709 93.21 320 1.000 bicubic -49.933 -42.789 -94
199 resnest50d_4s2x40d 34.357 65.643 54.733 45.267 30.42 224 0.875 bicubic -46.751 -40.829 +114 +119
200 resnetrs152 34.357 65.643 53.562 46.438 86.62 320 1.000 bicubic -49.357 -43.052 -44 -45
201 crossvit_18_dagger_408 34.253 65.747 53.088 46.912 44.61 408 1.000 bicubic -49.941 -43.730 -79
202 xcit_medium_24_p16_224 34.237 65.763 53.165 46.835 84.40 224 1.000 bicubic -48.401 -42.813 +6 +9
203 tf_efficientnet_b1_ns 34.165 65.835 55.495 44.505 7.79 240 0.882 bicubic -47.221 -40.241 +94 +98
204 efficientnetv2_rw_t 34.155 65.845 53.137 46.863 13.65 288 1.000 bicubic -48.189 -42.897 -43.059 +28 +30
205 twins_pcpvt_large 34.106 65.894 54.126 45.874 60.99 224 0.900 bicubic -49.030 -42.478 -22 -21
206 tf_efficientnet_b4 34.064 65.936 54.196 45.804 19.34 380 0.922 bicubic -48.960 -42.104 -15 -14
207 ssl_resnext101_32x8d 34.029 65.971 55.601 44.399 88.79 224 0.875 bilinear -47.579 -40.441 +74 +77
208 nfnet_l0 34.005 65.995 54.361 45.639 35.07 288 1.000 bicubic -48.747 -42.157 -4 -3
209 xcit_small_24_p16_224 34.005 65.995 53.271 46.729 47.67 224 1.000 bicubic -48.579 -42.729 +4 +7
210 efficientnet_b3_pruned 33.994 66.006 54.106 45.894 9.86 300 0.904 bicubic -46.864 -41.138 +125 +129
211 tf_efficientnet_b6 33.992 66.008 54.542 45.458 43.04 528 0.942 bicubic -50.116 -42.346 -85
212 regnety_160 33.972 66.028 53.540 46.460 83.59 288 1.000 bicubic -49.720 -43.236 -55
213 gc_efficientnetv2_rw_t 33.960 66.040 53.222 46.778 13.68 288 1.000 bicubic -48.506 -43.076 +9 +12
214 pit_s_distilled_224 33.935 66.065 53.267 46.733 24.04 224 0.900 bicubic -48.059 -42.529 +45 +48
215 convnext_tiny 33.838 66.162 53.656 46.344 28.59 224 0.875 bicubic -48.224 -42.198 +40 +44
216 swinv2_cr_small_ns_224 33.836 66.164 52.618 47.382 49.70 224 0.900 bicubic -49.650 -43.866 -54 -53
217 resnext101_64x4d 33.827 66.173 52.172 47.828 83.46 288 1.000 bicubic -49.317 -44.202 -37 -36
218 xcit_small_12_p16_224 33.768 66.232 53.233 46.767 26.25 224 1.000 bicubic -48.204 -42.578 -42.579 +44 +47
219 swin_s3_small_224 33.701 66.299 52.391 47.609 49.74 224 0.900 bicubic -50.073 -44.061 -68
220 resnetv2_50x3_bitm 33.663 66.337 55.882 44.118 217.32 448 1.000 bilinear -50.349 -41.244 -86
221 swinv2_small_window8_256 33.636 66.364 52.821 47.179 49.73 256 0.900 bicubic -50.218 -43.821 -80
222 resnet51q 33.551 66.448 53.023 46.977 35.70 288 1.000 bilinear -48.807 -43.155 +7 +10
223 xcit_tiny_24_p16_384_dist 33.512 66.488 52.768 47.232 12.12 384 1.000 bicubic -49.060 -43.520 -8 -5
224 vit_relpos_medium_patch16_224 33.500 66.500 52.603 47.397 38.75 224 0.900 bicubic -48.962 -43.483 -1 +2
225 regnety_080 33.469 66.531 52.939 47.061 39.18 288 1.000 bicubic -50.459 -43.949 -87
226 sequencer2d_s cs3edgenet_x 33.434 33.463 66.566 66.537 52.404 52.939 47.596 47.061 27.65 47.82 224 288 0.875 1.000 bicubic -48.910 -49.259 -43.792 -43.437 +5 -19
227 convmixer_1536_20 sequencer2d_s 33.428 33.434 66.572 66.566 53.029 52.404 46.971 47.596 51.63 27.65 224 0.960 0.875 bicubic -47.942 -48.910 -42.583 -43.630 +73 +8
228 convmixer_1536_20 33.428 66.572 53.029 46.971 51.63 224 0.960 bicubic -47.942 -42.583 +76
229 regnety_032 33.406 66.594 52.758 47.242 19.44 288 1.000 bicubic -49.318 -43.664 -23
230 crossvit_18_240 33.396 66.604 52.243 47.757 43.27 240 0.875 bicubic -49.002 -43.811 -3 -1
231 vit_srelpos_medium_patch16_224 33.373 66.627 52.453 47.547 38.74 224 0.900 bicubic -48.863 -43.481 +13 +15
232 gernet_l 33.361 66.639 51.909 48.091 31.08 256 0.875 bilinear -47.989 -43.627 +70 +73
233 crossvit_15_dagger_408 33.331 66.669 52.190 47.810 28.50 408 1.000 bicubic -50.507 -44.590 -87 -88
234 crossvit_18_dagger_240 33.284 66.716 52.202 47.798 44.27 240 0.875 bicubic -49.236 -43.866 -15 -12
235 tresnet_xl 33.261 66.739 52.294 47.706 78.44 224 0.875 bilinear -48.801 -43.642 +22 +23
236 jx_nest_base 33.214 66.787 51.809 48.191 67.72 224 0.875 bicubic -50.340 -44.555 -74 -75
237 resnest50d_1s4x24d 33.149 66.851 52.852 47.148 25.68 224 0.875 bicubic -47.835 -42.472 +87 +90
238 vit_relpos_medium_patch16_rpn_224 33.109 66.891 52.347 47.653 38.73 224 0.900 bicubic -49.185 -43.625 +1 +3
239 resnet61q 33.099 66.900 51.758 48.242 36.85 288 1.000 bicubic -49.419 -44.372 -18 -16
240 jx_nest_small 33.048 66.952 51.062 48.938 38.35 224 0.875 bicubic -50.072 -45.268 -54
241 crossvit_base_240 33.037 66.963 51.384 48.616 105.03 240 0.875 bicubic -49.179 -44.448 +6 +8
242 twins_pcpvt_base 33.023 66.977 52.489 47.511 43.83 224 0.900 bicubic -49.685 -43.861 -35 -34
243 xcit_tiny_24_p16_224_dist 32.987 67.013 52.056 47.944 12.12 224 1.000 bicubic -47.460 -47.461 -43.156 +116 +119
244 rexnet_200 32.980 67.020 52.935 47.065 16.37 224 0.875 bicubic -48.648 -42.733 +36 +38
245 resnest50d 32.976 67.024 52.711 47.289 27.48 224 0.875 bilinear -47.998 -42.669 +80 +83
246 convit_small 32.909 67.091 52.123 47.877 27.78 224 0.875 bicubic -48.519 -43.619 +48 +51
247 crossvit_15_dagger_240 32.907 67.093 51.783 48.217 28.21 240 0.875 bicubic -49.419 -44.173 -11 -9
248 tf_efficientnetv2_s 32.907 67.093 51.730 48.270 21.46 384 1.000 bicubic -50.977 -44.968 -108 -109
249 vit_small_patch16_224 32.877 67.123 53.917 46.083 22.05 224 0.900 bicubic -48.519 -42.221 +48 +51
250 tf_efficientnet_b3 32.862 67.138 52.955 47.045 12.23 300 0.904 bicubic -48.776 -42.764 -42.763 +29 +31
251 pnasnet5large 32.850 67.150 50.506 49.494 86.06 331 0.911 bicubic -49.932 -45.536 -48
252 twins_svt_base 32.832 67.168 51.563 48.437 56.07 224 0.900 bicubic -50.306 -44.857 -69 -70
253 regnetv_064 32.830 67.170 52.854 47.146 30.58 288 1.000 bicubic -50.882 -43.892 -96 -97
254 regnetz_c16 32.828 67.172 53.750 46.250 13.46 320 0.940 bicubic -49.692 -42.610 -34 -33
255 nasnetalarge 32.773 67.227 50.141 49.859 88.75 331 0.911 bicubic -49.845 -45.903 -44 -42
256 gernet_m 32.744 67.256 51.907 48.093 21.14 224 0.875 bilinear -47.986 -43.279 +84 +87
257 inception_resnet_v2 32.736 67.264 50.653 49.347 55.84 299 0.897 bicubic -47.724 -44.653 +99 +102
258 gluon_resnet152_v1d 32.732 67.268 51.088 48.912 60.21 224 0.875 bicubic -47.744 -44.112 +97 +100
259 pit_b_224 32.718 67.282 49.854 50.146 73.76 224 0.900 bicubic -49.726 -45.858 -33 -31
260 tf_efficientnet_b2_ap 32.685 67.315 52.237 47.763 9.11 260 0.890 bicubic -47.617 -42.791 +111 +114
261 fbnetv3_g 32.634 67.366 52.888 47.112 16.62 288 0.950 bilinear -49.400 -43.178 -2 0
262 tresnet_l 32.559 67.441 51.139 48.861 55.99 224 0.875 bilinear -48.931 -44.487 +28 +30
263 cait_xxs36_384 32.543 67.457 52.233 47.767 17.37 384 1.000 bicubic -49.649 -43.911 -14 -12
264 regnetz_c16_evos 32.530 67.470 52.923 47.077 13.49 320 0.950 bicubic -50.102 -43.553 -54 -52
265 wide_resnet50_2 32.435 67.565 51.453 48.547 68.88 224 0.875 bicubic -49.021 -44.077 +27 +30
266 gmlp_s16_224 32.420 67.580 51.819 48.181 19.42 224 0.875 bicubic -47.220 -42.805 +147 +150
267 ens_adv_inception_resnet_v2 32.374 67.626 50.419 49.581 55.84 299 0.897 bicubic -47.600 -44.522 -44.523 +124 +127
268 deit_base_patch16_224 32.363 67.637 50.997 49.003 86.57 224 0.900 bicubic -49.631 -44.735 -7 -5
269 swin_small_patch4_window7_224 32.349 67.651 50.911 49.089 49.61 224 0.900 bicubic -50.869 -45.415 -92
270 gluon_resnet152_v1s 32.335 67.665 50.528 49.472 60.32 224 0.875 bicubic -48.679 -44.886 +53 +56
271 deit_small_distilled_patch16_224 32.286 67.714 52.109 47.891 22.44 224 0.900 bicubic -48.922 -43.264 -43.265 +37 +41
272 xcit_tiny_24_p8_224 32.278 67.722 51.903 48.097 12.11 224 1.000 bicubic -49.618 -44.071 -4 -2
273 gluon_seresnext101_64x4d 32.196 67.804 50.306 49.694 88.23 224 0.875 bicubic -48.684 -44.990 +60 +63
274 coat_lite_small 32.121 67.879 49.934 50.066 19.84 224 0.900 bicubic -50.183 -45.916 -37 -35
275 gluon_seresnext101_32x4d 32.109 67.891 51.235 48.765 48.96 224 0.875 bicubic -48.797 -44.061 +56 +59
276 deit_base_patch16_384 31.989 68.011 50.549 49.451 86.86 384 1.000 bicubic -51.117 -45.821 -89
277 seresnext50_32x4d 31.971 68.028 51.227 48.773 27.56 224 0.875 bicubic -49.291 -44.401 +29 +32
278 xcit_tiny_12_p8_224_dist 31.938 68.062 51.394 48.606 6.71 224 1.000 bicubic -49.270 -44.212 +31 +33
279 levit_384 31.865 68.135 50.593 49.407 39.13 224 0.900 bicubic -50.723 -45.425 -66 -64
280 resnetrs101 31.850 68.150 51.019 48.981 63.62 288 0.940 bicubic -50.434 -44.989 -39 -37
281 vit_relpos_small_patch16_224 cs3se_edgenet_x 31.787 31.797 68.213 68.203 50.628 50.763 49.372 49.237 21.98 50.72 224 320 0.900 1.000 bicubic -49.667 -51.751 -45.200 -45.903 +12 -119
282 poolformer_m48 vit_relpos_small_patch16_224 31.698 31.787 68.302 68.213 49.889 50.628 50.111 49.372 73.47 21.98 224 0.950 0.900 bicubic -50.762 -49.667 -46.069 -45.200 -57 +14
283 tnt_s_patch16_224 poolformer_m48 31.643 31.698 68.357 68.302 51.137 49.889 48.863 50.111 23.76 73.47 224 0.900 0.950 bicubic -49.875 -50.762 -44.609 -46.069 +4 -56
284 eca_nfnet_l0 tnt_s_patch16_224 31.604 31.643 68.396 68.357 51.608 51.137 48.392 48.863 24.14 23.76 288 224 1.000 0.900 bicubic -50.974 -49.875 -44.882 -44.609 -69 +5
285 resnetv2_50x1_bit_distilled eca_nfnet_l0 31.567 31.604 68.433 68.396 51.268 51.608 48.732 48.392 25.55 24.14 224 288 0.875 1.000 bicubic -51.255 -50.974 -45.254 -44.882 -86 -68
286 mobilevitv2_200_in22ft1k resnetv2_50x1_bit_distilled 31.527 31.567 68.473 68.433 51.772 51.268 48.228 48.732 18.45 25.55 256 224 0.888 0.875 bicubic -50.807 -51.255 -44.166 -45.254 -52 -87
287 xception41p mobilevitv2_200_in22ft1k 31.510 31.527 68.490 68.473 50.374 51.772 49.626 48.228 26.91 18.45 299 256 0.940 0.888 bicubic -50.458 -50.807 -45.420 -44.166 -23 -51
288 regnety_064 xception41p 31.472 31.510 68.528 68.490 50.524 50.374 49.476 49.626 30.58 26.91 288 299 1.000 0.940 bicubic -52.248 -50.458 -46.202 -45.420 -133 -22
289 poolformer_m36 regnety_064 31.449 31.472 68.551 68.528 50.034 50.524 49.966 49.476 56.17 30.58 224 288 0.950 1.000 bicubic -50.659 -52.248 -45.656 -46.202 -36 -135
290 ssl_resnext101_32x4d poolformer_m36 31.415 31.449 68.585 68.551 52.133 50.034 47.867 49.966 44.18 56.17 224 0.875 0.950 bilinear bicubic -49.509 -50.659 -43.593 -45.656 +40 -34
291 inception_v4 ssl_resnext101_32x4d 31.380 31.415 68.620 68.585 49.242 52.133 50.758 47.867 42.68 44.18 299 224 0.875 bicubic bilinear -48.788 -49.509 -45.721 -43.593 +91 +42
292 rexnet_150 inception_v4 31.372 31.380 68.628 68.620 51.276 49.242 48.724 50.758 9.73 42.68 224 299 0.875 bicubic -48.942 -48.788 -43.890 -45.722 +78 +92
293 crossvit_15_240 rexnet_150 31.339 31.372 68.661 68.628 50.168 51.276 49.832 48.724 27.53 9.73 240 224 0.875 bicubic -50.205 -48.942 -45.522 -43.890 -8 +80
294 pit_s_224 crossvit_15_240 31.335 31.339 68.665 68.661 49.665 50.168 50.335 49.832 23.46 27.53 224 240 0.900 0.875 bicubic -49.763 -50.205 -45.667 -45.522 +22 -7
295 swinv2_tiny_window16_256 pit_s_224 31.303 31.335 68.697 68.665 49.645 49.665 50.355 50.335 28.35 23.46 256 224 0.900 bicubic -51.507 -49.763 -46.585 -45.667 -94 +25
296 crossvit_small_240 swinv2_tiny_window16_256 31.284 31.303 68.716 68.697 50.196 49.645 49.804 50.355 26.86 28.35 240 256 0.875 0.900 bicubic -49.732 -51.507 -45.261 -46.585 +26 -95
297 crossvit_small_240 31.284 68.716 50.196 49.804 26.86 240 0.875 bicubic -49.732 -45.260 +28
298 cspresnet50 31.278 68.722 51.221 48.779 21.62 256 0.887 bilinear -48.304 -43.487 +120
299 vit_srelpos_small_patch16_224 31.278 68.722 50.247 49.753 21.97 224 0.900 bicubic -49.820 -45.325 +20
300 cspresnet50 cait_xxs36_224 31.278 31.264 68.722 68.736 51.221 50.612 48.779 49.388 21.62 17.30 256 224 0.887 1.000 bilinear bicubic -48.304 -48.484 -43.487 -44.256 +117 +107
cait_xxs36_224 31.264 68.736 50.612 49.388 17.30 224 1.000 bicubic -48.484 -44.256 +105
301 swinv2_cr_small_224 31.262 68.738 48.737 51.263 49.70 224 0.900 bicubic -51.876 -47.361 -118
302 convmixer_768_32 31.250 68.750 50.950 49.050 21.11 224 0.960 bicubic -48.914 -44.122 +82 +84
303 swin_s3_tiny_224 31.239 68.761 49.718 50.282 28.33 224 0.900 bicubic -50.885 -46.232 -50 -49
304 cspresnext50 31.221 68.779 50.885 49.115 20.57 256 0.887 bilinear -49.323 -44.439 +45 +47
305 regnetv_040 31.213 68.787 50.111 49.889 20.64 288 1.000 bicubic -51.985 -46.553 -126 -127
306 coat_mini 31.203 68.797 49.773 50.227 10.34 224 0.900 bicubic -50.063 -45.619 0 +2
307 xcit_tiny_12_p8_384_dist 31.188 68.812 50.524 49.476 6.71 384 1.000 bicubic -51.198 -45.698 -78 -77
308 ecaresnetlight 31.125 68.875 50.239 49.761 30.16 224 0.875 bicubic -49.331 -45.007 +50 +52
309 gluon_resnet101_v1s 31.119 68.881 49.799 50.201 44.67 224 0.875 bicubic -49.179 -45.363 +65 +67
310 edgenext_small 31.101 68.899 50.129 49.871 5.59 320 1.000 bicubic -50.473 -45.585 -26 -25
311 tf_efficientnet_cc_b0_8e 31.091 68.909 50.775 49.225 24.01 224 0.875 bicubic -46.809 -42.883 +197 +199
312 resmlp_36_distilled_224 31.072 68.928 49.691 50.309 44.69 224 0.875 bicubic -50.085 -50.084 -45.796 -45.795 0 +2
313 ecaresnet50t 31.052 68.948 50.577 49.423 25.57 320 0.950 bicubic -51.296 -45.561 -81 -80
314 ecaresnet50d 31.048 68.952 50.844 49.156 25.58 224 0.875 bicubic -49.550 -44.474 +33 +35
315 cspdarknet53 31.018 68.981 50.394 49.606 27.64 256 0.887 bilinear -49.037 -49.038 -44.692 +74 +77
316 resnet50d 31.018 68.981 49.808 50.192 25.58 224 0.875 bicubic -49.510 -45.360 +36 +37
317 gcresnet50t cs3sedarknet_x 31.011 31.015 68.989 68.985 50.121 50.144 49.879 49.856 25.90 35.40 256 288 0.900 1.000 bicubic -49.923 -51.639 -45.333 -46.202 +13 -107
318 gluon_resnext101_64x4d gcresnet50t 30.993 31.011 69.007 68.989 48.553 50.121 51.447 49.879 83.46 25.90 224 256 0.875 0.900 bicubic -49.611 -49.923 -46.439 -45.333 +28 +14
319 gluon_resnet152_v1c gluon_resnext101_64x4d 30.991 30.993 69.009 69.007 48.934 48.553 51.066 51.447 60.21 83.46 224 0.875 bicubic -48.921 -49.611 -45.908 -46.439 +75 +29
320 gluon_resnet152_v1c 30.991 69.009 48.934 51.066 60.21 224 0.875 bicubic -48.921 -45.908 +76
321 twins_svt_small 30.975 69.025 49.223 50.777 24.06 224 0.900 bicubic -50.707 -46.443 -42
322 resnext50_32x4d 30.922 69.078 49.266 50.734 25.03 224 0.950 bicubic -50.174 -46.060 -2 -1
323 ecaresnet101d_pruned 30.903 69.097 50.003 49.997 24.88 224 0.875 bicubic -49.907 -45.625 +16 +17
324 resmlp_24_distilled_224 30.899 69.101 50.178 49.822 30.02 224 0.875 bicubic -49.865 -45.044 +17 +18
325 tf_efficientnet_cc_b1_8e 30.897 69.103 50.080 49.920 39.72 240 0.882 bicubic -48.417 -44.290 +105 +106
326 gluon_resnext101_32x4d 30.885 69.115 48.547 51.453 44.18 224 0.875 bicubic -49.455 -46.379 +43 +44
327 tf_efficientnetv2_b3 30.861 69.139 49.820 50.180 14.36 300 0.904 bicubic -51.105 -45.962 -60
328 tf_efficientnet_lite4 30.830 69.170 50.394 49.606 13.01 380 0.920 bilinear -50.704 -45.272 -40
329 nf_resnet50 30.700 69.300 49.956 50.044 25.56 288 0.940 bicubic -49.954 -45.378 +16 +17
330 dpn107 30.680 69.320 48.812 51.188 86.92 224 0.875 bicubic -49.488 -46.094 +53 +55
331 poolformer_s36 30.678 69.322 49.433 50.567 30.86 224 0.900 bicubic -50.740 -46.015 -33 -32
332 xcit_tiny_24_p16_224 30.675 69.325 50.416 49.584 12.12 224 1.000 bicubic -48.769 -44.472 +92 +93
333 ese_vovnet39b 30.667 69.333 49.879 50.121 24.57 224 0.875 bicubic -48.645 -44.835 +98 +99
334 tresnet_xl_448 30.620 69.380 49.068 50.932 78.44 448 0.875 bilinear -52.428 -47.102 -142 -144
335 gluon_resnet152_v1b 30.610 69.390 48.515 51.485 60.19 224 0.875 bicubic -49.072 -46.333 -46.221 +76 +77
336 haloregnetz_b 30.606 69.394 49.013 50.987 11.68 224 0.940 bicubic -50.438 -46.185 -14 -13
337 ssl_resnext50_32x4d 30.596 69.404 50.655 49.345 25.03 224 0.875 bilinear -49.730 -44.757 +33 +34
338 dpn68b 30.525 69.475 49.172 50.828 12.61 224 0.875 bicubic -48.691 -45.242 +104 +105
339 gluon_resnet101_v1d 30.521 69.479 47.953 52.047 44.57 224 0.875 bicubic -49.897 -47.061 +23 +24
340 mobilevitv2_200_384_in22ft1k 30.498 69.502 50.567 49.433 18.45 384 1.000 bicubic -52.902 -46.015 -170 -172
341 resnest26d 30.490 69.510 50.667 49.333 17.07 224 0.875 bilinear -47.994 -43.627 +134 +135
342 efficientnet_b2 30.439 69.561 49.693 50.307 9.11 288 1.000 bicubic -50.177 -45.623 +4 +5
343 tf_efficientnet_b1_ap 30.421 69.579 49.559 50.441 7.79 240 0.882 bicubic -48.853 -44.749 +95 +96
344 xcit_tiny_12_p16_384_dist 30.403 69.597 50.127 49.873 6.72 384 1.000 bicubic -50.539 -45.281 -14 -13
345 cs3darknet_x 30.398 69.603 49.195 50.805 35.05 288 1.000 bicubic -51.827 -51.826 -47.035 -98
346 twins_pcpvt_small 30.384 69.616 49.388 50.612 24.11 224 0.900 bicubic -50.706 -46.254 -25 -24
347 resnetv2_50 30.384 69.616 48.828 51.172 25.55 224 0.950 bicubic -50.028 -46.244 +16 +17
348 visformer_small 30.335 69.665 48.291 51.709 40.22 224 0.900 bicubic -51.773 -47.585 -92 -93
349 pit_xs_distilled_224 30.278 69.722 49.838 50.162 11.00 224 0.900 bicubic -49.030 -44.528 +83 +84
350 regnety_040 30.252 69.748 48.918 51.082 20.65 288 1.000 bicubic -52.784 -47.592 -157 -159
351 mobilevitv2_175_in22ft1k 30.213 69.787 49.024 50.976 14.25 256 0.888 bicubic -51.727 -46.766 -83
352 vit_relpos_base_patch32_plus_rpn_256 30.211 69.789 48.700 51.300 119.42 256 0.900 bicubic -49.275 -45.440 +69 +70
353 convmixer_1024_20_ks9_p14 30.101 69.899 49.934 50.066 24.38 224 0.960 bicubic -46.841 -43.424 +197 +199
354 seresnet50 30.073 69.927 49.288 50.712 28.09 224 0.875 bicubic -50.193 -45.782 +22 +23
355 dpn98 30.061 69.939 48.254 51.746 61.57 224 0.875 bicubic -49.583 -46.346 +59 +60
356 tf_efficientnet_b2 30.030 69.970 49.581 50.419 9.11 260 0.890 bicubic -50.058 -45.328 -45.327 +31 +32
357 efficientnet_el 30.022 69.978 48.832 51.168 10.59 300 0.904 bicubic -51.284 -46.702 -51 -50
358 dpn131 30.016 69.984 48.128 51.872 79.25 224 0.875 bicubic -49.810 -46.580 +45 +46
359 legacy_senet154 30.005 69.996 48.042 51.958 115.09 224 0.875 bilinear -51.304 -51.303 -47.454 -54 -53
360 xcit_tiny_12_p16_224_dist 30.001 69.999 49.643 50.357 6.72 224 1.000 bicubic -48.577 -44.555 +110 +111
361 halo2botnet50ts_256 29.985 70.015 48.374 51.626 22.64 256 0.950 bicubic -52.083 -47.268 -104
362 mobilevitv2_150_in22ft1k 29.957 70.043 49.219 50.781 10.59 256 0.888 bicubic -51.513 -46.449 -69 -68
363 dpn92 29.955 70.045 49.176 50.824 37.67 224 0.875 bicubic -50.065 -45.654 +29 +30
364 resnetv2_101x1_bitm 29.896 70.104 51.127 48.873 44.54 448 1.000 bilinear -52.436 -45.389 -127
365 gluon_senet154 29.877 70.123 47.892 52.108 115.09 224 0.875 bicubic -51.353 -47.454 -56 -55
366 xception 29.863 70.137 48.681 51.319 22.86 299 0.897 bicubic -49.181 -45.714 -45.713 +87 +88
367 adv_inception_v3 29.820 70.180 47.843 52.157 23.83 299 0.875 bicubic -47.758 -45.895 +159 +160
368 cs3sedarknet_l 29.812 70.188 48.985 51.015 21.91 288 0.950 bicubic -51.964 -46.985 -91
369 resnetaa50 29.794 70.206 48.018 51.982 25.56 288 1.000 bicubic -51.824 -47.792 -86
370 gluon_xception65 29.786 70.214 47.765 52.235 39.92 299 0.903 bicubic -49.936 -47.095 +37 +38
371 lamhalobotnet50ts_256 29.745 70.255 48.339 51.661 22.57 256 0.950 bicubic -51.807 -47.166 -47.165 -85
372 fbnetv3_d 29.737 70.263 49.453 50.547 10.31 256 0.950 bilinear -49.943 -45.487 +40 +41
373 resmlp_36_224 29.696 70.304 48.969 51.031 44.69 224 0.875 bicubic -50.074 -45.917 +32 +33
374 convnext_nano 29.694 70.306 47.930 52.070 15.59 288 1.000 bicubic -51.782 -47.730 -81
375 resnet50 29.631 70.369 46.745 53.255 25.56 224 0.950 bicubic -50.743 -47.869 -9
376 resnetblur50 29.610 70.391 48.254 51.746 25.56 224 0.875 bicubic -49.684 -46.380 +61
377 resnetv2_50d_gn 29.608 70.392 47.792 52.208 25.57 288 0.950 bicubic -52.216 -48.132 -103 -104
378 jx_nest_tiny 29.543 70.457 46.985 53.015 17.06 224 0.875 bicubic -51.875 -48.633 -80
379 resnet50_gn 29.535 70.465 48.301 51.699 25.56 224 0.940 bicubic -50.525 -46.647 +12
380 efficientnet_em 29.476 70.524 48.942 51.058 6.90 240 0.882 bicubic -49.776 -45.850 +61
381 cs3darknet_l 29.470 70.530 48.215 51.785 21.16 288 0.950 bicubic -51.416 -47.453 -46
382 resnext101_32x8d 29.439 70.561 48.488 51.512 88.79 224 0.875 bilinear -49.877 -46.030 +48
383 coat_lite_mini gcresnext50ts 29.429 70.571 47.729 47.902 52.271 52.098 11.01 15.67 224 256 0.900 bicubic -49.659 -51.149 -46.879 -47.268 +67 -33
384 gcresnext50ts coat_lite_mini 29.429 70.571 47.902 47.729 52.098 52.271 15.67 11.01 256 224 0.900 bicubic -51.149 -49.659 -47.268 -46.879 -34 +66
385 sebotnet33ts_256 deit_small_patch16_224 29.423 70.577 47.146 48.258 52.854 51.742 13.70 22.05 256 224 0.940 0.900 bicubic -51.731 -50.441 -48.020 -46.790 -70 +15
386 deit_small_patch16_224 sebotnet33ts_256 29.423 70.577 48.258 47.146 51.742 52.854 22.05 13.70 224 256 0.900 0.940 bicubic -50.441 -51.731 -46.790 -48.020 +14 -71
387 ssl_resnet50 29.405 70.595 49.787 50.213 25.56 224 0.875 bilinear -49.819 -45.043 +55
388 nf_regnet_b1 29.391 70.609 49.411 50.589 10.22 288 0.900 bicubic -49.909 -45.343 +48 +47
389 cait_xxs24_384 29.387 70.612 48.747 51.253 12.03 384 1.000 bicubic -51.575 -46.897 -59
390 edgenext_small_rw 29.350 70.650 48.737 51.263 7.83 320 1.000 bicubic -51.102 -46.453 -29
swin_tiny_patch4_window7_224 29.332 70.668 47.611 52.389 28.29 224 0.900 bicubic -52.044 -47.931 -89
391 resnet34d 29.332 70.668 48.411 51.589 21.82 224 0.875 bicubic -47.784 -44.971 +153
392 swin_tiny_patch4_window7_224 29.332 70.668 47.611 52.389 28.29 224 0.900 bicubic -52.044 -47.931 -89
393 cait_xxs24_224 29.303 70.697 48.527 51.473 11.96 224 1.000 bicubic -49.083 -45.781 +91
394 ecaresnet50d_pruned 29.209 70.791 48.443 51.557 19.94 224 0.875 bicubic -50.509 -46.433 +15
395 poolformer_s24 29.175 70.825 48.062 51.938 21.39 224 0.900 bicubic -51.141 -46.980 -23
396 tresnet_l_448 29.165 70.835 47.226 52.774 55.99 448 0.875 bilinear -53.105 -48.754 -151 -152
397 gluon_inception_v3 29.120 70.880 46.955 53.045 23.83 299 0.875 bicubic -49.686 -47.415 +66
398 eca_resnet33ts 29.105 70.895 48.796 51.204 19.68 256 0.900 bicubic -50.975 -46.176 -9
399 lambda_resnet50ts 29.097 70.903 46.981 53.019 21.54 256 0.950 bicubic -52.055 -48.121 -83
400 xception71 29.040 70.960 47.411 52.589 42.34 299 0.903 bicubic -50.830 -47.513 -1
401 hrnet_w64 28.991 71.010 47.130 52.870 128.06 224 0.875 bilinear -50.480 -50.479 -47.524 +22
402 xcit_tiny_12_p8_224 28.957 71.043 47.511 52.489 6.71 224 1.000 bicubic -50.737 -47.537 +8
403 regnetz_b16 28.943 71.057 47.246 52.754 9.72 288 0.940 bicubic -51.769 -48.228 -58
404 cs3darknet_focus_l 28.926 71.074 47.629 52.371 21.15 288 0.950 bicubic -51.948 -48.063 -67
405 tf_efficientnet_b1 28.886 71.114 47.498 52.502 7.79 240 0.882 bicubic -49.942 -46.700 +57
406 tf_efficientnet_b0_ns 28.884 71.116 48.997 51.003 5.29 224 0.875 bicubic -49.780 -45.379 +63
407 resnetv2_50d_evos 28.878 71.121 46.672 53.328 25.59 288 0.950 bicubic -53.099 -53.100 -49.240 -142 -143
408 vit_small_patch32_384 28.875 71.125 48.889 51.111 22.92 384 1.000 bicubic -51.615 -46.711 -52
409 gluon_resnet101_v1b 28.873 71.127 46.389 53.611 44.55 224 0.875 bicubic -50.431 -48.131 +25
410 mobilevitv2_150_384_in22ft1k 28.869 71.131 47.916 52.084 10.59 384 1.000 bicubic -53.721 -48.400 -195 -196
411 skresnext50_32x4d 28.826 71.174 46.487 53.513 27.48 224 0.875 bicubic -51.328 -48.159 -24
412 sehalonet33ts 28.778 71.222 46.582 53.418 13.69 256 0.940 bicubic -52.194 -48.690 -83
413 levit_256 28.751 71.249 46.721 53.279 18.89 224 0.900 bicubic -52.765 -48.769 -122 -123
414 tf_efficientnet_lite3 28.660 71.340 47.346 52.654 8.20 300 0.904 bilinear -51.158 -47.568 -9
415 skresnet34 28.654 71.346 47.953 52.047 22.28 224 0.875 bicubic -48.249 -48.250 -45.367 +139
416 gluon_seresnext50_32x4d 28.649 71.351 46.442 53.558 27.56 224 0.875 bicubic -51.263 -48.390 -19
417 darknetaa53 28.647 71.353 46.949 53.051 36.02 288 1.000 bilinear -51.875 -48.377 -63
418 hrnet_w40 28.635 71.365 47.452 52.548 57.56 224 0.875 bilinear -50.287 -47.018 +41
419 swinv2_tiny_window8_256 28.611 71.389 46.171 53.829 28.35 256 0.900 bicubic -53.199 -49.823 -143 -144
420 mobilevitv2_175_384_in22ft1k 28.605 71.395 47.126 52.874 14.25 384 1.000 bicubic -54.329 -49.304 -223 -226
421 halonet50ts 28.580 71.420 46.169 53.831 22.73 256 0.940 bicubic -53.072 -49.443 -140 -141
422 tf_efficientnetv2_b0 28.570 71.430 47.075 52.925 7.14 224 0.875 bicubic -49.782 -46.951 +65
423 tv_resnet152 28.531 71.469 47.116 52.884 60.19 224 0.875 bilinear -49.789 -46.918 +65
424 xcit_tiny_12_p16_224 28.519 71.481 47.403 52.597 6.72 224 1.000 bicubic -48.605 -46.309 +119
425 repvgg_b2 28.430 71.570 47.038 52.962 89.02 224 0.875 bilinear -50.364 -47.380 +39
426 hrnet_w48 28.409 71.591 47.586 52.414 77.47 224 0.875 bilinear -50.891 -46.928 +9 +10
427 gluon_resnext50_32x4d 28.379 71.621 45.316 54.684 25.03 224 0.875 bicubic -50.981 -49.110 +2
428 swinv2_cr_tiny_ns_224 28.373 71.626 45.920 54.080 28.33 224 0.900 bicubic -53.413 -49.902 -151 -152
429 efficientnet_b2_pruned 28.362 71.638 47.050 52.950 8.31 260 0.890 bicubic -51.556 -47.800 -34
430 tf_efficientnet_b0_ap seresnet33ts 28.338 71.662 47.527 47.753 52.473 52.247 5.29 19.78 224 256 0.875 0.900 bicubic -48.750 -52.016 -45.731 -47.353 +116 -62
431 seresnet33ts tf_efficientnet_b0_ap 28.338 71.662 47.753 47.527 52.247 52.473 19.78 5.29 256 224 0.900 0.875 bicubic -52.016 -48.750 -47.353 -45.731 -63 +115
432 dla169 28.322 71.678 47.393 52.607 53.39 224 0.875 bilinear -50.360 -46.943 +36
433 dla102x2 28.315 71.685 46.770 53.230 41.28 224 0.875 bilinear -51.127 -47.876 -7
434 darknet53 tf_efficientnet_cc_b0_4e 28.313 71.687 46.873 47.360 53.127 52.640 41.61 13.31 288 224 1.000 0.875 bicubic -52.225 -48.997 -48.547 -45.980 -82 +102
435 tf_efficientnet_cc_b0_4e darknet53 28.313 71.687 47.360 46.873 52.640 53.127 13.31 41.61 224 288 0.875 1.000 bicubic -48.997 -52.225 -45.980 -48.547 +101 -83
436 mixnet_xl 28.291 71.709 46.700 53.300 11.90 224 0.875 bicubic -52.187 -48.234 -79
437 gluon_resnet50_v1d 28.240 71.760 45.867 54.133 25.58 224 0.875 bicubic -50.830 -48.599 +16
438 wide_resnet101_2 28.112 71.888 46.411 53.589 126.89 224 0.875 bilinear -50.740 -47.877 +23
439 gluon_resnet101_v1c 28.104 71.896 45.959 54.041 44.57 224 0.875 bicubic -51.432 -48.619 -20
440 regnetx_320 28.093 71.907 45.120 54.880 107.81 224 0.875 bicubic -52.151 -49.634 -49.900 -61
441 densenet161 28.081 71.919 46.639 53.361 28.68 224 0.875 bicubic -49.273 -46.997 +94
442 regnety_320 28.061 71.939 45.452 54.548 145.05 224 0.875 bicubic -52.743 -49.792 -101
443 gernet_s 28.038 71.963 46.733 53.267 8.17 224 0.875 bilinear -48.878 -46.401 +110
449 tf_inception_v3 27.778 72.222 45.717 54.283 23.83 299 0.875 bicubic -50.074 -47.923 +66
450 res2net101_26w_4s 27.774 72.226 45.167 54.833 45.21 224 0.875 bilinear -51.422 -49.269 -4
451 tf_efficientnetv2_b1 27.762 72.238 46.574 53.426 8.14 240 0.882 bicubic -51.704 -48.148 -27
452 vit_base_patch16_224_sam 27.709 72.291 45.112 54.888 86.57 224 0.900 bicubic -52.535 -49.908 -49.642 -72
453 fbnetv3_b 27.672 72.328 46.981 53.019 8.60 256 0.950 bilinear -51.470 -47.769 -6
454 repvgg_b1 27.648 72.352 46.521 53.479 57.42 224 0.875 bilinear -50.720 -47.573 +32
455 mobilevitv2_200 27.629 72.371 45.766 54.234 18.45 256 0.888 bicubic -53.511 -49.602 -138
456 hrnet_w44 27.623 72.377 45.845 54.155 67.06 224 0.875 bilinear -51.273 -48.525 +4
457 gcresnet33ts 27.585 72.415 46.199 53.801 19.88 256 0.900 bicubic -52.490 -52.491 -48.795 -67
458 inception_v3 27.556 72.444 45.265 54.735 23.83 299 0.875 bicubic -49.882 -48.211 +74
459 resmlp_24_224 27.534 72.466 45.697 54.303 30.02 224 0.875 bicubic -51.844 -48.849 -32
460 pit_xs_224 27.497 72.503 45.904 54.096 10.62 224 0.900 bicubic -50.693 -48.262 +35
484 regnety_120 26.784 73.216 44.442 55.558 51.82 224 0.875 bicubic -53.592 -50.680 -119
485 regnetx_032 26.707 73.293 45.228 54.772 15.30 224 0.875 bicubic -51.477 -48.860 +11
486 densenet121 26.674 73.326 45.890 54.110 7.98 224 0.875 bicubic -48.906 -46.758 +96
487 legacy_seresnet152 26.672 73.328 43.953 56.047 66.82 224 0.875 bilinear -51.980 -50.418 -50.417 -17
488 efficientnet_es 26.619 73.381 45.122 54.878 5.44 224 0.875 bicubic -51.439 -48.822 +13
489 res2net50_26w_6s 26.597 73.403 43.998 56.002 37.05 224 0.875 bilinear -51.973 -50.126 -17
490 repvgg_b1g4 26.581 73.419 45.086 54.914 39.97 224 0.875 bilinear -51.007 -48.744 +35
497 tf_efficientnet_el 26.357 73.643 44.175 55.825 10.59 300 0.904 bicubic -53.897 -50.953 -119
498 lambda_resnet26t 26.342 73.658 44.412 55.588 10.96 256 0.940 bicubic -52.756 -50.178 -49
499 levit_128 26.328 73.672 44.114 55.886 9.21 224 0.900 bicubic -52.154 -49.898 -22
500 resmlp_big_24_224 26.320 73.680 43.557 56.443 129.14 224 0.875 bicubic -54.710 -51.462 -51.463 -176
501 resmlp_12_distilled_224 26.306 73.694 44.870 55.130 15.35 224 0.875 bicubic -51.640 -48.690 +7
502 regnetx_040 26.241 73.759 44.442 55.558 22.12 224 0.875 bicubic -52.247 -49.796 -27
503 mobilevitv2_150 26.190 73.810 43.768 56.232 10.59 256 0.888 bicubic -54.178 -51.296 -136
505 vit_small_patch32_224 26.161 73.839 45.110 54.890 22.88 224 0.900 bicubic -49.829 -48.158 +69
506 dpn68 26.135 73.865 44.228 55.772 12.61 224 0.875 bicubic -50.175 -48.750 +65
507 efficientnet_b1 26.061 73.939 44.076 55.924 7.79 256 1.000 bicubic -52.727 -50.270 -42
508 mobilevitv2_125 26.025 73.975 43.666 56.334 7.48 256 0.888 bicubic -53.657 -51.070 -51.182 -97
509 lambda_resnet26rpt_256 26.017 73.983 44.182 55.818 10.99 256 0.940 bicubic -52.947 -50.244 -52
510 hrnet_w18 25.988 74.012 44.817 55.183 21.30 224 0.875 bilinear -50.772 -48.627 +48
511 hardcorenas_f 25.941 74.059 44.212 55.788 8.20 224 0.875 bilinear -52.161 -49.590 -12
512 resnet34 25.890 74.110 43.988 56.012 21.80 224 0.875 bilinear -49.222 -48.296 +81
513 tresnet_m_448 25.862 74.138 42.872 57.128 31.39 448 0.875 bilinear -55.844 -52.700 -234 -235
514 resnet26t 25.860 74.140 43.953 56.047 16.01 256 0.940 bicubic -52.004 -49.889 -3
515 res2net50_26w_4s 25.858 74.142 43.155 56.845 25.70 224 0.875 bilinear -52.104 -50.697 -8
516 coat_tiny 25.848 74.152 43.279 56.721 5.50 224 0.900 bicubic -52.588 -50.759 -35
536 hardcorenas_b 25.400 74.600 44.192 55.808 5.18 224 0.875 bilinear -51.136 -48.562 +29
537 res2next50 25.387 74.613 42.498 57.502 24.67 224 0.875 bilinear -52.871 -51.390 -47
538 legacy_seresnet101 25.334 74.666 42.823 57.177 49.33 224 0.875 bilinear -53.046 -51.439 -53
539 selecsls60b 25.332 74.668 43.559 56.441 32.77 224 0.875 bicubic -53.072 -50.612 -50.613 -56
540 hardcorenas_d 25.324 74.676 43.123 56.877 7.50 224 0.875 bilinear -52.106 -50.361 -7
541 dla102 25.320 74.680 43.846 56.154 33.27 224 0.875 bilinear -52.708 -50.104 -38
542 resnetv2_50x1_bitm 25.316 74.684 45.358 54.642 25.55 448 1.000 bilinear -55.026 -50.329 -50.328 -173
543 resnest14d 25.275 74.725 44.090 55.910 10.61 224 0.875 bilinear -50.233 -48.434 +41
544 legacy_seresnext50_32x4d 25.214 74.786 41.942 58.058 27.56 224 0.875 bilinear -53.862 -52.492 -93
545 mixer_b16_224 25.117 74.883 41.217 58.783 59.88 224 0.875 bicubic -51.493 -51.013 +17
554 seresnext26ts 24.689 75.311 43.106 56.894 10.39 256 0.900 bicubic -53.169 -50.684 -41
555 eca_resnext26ts 24.658 75.342 42.850 57.150 10.30 256 0.900 bicubic -52.800 -50.718 -24
556 cs3darknet_m 24.630 75.370 42.970 57.030 9.31 288 0.950 bicubic -52.996 -51.044 -34
557 mobilevitv2_100 24.547 75.453 42.919 57.081 4.90 256 0.888 bicubic -53.538 -53.539 -51.241 -57
558 tf_efficientnet_lite2 24.528 75.472 42.280 57.720 6.09 260 0.890 bicubic -52.938 -51.478 -28
559 regnetx_016 24.487 75.513 42.510 57.490 9.19 224 0.875 bicubic -52.455 -50.914 -7 -8
560 skresnet18 24.483 75.517 42.540 57.460 11.96 224 0.875 bicubic -48.551 -48.626 +63
561 pit_ti_distilled_224 24.408 75.592 42.734 57.266 5.10 224 0.900 bicubic -50.126 -49.362 +46
562 hardcorenas_a 24.371 75.629 43.292 56.708 5.26 224 0.875 bilinear -51.559 -49.218 +14
572 resnext26ts 23.868 76.132 41.109 58.891 10.30 256 0.900 bicubic -52.912 -52.023 -15
573 tv_densenet121 23.840 76.160 41.921 58.079 7.98 224 0.875 bicubic -50.900 -50.227 +29
574 efficientnet_es_pruned 23.838 76.162 41.989 58.011 5.44 224 0.875 bicubic -51.162 -50.453 +23
575 mixnet_m mobilenetv2_140 23.714 76.286 41.148 41.477 58.852 58.523 5.01 6.11 224 0.875 bicubic -53.548 -52.798 -52.274 -51.521 -35 -8
576 mobilenetv2_140 mixnet_m 23.714 76.286 41.477 41.148 58.523 58.852 6.11 5.01 224 0.875 bicubic -52.798 -53.548 -51.522 -52.274 -9 -36
577 dla34 23.679 76.321 41.539 58.461 15.74 224 0.875 bilinear -50.945 -50.533 +28
578 legacy_seresnet50 23.651 76.349 40.091 59.909 28.09 224 0.875 bilinear -53.981 -53.659 -57
579 ese_vovnet19b_dw 23.528 76.472 41.284 58.716 6.54 224 0.875 bicubic -53.266 -51.982 -23
607 regnetx_006 21.738 78.263 38.916 61.084 6.20 224 0.875 bicubic -52.118 -52.756 +8
608 vit_tiny_patch16_384 21.714 78.286 39.327 60.673 5.79 384 1.000 bicubic -56.716 -55.217 -126
609 crossvit_9_240 21.688 78.312 39.278 60.722 8.55 240 0.875 bicubic -52.272 -52.686 +4
610 vgg19_bn 21.625 78.374 39.280 60.720 143.68 224 0.875 bilinear -52.588 -52.589 -52.564 -1
611 ghostnet_100 21.614 78.386 38.696 61.304 5.18 224 0.875 bilinear -52.366 -52.762 +1
612 semnasnet_075 21.570 78.430 38.934 61.066 2.91 224 0.875 bicubic -51.404 -52.200 +12
613 gluon_resnet18_v1b 21.557 78.443 38.887 61.113 11.69 224 0.875 bicubic -49.281 -50.875 +31
616 xcit_nano_12_p16_224 21.437 78.563 39.798 60.202 3.05 224 1.000 bicubic -48.517 -49.958 +32
617 mnasnet_100 21.362 78.638 37.721 62.279 4.38 224 0.875 bicubic -53.288 -54.393 -14
618 lcnet_100 21.290 78.710 38.849 61.151 2.95 224 0.875 bicubic -50.820 -51.529 +18
619 resnet26 21.285 78.715 38.020 61.980 16.00 224 0.875 bicubic -54.014 -54.015 -54.560 -30
620 ssl_resnet18 21.278 78.722 39.107 60.893 11.69 224 0.875 bilinear -51.326 -52.317 +7
621 mixnet_s 21.256 78.744 38.183 61.817 4.13 224 0.875 bicubic -54.740 -54.617 -48
622 seresnext26d_32x4d 21.250 78.750 37.319 62.681 16.81 224 0.875 bicubic -56.356 -56.287 -98
629 tf_mixnet_s 20.462 79.538 36.615 63.385 4.13 224 0.875 bicubic -55.190 -56.011 -50
630 vit_tiny_patch16_224 20.458 79.542 37.603 62.397 5.72 224 0.900 bicubic -55.006 -55.241 -44
631 regnety_004 20.415 79.585 37.002 62.998 4.34 224 0.875 bicubic -53.609 -54.754 -20
632 tf_mobilenetv3_large_075 hrnet_w18_small 20.364 79.636 36.770 37.089 63.230 62.911 3.99 13.19 224 0.875 bilinear -53.076 -51.972 -54.578 -53.591 -15 -1
633 hrnet_w18_small tf_mobilenetv3_large_075 20.364 79.636 37.089 36.770 62.911 63.230 13.19 3.99 224 0.875 bilinear -51.972 -53.076 -53.591 -54.578 -2 -16
634 resnet18 20.224 79.776 37.256 62.744 11.69 224 0.875 bilinear -49.524 -51.828 +16
635 mixer_l16_224 20.169 79.831 32.942 67.058 208.20 224 0.875 bicubic -51.897 -54.724 +2
636 deit_tiny_patch16_224 20.166 79.835 37.560 62.440 5.72 224 0.900 bicubic -52.009 -52.008 -53.554 -1
637 tf_mobilenetv3_large_minimal_100 20.108 79.891 36.906 63.094 3.92 224 0.875 bilinear -52.142 -53.714 -3
638 vgg16_bn 19.957 80.043 36.303 63.697 138.37 224 0.875 bilinear -53.393 -55.202 -55.201 -20
639 vit_tiny_r_s16_p8_224 19.324 80.676 36.051 63.949 6.34 224 0.900 bicubic -52.470 -54.767 -1
640 tinynet_c 19.260 80.740 35.988 64.012 2.46 184 0.875 bicubic -51.968 -53.760 +2
641 edgenext_xx_small 18.580 81.420 34.693 65.307 1.33 256 0.900 bicubic -52.526 -55.339 +2
642 mobilevit_xs 18.303 81.697 33.227 66.773 2.32 256 0.900 bicubic -56.331 -59.119 -38
643 lcnet_075 18.161 81.839 34.406 65.594 2.36 224 0.875 bicubic -50.653 -53.958 +10
644 vgg19 17.929 82.071 33.054 66.946 143.67 224 0.875 bilinear -54.437 -57.818 -15
645 vgg13_bn 17.803 82.197 34.039 65.961 133.05 224 0.875 bilinear -53.794 -53.795 -56.337 -5
646 vgg16 17.540 82.460 32.769 67.231 138.36 224 0.875 bilinear -54.050 -57.613 -5
647 regnety_002 17.458 82.542 32.431 67.569 3.16 224 0.875 bicubic -52.798 -57.103 -1
648 vgg11_bn 17.403 82.597 33.009 66.991 132.87 224 0.875 bilinear -52.957 -56.793 -3
650 resnet10t 17.281 82.719 33.070 66.930 5.44 224 0.950 bilinear -51.027 -55.010 +5
651 regnetx_002 16.962 83.038 32.223 67.777 2.68 224 0.875 bicubic -51.792 -56.333 +3
652 mobilenetv3_small_100 16.815 83.185 32.535 67.465 2.54 224 0.875 bicubic -50.843 -55.099 +6
653 mobilenetv2_050 tinynet_d 16.675 83.325 31.952 32.459 68.048 67.541 1.97 2.34 224 152 0.875 bicubic -49.269 -50.287 -54.128 -54.605 +9 +6
654 tinynet_d mobilenetv2_050 16.675 83.325 32.459 31.952 67.541 68.048 2.34 1.97 152 224 0.875 bicubic -50.287 -49.269 -54.605 -54.128 +5 +8
655 mnasnet_small 16.636 83.364 31.922 68.078 2.03 224 0.875 bicubic -49.570 -54.584 +5
656 resnet14t 16.471 83.529 30.722 69.278 10.08 224 0.950 bilinear -55.885 -59.618 -26
657 dla60x_c 16.320 83.680 31.752 68.249 1.32 224 0.875 bilinear -51.560 -56.682 0
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