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Ross Wightman 3 years ago
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model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
beit_large_patch16_512,98.560,1.440,99.840,0.160,305.67,512,1.000,bicubic
tf_efficientnet_l2_ns,98.540,1.460,99.820,0.180,480.31,800,0.960,bicubic
beit_large_patch16_384,98.500,1.500,99.820,0.180,305.00,384,1.000,bicubic
tf_efficientnet_l2_ns_475,98.490,1.510,99.830,0.170,480.31,475,0.936,bicubic
tf_efficientnet_l2_ns,98.550,1.450,99.820,0.180,480.31,800,0.960,bicubic
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
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_384,98.210,1.790,99.800,0.200,304.72,384,1.000,bicubic
beit_large_patch16_224,98.170,1.830,99.760,0.240,304.43,224,0.900,bicubic
swin_large_patch4_window12_384,98.020,1.980,99.690,0.310,196.74,384,1.000,bicubic
tf_efficientnet_b7_ns,97.880,2.120,99.720,0.280,66.35,600,0.949,bicubic
swin_base_patch4_window12_384,97.870,2.130,99.710,0.290,87.90,384,1.000,bicubic
beit_large_patch16_224,98.180,1.820,99.760,0.240,304.43,224,0.900,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,97.910,2.090,99.720,0.280,66.35,600,0.949,bicubic
swin_base_patch4_window12_384,97.890,2.110,99.710,0.290,87.90,384,1.000,bicubic
vit_large_r50_s32_384,97.860,2.140,99.670,0.330,329.09,384,1.000,bicubic
beit_base_patch16_384,97.830,2.170,99.700,0.300,86.74,384,1.000,bicubic
vit_base_patch16_384,97.830,2.170,99.670,0.330,86.86,384,1.000,bicubic
tf_efficientnetv2_l_in21ft1k,97.680,2.320,99.670,0.330,118.52,480,1.000,bicubic
tf_efficientnetv2_xl_in21ft1k,97.670,2.330,99.490,0.510,208.12,512,1.000,bicubic
swin_large_patch4_window7_224,97.660,2.340,99.580,0.420,196.53,224,0.900,bicubic
vit_base_patch16_384,97.840,2.160,99.670,0.330,86.86,384,1.000,bicubic
convnext_large_in22ft1k,97.830,2.170,99.690,0.310,197.77,224,0.875,bicubic
beit_base_patch16_384,97.810,2.190,99.700,0.300,86.74,384,1.000,bicubic
tf_efficientnetv2_l_in21ft1k,97.700,2.300,99.670,0.330,118.52,480,1.000,bicubic
swin_large_patch4_window7_224,97.650,2.350,99.580,0.420,196.53,224,0.900,bicubic
tf_efficientnetv2_xl_in21ft1k,97.650,2.350,99.490,0.510,208.12,512,1.000,bicubic
vit_large_patch16_224,97.640,2.360,99.590,0.410,304.33,224,0.900,bicubic
ig_resnext101_32x48d,97.640,2.360,99.710,0.290,828.41,224,0.875,bilinear
tf_efficientnet_b6_ns,97.630,2.370,99.580,0.420,43.04,528,0.942,bicubic
dm_nfnet_f6,97.610,2.390,99.550,0.450,438.36,576,0.956,bicubic
dm_nfnet_f4,97.570,2.430,99.510,0.490,316.07,512,0.951,bicubic
ig_resnext101_32x48d,97.620,2.380,99.710,0.290,828.41,224,0.875,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_f5,97.540,2.460,99.570,0.430,377.21,544,0.954,bicubic
xcit_large_24_p8_384_dist,97.530,2.470,99.540,0.460,188.93,384,1.000,bicubic
xcit_large_24_p16_384_dist,97.530,2.470,99.480,0.520,189.10,384,1.000,bicubic
resnetv2_152x4_bitm,97.490,2.510,99.620,0.380,936.53,480,1.000,bilinear
tf_efficientnet_b5_ns,97.490,2.510,99.630,0.370,30.39,456,0.934,bicubic
xcit_large_24_p8_384_dist,97.520,2.480,99.540,0.460,188.93,384,1.000,bicubic
xcit_large_24_p16_384_dist,97.520,2.480,99.480,0.520,189.10,384,1.000,bicubic
tf_efficientnet_b5_ns,97.500,2.500,99.630,0.370,30.39,456,0.934,bicubic
resnetv2_152x4_bitm,97.490,2.510,99.610,0.390,936.53,480,1.000,bilinear
cait_m48_448,97.480,2.520,99.550,0.450,356.46,448,1.000,bicubic
tf_efficientnetv2_m_in21ft1k,97.480,2.520,99.530,0.470,54.14,480,1.000,bicubic
convnext_base_in22ft1k,97.470,2.530,99.610,0.390,88.59,224,0.875,bicubic
cait_m36_384,97.400,2.600,99.510,0.490,271.22,384,1.000,bicubic
ig_resnext101_32x32d,97.360,2.640,99.680,0.320,468.53,224,0.875,bilinear
ig_resnext101_32x32d,97.370,2.630,99.680,0.320,468.53,224,0.875,bilinear
dm_nfnet_f3,97.350,2.650,99.560,0.440,254.92,416,0.940,bicubic
cait_s36_384,97.340,2.660,99.530,0.470,68.37,384,1.000,bicubic
xcit_medium_24_p8_384_dist,97.300,2.700,99.510,0.490,84.32,384,1.000,bicubic
cait_s36_384,97.330,2.670,99.530,0.470,68.37,384,1.000,bicubic
xcit_medium_24_p8_384_dist,97.290,2.710,99.510,0.490,84.32,384,1.000,bicubic
tf_efficientnetv2_l,97.280,2.720,99.550,0.450,118.52,480,1.000,bicubic
xcit_medium_24_p16_384_dist,97.280,2.720,99.460,0.540,84.40,384,1.000,bicubic
tf_efficientnetv2_l,97.270,2.730,99.550,0.450,118.52,480,1.000,bicubic
swin_base_patch4_window7_224,97.260,2.740,99.530,0.470,87.77,224,0.900,bicubic
xcit_small_24_p8_384_dist,97.250,2.750,99.610,0.390,47.63,384,1.000,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_b8,97.210,2.790,99.500,0.500,87.41,672,0.954,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
tf_efficientnet_b8,97.200,2.800,99.500,0.500,87.41,672,0.954,bicubic
regnetz_e8,97.200,2.800,99.500,0.500,57.70,320,1.000,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
xcit_small_24_p16_384_dist,97.130,2.870,99.450,0.550,47.67,384,1.000,bicubic
xcit_small_24_p16_384_dist,97.120,2.880,99.460,0.540,47.67,384,1.000,bicubic
tf_efficientnet_b8_ap,97.110,2.890,99.660,0.340,87.41,672,0.954,bicubic
eca_nfnet_l2,97.090,2.910,99.510,0.490,56.72,384,1.000,bicubic
ecaresnet269d,97.090,2.910,99.470,0.530,102.09,352,1.000,bicubic
cait_s24_384,97.080,2.920,99.430,0.570,47.06,384,1.000,bicubic
beit_base_patch16_224,97.090,2.910,99.610,0.390,86.53,224,0.900,bicubic
ecaresnet269d,97.080,2.920,99.470,0.530,102.09,352,1.000,bicubic
tf_efficientnet_b6_ap,97.080,2.920,99.620,0.380,43.04,528,0.942,bicubic
beit_base_patch16_224,97.080,2.920,99.610,0.390,86.53,224,0.900,bicubic
xcit_large_24_p8_224_dist,97.060,2.940,99.420,0.580,188.93,224,1.000,bicubic
resnetv2_152x2_bitm,97.030,2.970,99.590,0.410,236.34,448,1.000,bilinear
dm_nfnet_f2,97.030,2.970,99.440,0.560,193.78,352,0.920,bicubic
resnetv2_101x3_bitm,97.020,2.980,99.490,0.510,387.93,448,1.000,bilinear
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
dm_nfnet_f2,97.020,2.980,99.440,0.560,193.78,352,0.920,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
efficientnetv2_rw_m,96.990,3.010,99.530,0.470,53.24,416,1.000,bicubic
deit_base_distilled_patch16_384,96.970,3.030,99.490,0.510,87.63,384,1.000,bicubic
xcit_small_12_p16_384_dist,96.940,3.060,99.400,0.600,26.25,384,1.000,bicubic
tf_efficientnet_b4_ns,96.930,3.070,99.580,0.420,19.34,380,0.922,bicubic
xcit_medium_24_p8_224_dist,96.930,3.070,99.390,0.610,84.32,224,1.000,bicubic
resnetrs420,96.910,3.090,99.460,0.540,191.89,416,1.000,bicubic
dm_nfnet_f1,96.890,3.110,99.410,0.590,132.63,320,0.910,bicubic
vit_base_patch16_224,96.870,3.130,99.530,0.470,86.57,224,0.900,bicubic
resnetv2_101x3_bitm,96.990,3.010,99.490,0.510,387.93,448,1.000,bilinear
efficientnetv2_rw_m,96.980,3.020,99.530,0.470,53.24,416,1.000,bicubic
deit_base_distilled_patch16_384,96.960,3.040,99.480,0.520,87.63,384,1.000,bicubic
tf_efficientnet_b4_ns,96.950,3.050,99.580,0.420,19.34,380,0.922,bicubic
xcit_small_12_p16_384_dist,96.930,3.070,99.400,0.600,26.25,384,1.000,bicubic
resnetrs420,96.920,3.080,99.460,0.540,191.89,416,1.000,bicubic
xcit_medium_24_p8_224_dist,96.920,3.080,99.390,0.610,84.32,224,1.000,bicubic
dm_nfnet_f1,96.910,3.090,99.410,0.590,132.63,320,0.910,bicubic
vit_base_patch16_224,96.880,3.120,99.530,0.470,86.57,224,0.900,bicubic
xcit_small_24_p8_224_dist,96.870,3.130,99.480,0.520,47.63,224,1.000,bicubic
ig_resnext101_32x16d,96.820,3.180,99.600,0.400,194.03,224,0.875,bilinear
resnetv2_152x2_bit_teacher_384,96.810,3.190,99.450,0.550,236.34,384,1.000,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
convnext_large,96.770,3.230,99.310,0.690,197.77,224,0.875,bicubic
seresnet152d,96.770,3.230,99.450,0.550,66.84,320,1.000,bicubic
resnetrs350,96.760,3.240,99.360,0.640,163.96,384,1.000,bicubic
resnet200d,96.740,3.260,99.340,0.660,64.69,320,1.000,bicubic
tf_efficientnetv2_s_in21ft1k,96.740,3.260,99.420,0.580,21.46,384,1.000,bicubic
resnetv2_50x3_bitm,96.730,3.270,99.540,0.460,217.32,448,1.000,bilinear
resnetrs350,96.760,3.240,99.370,0.630,163.96,384,1.000,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
resnetv2_50x3_bitm,96.710,3.290,99.550,0.450,217.32,448,1.000,bilinear
eca_nfnet_l1,96.700,3.300,99.290,0.710,41.41,320,1.000,bicubic
xcit_small_12_p8_224_dist,96.700,3.300,99.390,0.610,26.21,224,1.000,bicubic
resnetrs270,96.690,3.310,99.350,0.650,129.86,352,1.000,bicubic
vit_small_patch16_384,96.690,3.310,99.480,0.520,22.20,384,1.000,bicubic
tf_efficientnet_b5_ap,96.680,3.320,99.460,0.540,30.39,456,0.934,bicubic
vit_small_r26_s32_384,96.680,3.320,99.570,0.430,36.47,384,1.000,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
resnest200e,96.620,3.380,99.350,0.650,70.20,320,0.909,bicubic
tf_efficientnet_b5_ap,96.670,3.330,99.460,0.540,30.39,456,0.934,bicubic
pit_b_distilled_224,96.670,3.330,99.350,0.650,74.79,224,0.900,bicubic
regnetz_d8,96.620,3.380,99.450,0.550,23.37,320,1.000,bicubic
resmlp_big_24_224_in22ft1k,96.620,3.380,99.510,0.490,129.14,224,0.875,bicubic
xcit_medium_24_p16_224_dist,96.600,3.400,99.270,0.730,84.40,224,1.000,bicubic
resnest200e,96.610,3.390,99.350,0.650,70.20,320,0.909,bicubic
regnetz_d32,96.600,3.400,99.380,0.620,27.58,320,0.950,bicubic
swsl_resnext101_32x16d,96.600,3.400,99.530,0.470,194.03,224,0.875,bilinear
regnetz_d,96.590,3.410,99.380,0.620,27.58,320,0.950,bicubic
resnetrs152,96.570,3.430,99.240,0.760,86.62,320,1.000,bicubic
cait_xs24_384,96.560,3.440,99.420,0.580,26.67,384,1.000,bicubic
xcit_tiny_24_p8_384_dist,96.550,3.450,99.320,0.680,12.11,384,1.000,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
cait_xs24_384,96.550,3.450,99.420,0.580,26.67,384,1.000,bicubic
efficientnetv2_rw_s,96.540,3.460,99.360,0.640,23.94,384,1.000,bicubic
xcit_tiny_24_p8_384_dist,96.540,3.460,99.320,0.680,12.11,384,1.000,bicubic
crossvit_18_dagger_408,96.530,3.470,99.260,0.740,44.61,408,1.000,bicubic
resnetrs200,96.530,3.470,99.350,0.650,93.21,320,1.000,bicubic
resnest269e,96.520,3.480,99.350,0.650,110.93,416,0.928,bicubic
resnetrs200,96.520,3.480,99.350,0.650,93.21,320,1.000,bicubic
vit_base_patch32_384,96.500,3.500,99.410,0.590,88.30,384,1.000,bicubic
resmlp_big_24_distilled_224,96.470,3.530,99.310,0.690,129.14,224,0.875,bicubic
vit_base_patch16_224_miil,96.440,3.560,99.310,0.690,86.54,224,0.875,bilinear
swsl_resnext101_32x4d,96.420,3.580,99.470,0.530,44.18,224,0.875,bilinear
xcit_small_24_p8_224,96.400,3.600,99.140,0.860,47.63,224,1.000,bicubic
xcit_large_24_p8_224,96.400,3.600,98.980,1.020,188.93,224,1.000,bicubic
cait_s24_224,96.390,3.610,99.150,0.850,46.92,224,1.000,bicubic
vit_base_patch32_384,96.490,3.510,99.410,0.590,88.30,384,1.000,bicubic
resmlp_big_24_distilled_224,96.450,3.550,99.310,0.690,129.14,224,0.875,bicubic
vit_base_patch16_224_miil,96.440,3.560,99.300,0.700,86.54,224,0.875,bilinear
convnext_base,96.440,3.560,99.230,0.770,88.59,224,0.875,bicubic
swsl_resnext101_32x4d,96.440,3.560,99.470,0.530,44.18,224,0.875,bilinear
xcit_large_24_p8_224,96.410,3.590,98.980,1.020,188.93,224,1.000,bicubic
xcit_small_24_p8_224,96.400,3.600,99.150,0.850,47.63,224,1.000,bicubic
crossvit_15_dagger_408,96.390,3.610,99.160,0.840,28.50,408,1.000,bicubic
tf_efficientnet_b3_ns,96.370,3.630,99.350,0.650,12.23,300,0.904,bicubic
resnet152d,96.350,3.650,99.390,0.610,60.21,320,1.000,bicubic
regnety_160,96.340,3.660,99.330,0.670,83.59,288,1.000,bicubic
tf_efficientnet_b5,96.340,3.660,99.310,0.690,30.39,456,0.934,bicubic
tf_efficientnet_b3_ns,96.390,3.610,99.350,0.650,12.23,300,0.904,bicubic
cait_s24_224,96.380,3.620,99.150,0.850,46.92,224,1.000,bicubic
resnet152d,96.360,3.640,99.390,0.610,60.21,320,1.000,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
tf_efficientnetv2_s,96.340,3.660,99.200,0.800,21.46,384,1.000,bicubic
ig_resnext101_32x8d,96.310,3.690,99.430,0.570,88.79,224,0.875,bilinear
resnet101d,96.300,3.700,99.230,0.770,44.57,320,1.000,bicubic
twins_svt_large,96.250,3.750,99.170,0.830,99.27,224,0.900,bicubic
twins_svt_large,96.270,3.730,99.170,0.830,99.27,224,0.900,bicubic
jx_nest_base,96.240,3.760,99.210,0.790,67.72,224,0.875,bicubic
xcit_small_24_p16_224_dist,96.210,3.790,99.210,0.790,47.67,224,1.000,bicubic
tf_efficientnet_b4_ap,96.170,3.830,99.280,0.720,19.34,380,0.922,bicubic
efficientnet_b4,96.160,3.840,99.200,0.800,19.34,384,1.000,bicubic
convnext_small,96.170,3.830,99.110,0.890,50.22,224,0.875,bicubic
twins_svt_base,96.160,3.840,99.060,0.940,56.07,224,0.900,bicubic
twins_pcpvt_large,96.150,3.850,99.190,0.810,60.99,224,0.900,bicubic
deit_base_patch16_384,96.150,3.850,99.140,0.860,86.86,384,1.000,bicubic
dm_nfnet_f0,96.140,3.860,99.250,0.750,71.49,256,0.900,bicubic
nfnet_l0,96.130,3.870,99.240,0.760,35.07,288,1.000,bicubic
resnetv2_50x1_bit_distilled,96.110,3.890,99.280,0.720,25.55,224,0.875,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
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
xcit_small_12_p8_224,96.110,3.890,99.160,0.840,26.21,224,1.000,bicubic
deit_base_distilled_patch16_224,96.100,3.900,99.190,0.810,87.34,224,0.900,bicubic
resnetv2_101x1_bitm,96.100,3.900,99.280,0.720,44.54,448,1.000,bilinear
resnetv2_152x2_bit_teacher,96.090,3.910,99.270,0.730,236.34,224,0.875,bicubic
xcit_tiny_12_p8_384_dist,96.060,3.940,99.140,0.860,6.71,384,1.000,bicubic
xcit_small_12_p16_224_dist,96.030,3.970,99.130,0.870,26.25,224,1.000,bicubic
regnety_032,95.980,4.020,99.190,0.810,19.44,288,1.000,bicubic
jx_nest_small,95.970,4.030,99.040,0.960,38.35,224,0.875,bicubic
tresnet_xl_448,95.970,4.030,99.120,0.880,78.44,448,0.875,bilinear
eca_nfnet_l0,95.960,4.040,99.210,0.790,24.14,288,1.000,bicubic
xcit_tiny_24_p16_384_dist,95.920,4.080,99.220,0.780,12.12,384,1.000,bicubic
tf_efficientnet_b4,95.890,4.110,99.170,0.830,19.34,380,0.922,bicubic
resnet51q,95.880,4.120,99.120,0.880,35.70,288,1.000,bilinear
swsl_resnext50_32x4d,95.880,4.120,99.250,0.750,25.03,224,0.875,bilinear
swin_small_patch4_window7_224,95.880,4.120,99.020,0.980,49.61,224,0.900,bicubic
tresnet_l_448,95.870,4.130,99.120,0.880,55.99,448,0.875,bilinear
cait_xxs36_384,95.860,4.140,99.090,0.910,17.37,384,1.000,bicubic
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
xcit_tiny_12_p8_384_dist,96.080,3.920,99.140,0.860,6.71,384,1.000,bicubic
xcit_small_12_p16_224_dist,96.030,3.970,99.140,0.860,26.25,224,1.000,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
jx_nest_small,95.970,4.030,99.030,0.970,38.35,224,0.875,bicubic
eca_nfnet_l0,95.950,4.050,99.210,0.790,24.14,288,1.000,bicubic
xcit_tiny_24_p16_384_dist,95.930,4.070,99.220,0.780,12.12,384,1.000,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
resnet51q,95.870,4.130,99.120,0.880,35.70,288,1.000,bilinear
tresnet_l_448,95.860,4.140,99.120,0.880,55.99,448,0.875,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
cait_xxs36_384,95.850,4.150,99.090,0.910,17.37,384,1.000,bicubic
vit_large_patch32_384,95.830,4.170,99.150,0.850,306.63,384,1.000,bicubic
xcit_tiny_24_p8_224_dist,95.820,4.180,99.210,0.790,12.11,224,1.000,bicubic
regnetz_c,95.800,4.200,99.100,0.900,13.46,320,0.940,bicubic
ssl_resnext101_32x16d,95.800,4.200,99.180,0.820,194.03,224,0.875,bilinear
xcit_tiny_24_p8_224_dist,95.810,4.190,99.210,0.790,12.11,224,1.000,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,95.790,4.210,98.990,1.010,36.85,288,1.000,bicubic
tf_efficientnet_b2_ns,95.750,4.250,99.120,0.880,9.11,260,0.890,bicubic
resnet61q,95.780,4.220,98.990,1.010,36.85,288,1.000,bicubic
tf_efficientnet_b2_ns,95.770,4.230,99.120,0.880,9.11,260,0.890,bicubic
gc_efficientnetv2_rw_t,95.740,4.260,99.020,0.980,13.68,288,1.000,bicubic
tresnet_m,95.730,4.270,99.030,0.970,31.39,224,0.875,bilinear
pnasnet5large,95.720,4.280,98.920,1.080,86.06,331,0.911,bicubic
efficientnet_b3,95.720,4.280,99.040,0.960,12.23,320,1.000,bicubic
tresnet_m,95.720,4.280,99.030,0.970,31.39,224,0.875,bilinear
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
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
crossvit_15_dagger_240,95.670,4.330,98.820,1.180,28.21,240,0.875,bicubic
vit_small_r26_s32_224,95.640,4.360,99.190,0.810,36.43,224,0.900,bicubic
pit_b_224,95.630,4.370,98.670,1.330,73.76,224,0.900,bicubic
pit_b_224,95.640,4.360,98.670,1.330,73.76,224,0.900,bicubic
resnetv2_101,95.630,4.370,98.990,1.010,44.54,224,0.950,bicubic
efficientnetv2_rw_t,95.610,4.390,99.070,0.930,13.65,288,1.000,bicubic
crossvit_18_dagger_240,95.560,4.440,99.060,0.940,44.27,240,0.875,bicubic
convit_base,95.550,4.450,98.890,1.110,86.54,224,0.875,bicubic
ecaresnet101d,95.540,4.460,99.130,0.870,44.57,224,0.875,bicubic
coat_lite_small,95.530,4.470,98.860,1.140,19.84,224,0.900,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
convnext_tiny,95.550,4.450,99.020,0.980,28.59,224,0.875,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_224,95.530,4.470,98.760,1.240,47.67,224,1.000,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_224,95.520,4.480,98.770,1.230,84.40,224,1.000,bicubic
crossvit_base_240,95.520,4.480,98.820,1.180,105.03,240,0.875,bicubic
visformer_small,95.500,4.500,98.900,1.100,40.22,224,0.900,bicubic
ecaresnet50t,95.500,4.500,99.120,0.880,25.57,320,0.950,bicubic
ssl_resnext101_32x8d,95.470,4.530,99.120,0.880,88.79,224,0.875,bilinear
crossvit_18_240,95.450,4.550,98.790,1.210,43.27,240,0.875,bicubic
ecaresnet50t,95.510,4.490,99.120,0.880,25.57,320,0.950,bicubic
fbnetv3_g,95.510,4.490,98.990,1.010,16.62,288,0.950,bilinear
ssl_resnext101_32x8d,95.490,4.510,99.120,0.880,88.79,224,0.875,bilinear
visformer_small,95.480,4.520,98.900,1.100,40.22,224,0.900,bicubic
crossvit_18_240,95.440,4.560,98.790,1.210,43.27,240,0.875,bicubic
deit_base_patch16_224,95.440,4.560,98.840,1.160,86.57,224,0.900,bicubic
tresnet_xl,95.440,4.560,99.060,0.940,78.44,224,0.875,bilinear
ssl_resnext101_32x4d,95.430,4.570,99.130,0.870,44.18,224,0.875,bilinear
resnetrs101,95.420,4.580,99.030,0.970,63.62,288,0.940,bicubic
xcit_large_24_p16_224,95.410,4.590,98.630,1.370,189.10,224,1.000,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
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_large_24_p16_224,95.420,4.580,98.620,1.380,189.10,224,1.000,bicubic
xcit_small_12_p16_224,95.420,4.580,98.840,1.160,26.25,224,1.000,bicubic
swsl_resnet50,95.400,4.600,99.290,0.710,25.56,224,0.875,bilinear
xcit_small_12_p16_224,95.400,4.600,98.830,1.170,26.25,224,1.000,bicubic
vit_small_patch16_224,95.370,4.630,99.150,0.850,22.05,224,0.900,bicubic
resnet101,95.360,4.640,98.860,1.140,44.55,224,0.950,bicubic
tf_efficientnet_b3_ap,95.320,4.680,98.900,1.100,12.23,300,0.904,bicubic
mixer_b16_224_miil,95.310,4.690,98.890,1.110,59.88,224,0.875,bilinear
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_384,95.270,4.730,98.960,1.040,12.03,384,1.000,bicubic
cait_xxs24_384,95.280,4.720,98.960,1.040,12.03,384,1.000,bicubic
jx_nest_tiny,95.250,4.750,98.980,1.020,17.06,224,0.875,bicubic
pit_s_distilled_224,95.240,4.760,99.050,0.950,24.04,224,0.900,bicubic
twins_pcpvt_small,95.230,4.770,98.880,1.120,24.11,224,0.900,bicubic
twins_svt_small,95.210,4.790,98.890,1.110,24.06,224,0.900,bicubic
convit_small,95.180,4.820,98.920,1.080,27.78,224,0.875,bicubic
twins_pcpvt_small,95.210,4.790,98.880,1.120,24.11,224,0.900,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,95.170,4.830,99.120,0.880,7.79,240,0.882,bicubic
tf_efficientnetv2_b3,95.170,4.830,98.820,1.180,14.36,300,0.904,bicubic
halonet50ts,95.160,4.840,98.770,1.230,22.73,256,0.940,bicubic
tf_efficientnetv2_b3,95.160,4.840,98.820,1.180,14.36,300,0.904,bicubic
lamhalobotnet50ts_256,95.150,4.850,98.880,1.120,22.57,256,0.950,bicubic
crossvit_15_240,95.140,4.860,98.930,1.070,27.53,240,0.875,bicubic
xcit_tiny_12_p16_384_dist,95.130,4.870,99.020,0.980,6.72,384,1.000,bicubic
swin_tiny_patch4_window7_224,95.130,4.870,98.850,1.150,28.29,224,0.900,bicubic
crossvit_15_240,95.120,4.880,98.930,1.070,27.53,240,0.875,bicubic
efficientnet_el,95.120,4.880,98.980,1.020,10.59,300,0.904,bicubic
gernet_l,95.110,4.890,98.900,1.100,31.08,256,0.875,bilinear
xcit_tiny_12_p16_384_dist,95.110,4.890,99.020,0.980,6.72,384,1.000,bicubic
convmixer_1536_20,95.080,4.920,99.030,0.970,51.63,224,0.960,bicubic
xcit_tiny_12_p8_224_dist,95.080,4.920,98.910,1.090,6.71,224,1.000,bicubic
ecaresnet101d_pruned,95.070,4.930,98.980,1.020,24.88,224,0.875,bicubic
vit_small_patch32_384,95.060,4.940,98.990,1.010,22.92,384,1.000,bicubic
legacy_senet154,95.060,4.940,98.830,1.170,115.09,224,0.875,bilinear
regnetz_b,95.060,4.940,99.050,0.950,9.72,288,0.940,bicubic
gluon_resnet152_v1s,95.050,4.950,98.930,1.070,60.32,224,0.875,bicubic
halonet50ts,95.050,4.950,98.590,1.410,22.73,256,0.940,bicubic
wide_resnet50_2,95.050,4.950,98.970,1.030,68.88,224,0.875,bicubic
gernet_l,95.100,4.900,98.900,1.100,31.08,256,0.875,bilinear
xcit_tiny_12_p8_224_dist,95.090,4.910,98.910,1.090,6.71,224,1.000,bicubic
ecaresnet101d_pruned,95.080,4.920,98.980,1.020,24.88,224,0.875,bicubic
legacy_senet154,95.070,4.930,98.830,1.170,115.09,224,0.875,bilinear
regnetz_b16,95.070,4.930,99.050,0.950,9.72,288,0.940,bicubic
wide_resnet50_2,95.070,4.930,98.970,1.030,68.88,224,0.875,bicubic
convmixer_1536_20,95.060,4.940,99.030,0.970,51.63,224,0.960,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_224,95.040,4.960,98.840,1.160,23.76,224,0.900,bicubic
seresnext50_32x4d,95.030,4.970,98.890,1.110,27.56,224,0.875,bicubic
levit_256,95.030,4.970,98.890,1.110,18.89,224,0.900,bicubic
seresnext50_32x4d,95.030,4.970,98.880,1.120,27.56,224,0.875,bicubic
levit_256,95.020,4.980,98.890,1.110,18.89,224,0.900,bicubic
tf_efficientnet_b3,95.020,4.980,98.910,1.090,12.23,300,0.904,bicubic
resnetv2_50x1_bitm,95.020,4.980,99.050,0.950,25.55,448,1.000,bilinear
vit_base_patch32_224,95.010,4.990,99.020,0.980,88.22,224,0.900,bicubic
coat_mini,94.990,5.010,98.780,1.220,10.34,224,0.900,bicubic
resnetv2_50x1_bitm,95.010,4.990,99.060,0.940,25.55,448,1.000,bilinear
vit_base_patch32_224,95.000,5.000,99.030,0.970,88.22,224,0.900,bicubic
tresnet_m_448,94.990,5.010,98.980,1.020,31.39,448,0.875,bilinear
resnest50d_4s2x40d,94.950,5.050,99.070,0.930,30.42,224,0.875,bicubic
rexnet_200,94.940,5.060,99.000,1.000,16.37,224,0.875,bicubic
gluon_seresnext101_64x4d,94.940,5.060,98.820,1.180,88.23,224,0.875,bicubic
gluon_senet154,94.930,5.070,98.770,1.230,115.09,224,0.875,bicubic
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_senet154,94.920,5.080,98.760,1.240,115.09,224,0.875,bicubic
gluon_seresnext101_32x4d,94.920,5.080,98.810,1.190,48.96,224,0.875,bicubic
seresnet33ts,94.870,5.130,98.790,1.210,19.78,256,0.900,bicubic
resmlp_36_distilled_224,94.870,5.130,98.860,1.140,44.69,224,0.875,bicubic
gluon_seresnext101_64x4d,94.920,5.080,98.830,1.170,88.23,224,0.875,bicubic
tf_efficientnet_lite4,94.890,5.110,99.020,0.980,13.01,380,0.920,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
gcresnet50t,94.860,5.140,98.800,1.200,25.90,256,0.900,bicubic
ssl_resnext50_32x4d,94.860,5.140,98.870,1.130,25.03,224,0.875,bilinear
tf_efficientnet_lite4,94.860,5.140,99.020,0.980,13.01,380,0.920,bilinear
resnest50d,94.850,5.150,98.880,1.120,27.48,224,0.875,bilinear
seresnet33ts,94.850,5.150,98.790,1.210,19.78,256,0.900,bicubic
crossvit_small_240,94.830,5.170,99.020,0.980,26.86,240,0.875,bicubic
resnest50d,94.830,5.170,98.880,1.120,27.48,224,0.875,bilinear
lamhalobotnet50ts_256,94.800,5.200,98.550,1.450,22.57,256,0.950,bicubic
sehalonet33ts,94.780,5.220,98.570,1.430,13.69,256,0.940,bicubic
resnest50d_1s4x24d,94.770,5.230,98.980,1.020,25.68,224,0.875,bicubic
lambda_resnet50ts,94.790,5.210,98.460,1.540,21.54,256,0.950,bicubic
ecaresnetlight,94.770,5.230,98.800,1.200,30.16,224,0.875,bicubic
lambda_resnet50ts,94.770,5.230,98.470,1.530,21.54,256,0.950,bicubic
halo2botnet50ts_256,94.760,5.240,98.660,1.340,22.64,256,0.950,bicubic
gluon_resnet152_v1d,94.750,5.250,98.740,1.260,60.21,224,0.875,bicubic
xcit_tiny_12_p8_224,94.710,5.290,98.830,1.170,6.71,224,1.000,bicubic
sehalonet33ts,94.770,5.230,98.570,1.430,13.69,256,0.940,bicubic
resnest50d_1s4x24d,94.750,5.250,98.980,1.020,25.68,224,0.875,bicubic
gluon_resnet152_v1d,94.740,5.260,98.740,1.260,60.21,224,0.875,bicubic
gluon_resnet101_v1s,94.720,5.280,98.820,1.180,44.67,224,0.875,bicubic
deit_small_distilled_patch16_224,94.710,5.290,99.030,0.970,22.44,224,0.900,bicubic
haloregnetz_b,94.710,5.290,98.660,1.340,11.68,224,0.940,bicubic
gluon_resnet101_v1s,94.700,5.300,98.820,1.180,44.67,224,0.875,bicubic
cspdarknet53,94.670,5.330,98.810,1.190,27.64,256,0.887,bilinear
resmlp_big_24_224,94.650,5.350,98.490,1.510,129.14,224,0.875,bicubic
gluon_resnext101_64x4d,94.640,5.360,98.670,1.330,83.46,224,0.875,bicubic
efficientnet_b2,94.630,5.370,98.710,1.290,9.11,288,1.000,bicubic
ecaresnet50d,94.620,5.380,98.890,1.110,25.58,224,0.875,bicubic
efficientnet_b3_pruned,94.620,5.380,98.770,1.230,9.86,300,0.904,bicubic
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
resmlp_big_24_224,94.670,5.330,98.480,1.520,129.14,224,0.875,bicubic
cspdarknet53,94.660,5.340,98.800,1.200,27.64,256,0.887,bilinear
gluon_resnext101_64x4d,94.660,5.340,98.650,1.350,83.46,224,0.875,bicubic
efficientnet_b3_pruned,94.630,5.370,98.760,1.240,9.86,300,0.904,bicubic
ecaresnet50d,94.630,5.370,98.890,1.110,25.58,224,0.875,bicubic
gernet_m,94.620,5.380,98.860,1.140,21.14,224,0.875,bilinear
pit_s_224,94.580,5.420,98.720,1.280,23.46,224,0.900,bicubic
repvgg_b3,94.570,5.430,98.790,1.210,123.09,224,0.875,bilinear
nf_resnet50,94.560,5.440,98.790,1.210,25.56,288,0.940,bicubic
seresnet50,94.560,5.440,98.750,1.250,28.09,224,0.875,bicubic
regnety_320,94.550,5.450,98.850,1.150,145.05,224,0.875,bicubic
inception_resnet_v2,94.540,5.460,98.790,1.210,55.84,299,0.897,bicubic
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
repvgg_b3,94.570,5.430,98.780,1.220,123.09,224,0.875,bilinear
sebotnet33ts_256,94.570,5.430,98.500,1.500,13.70,256,0.940,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
regnety_320,94.540,5.460,98.850,1.150,145.05,224,0.875,bicubic
resnext50_32x4d,94.540,5.460,98.610,1.390,25.03,224,0.950,bicubic
gluon_resnext101_32x4d,94.540,5.460,98.630,1.370,44.18,224,0.875,bicubic
repvgg_b3g4,94.530,5.470,98.960,1.040,83.83,224,0.875,bilinear
xcit_tiny_24_p16_224_dist,94.520,5.480,98.790,1.210,12.12,224,1.000,bicubic
convmixer_768_32,94.490,5.510,98.850,1.150,21.11,224,0.960,bicubic
inception_resnet_v2,94.540,5.460,98.790,1.210,55.84,299,0.897,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
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
gcresnext50ts,94.480,5.520,98.670,1.330,15.67,256,0.900,bicubic
gcresnet33ts,94.480,5.520,98.780,1.220,19.88,256,0.900,bicubic
rexnet_150,94.480,5.520,98.790,1.210,9.73,224,0.875,bicubic
cspresnext50,94.470,5.530,98.680,1.320,20.57,224,0.875,bilinear
ssl_resnet50,94.470,5.530,98.920,1.080,25.56,224,0.875,bilinear
rexnet_150,94.470,5.530,98.790,1.210,9.73,224,0.875,bicubic
resmlp_24_distilled_224,94.450,5.550,98.770,1.230,30.02,224,0.875,bicubic
resnetv2_50,94.440,5.560,98.730,1.270,25.55,224,0.950,bicubic
regnetx_320,94.440,5.560,98.730,1.270,107.81,224,0.875,bicubic
tf_efficientnetv2_b2,94.410,5.590,98.570,1.430,10.10,260,0.890,bicubic
deit_small_patch16_224,94.400,5.600,98.690,1.310,22.05,224,0.900,bicubic
gcresnet33ts,94.470,5.530,98.770,1.230,19.88,256,0.900,bicubic
regnetx_320,94.460,5.540,98.740,1.260,107.81,224,0.875,bicubic
resmlp_24_distilled_224,94.460,5.540,98.770,1.230,30.02,224,0.875,bicubic
ssl_resnet50,94.450,5.550,98.920,1.080,25.56,224,0.875,bilinear
resnetv2_50,94.440,5.560,98.740,1.260,25.55,224,0.950,bicubic
tf_efficientnetv2_b2,94.420,5.580,98.570,1.430,10.10,260,0.890,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
efficientnet_el_pruned,94.390,5.610,98.750,1.250,10.59,300,0.904,bicubic
inception_v4,94.370,5.630,98.580,1.420,42.68,299,0.875,bicubic
tf_efficientnet_b2,94.370,5.630,98.610,1.390,9.11,260,0.890,bicubic
legacy_seresnext101_32x4d,94.350,5.650,98.630,1.370,48.96,224,0.875,bilinear
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,94.360,5.640,98.650,1.350,48.96,224,0.875,bilinear
resnet50_gn,94.360,5.640,98.710,1.290,25.56,224,0.940,bicubic
tf_efficientnet_b2,94.360,5.640,98.610,1.390,9.11,260,0.890,bicubic
gluon_seresnext50_32x4d,94.330,5.670,98.610,1.390,27.56,224,0.875,bicubic
resnet50,94.330,5.670,98.440,1.560,25.56,224,0.950,bicubic
gluon_seresnext50_32x4d,94.330,5.670,98.620,1.380,27.56,224,0.875,bicubic
ecaresnet26t,94.300,5.700,98.710,1.290,16.01,320,0.950,bicubic
ecaresnet26t,94.310,5.690,98.720,1.280,16.01,320,0.950,bicubic
dpn107,94.300,5.700,98.470,1.530,86.92,224,0.875,bicubic
xception71,94.290,5.710,98.640,1.360,42.34,299,0.903,bicubic
resnetrs50,94.290,5.710,98.640,1.360,35.69,224,0.910,bicubic
resnet50d,94.270,5.730,98.720,1.280,25.58,224,0.875,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
cait_xxs36_224,94.260,5.740,98.720,1.280,17.30,224,1.000,bicubic
gluon_xception65,94.260,5.740,98.570,1.430,39.92,299,0.903,bicubic
cait_xxs36_224,94.260,5.740,98.710,1.290,17.30,224,1.000,bicubic
skresnext50_32x4d,94.260,5.740,98.470,1.530,27.48,224,0.875,bicubic
regnetx_120,94.240,5.760,98.670,1.330,46.11,224,0.875,bicubic
dpn92,94.220,5.780,98.730,1.270,37.67,224,0.875,bicubic
ecaresnet50d_pruned,94.210,5.790,98.730,1.270,19.94,224,0.875,bicubic
mixnet_xl,94.200,5.800,98.340,1.660,11.90,224,0.875,bicubic
eca_resnet33ts,94.200,5.800,98.770,1.230,19.68,256,0.900,bicubic
gluon_resnet101_v1d,94.200,5.800,98.570,1.430,44.57,224,0.875,bicubic
resmlp_36_224,94.190,5.810,98.660,1.340,44.69,224,0.875,bicubic
resnext50d_32x4d,94.190,5.810,98.570,1.430,25.05,224,0.875,bicubic
tf_efficientnet_lite3,94.190,5.810,98.640,1.360,8.20,300,0.904,bilinear
levit_192,94.180,5.820,98.560,1.440,10.95,224,0.900,bicubic
regnety_080,94.180,5.820,98.680,1.320,39.18,224,0.875,bicubic
ens_adv_inception_resnet_v2,94.160,5.840,98.610,1.390,55.84,299,0.897,bicubic
resnet50d,94.260,5.740,98.720,1.280,25.58,224,0.875,bicubic
skresnext50_32x4d,94.260,5.740,98.460,1.540,27.48,224,0.875,bicubic
regnetx_120,94.240,5.760,98.650,1.350,46.11,224,0.875,bicubic
gluon_resnet101_v1d,94.240,5.760,98.560,1.440,44.57,224,0.875,bicubic
dpn92,94.230,5.770,98.730,1.270,37.67,224,0.875,bicubic
ecaresnet50d_pruned,94.220,5.780,98.730,1.270,19.94,224,0.875,bicubic
resmlp_36_224,94.200,5.800,98.660,1.340,44.69,224,0.875,bicubic
tf_efficientnet_lite3,94.200,5.800,98.640,1.360,8.20,300,0.904,bilinear
eca_resnet33ts,94.190,5.810,98.770,1.230,19.68,256,0.900,bicubic
mixnet_xl,94.190,5.810,98.340,1.660,11.90,224,0.875,bicubic
resnext50d_32x4d,94.180,5.820,98.570,1.430,25.05,224,0.875,bicubic
regnety_080,94.170,5.830,98.680,1.320,39.18,224,0.875,bicubic
levit_192,94.170,5.830,98.550,1.450,10.95,224,0.900,bicubic
ens_adv_inception_resnet_v2,94.160,5.840,98.600,1.400,55.84,299,0.897,bicubic
gluon_resnet152_v1c,94.160,5.840,98.640,1.360,60.21,224,0.875,bicubic
gmlp_s16_224,94.150,5.850,98.500,1.500,19.42,224,0.875,bicubic
regnety_064,94.150,5.850,98.740,1.260,30.58,224,0.875,bicubic
vit_base_patch16_sam_224,94.150,5.850,98.670,1.330,86.57,224,0.900,bicubic
efficientnet_b2_pruned,94.140,5.860,98.520,1.480,8.31,260,0.890,bicubic
dpn98,94.120,5.880,98.580,1.420,61.57,224,0.875,bicubic
efficientnet_b2_pruned,94.140,5.860,98.530,1.470,8.31,260,0.890,bicubic
regnety_064,94.140,5.860,98.730,1.270,30.58,224,0.875,bicubic
vit_base_patch16_sam_224,94.140,5.860,98.670,1.330,86.57,224,0.900,bicubic
regnetx_160,94.120,5.880,98.740,1.260,54.28,224,0.875,bicubic
nf_regnet_b1,94.120,5.880,98.620,1.380,10.22,288,0.900,bicubic
resnext50_32x4d,94.110,5.890,98.350,1.650,25.03,224,0.875,bicubic
nf_regnet_b1,94.120,5.880,98.630,1.370,10.22,288,0.900,bicubic
dpn98,94.110,5.890,98.580,1.420,61.57,224,0.875,bicubic
ese_vovnet39b,94.090,5.910,98.660,1.340,24.57,224,0.875,bicubic
gluon_resnet152_v1b,94.080,5.920,98.460,1.540,60.19,224,0.875,bicubic
xcit_tiny_24_p16_224,94.080,5.920,98.510,1.490,12.12,224,1.000,bicubic
coat_lite_mini,94.050,5.950,98.540,1.460,11.01,224,0.900,bicubic
xcit_tiny_24_p16_224,94.070,5.930,98.510,1.490,12.12,224,1.000,bicubic
coat_lite_mini,94.060,5.940,98.550,1.450,11.01,224,0.900,bicubic
eca_halonext26ts,94.050,5.950,98.500,1.500,10.76,256,0.940,bicubic
halonet26t,94.020,5.980,98.500,1.500,12.48,256,0.950,bicubic
resmlp_24_224,94.020,5.980,98.330,1.670,30.02,224,0.875,bicubic
hrnet_w64,94.010,5.990,98.620,1.380,128.06,224,0.875,bilinear
dpn131,93.990,6.010,98.720,1.280,79.25,224,0.875,bicubic
hrnet_w64,93.990,6.010,98.620,1.380,128.06,224,0.875,bilinear
halonet26t,93.980,6.020,98.490,1.510,12.48,256,0.950,bicubic
dla102x2,93.960,6.040,98.480,1.520,41.28,224,0.875,bilinear
hrnet_w48,93.940,6.060,98.610,1.390,77.47,224,0.875,bilinear
fbnetv3_b,93.960,6.040,98.630,1.370,8.60,256,0.950,bilinear
resnetblur50,93.950,6.050,98.580,1.420,25.56,224,0.875,bicubic
tf_efficientnetv2_b1,93.940,6.060,98.620,1.380,8.14,240,0.882,bicubic
resnetblur50,93.930,6.070,98.580,1.420,25.56,224,0.875,bicubic
tf_efficientnet_cc_b1_8e,93.920,6.080,98.250,1.750,39.72,240,0.882,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
regnety_040,93.860,6.140,98.640,1.360,20.65,224,0.875,bicubic
repvgg_b2g4,93.840,6.160,98.600,1.400,61.76,224,0.875,bilinear
efficientnet_em,93.840,6.160,98.810,1.190,6.90,240,0.882,bicubic
gluon_resnext50_32x4d,93.820,6.180,98.410,1.590,25.03,224,0.875,bicubic
lambda_resnet26t,93.820,6.180,98.650,1.350,10.96,256,0.940,bicubic
regnety_040,93.860,6.140,98.650,1.350,20.65,224,0.875,bicubic
repvgg_b2g4,93.840,6.160,98.590,1.410,61.76,224,0.875,bilinear
efficientnet_em,93.830,6.170,98.810,1.190,6.90,240,0.882,bicubic
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
eca_botnext26ts_256,93.790,6.210,98.500,1.500,10.59,256,0.950,bicubic
resnext101_32x8d,93.790,6.210,98.580,1.420,88.79,224,0.875,bilinear
gluon_resnet50_v1d,93.780,6.220,98.400,1.600,25.58,224,0.875,bicubic
xception65,93.770,6.230,98.360,1.640,39.92,299,0.903,bicubic
cspresnet50,93.750,6.250,98.630,1.370,21.62,256,0.887,bilinear
gluon_resnet101_v1b,93.730,6.270,98.400,1.600,44.55,224,0.875,bicubic
resnext101_32x8d,93.820,6.180,98.580,1.420,88.79,224,0.875,bilinear
gluon_resnext50_32x4d,93.810,6.190,98.410,1.590,25.03,224,0.875,bicubic
eca_botnext26ts_256,93.780,6.220,98.500,1.500,10.59,256,0.950,bicubic
gluon_resnet50_v1d,93.770,6.230,98.390,1.610,25.58,224,0.875,bicubic
xception65,93.760,6.240,98.370,1.630,39.92,299,0.903,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
cspresnet50,93.740,6.260,98.640,1.360,21.62,256,0.887,bilinear
legacy_seresnext50_32x4d,93.730,6.270,98.580,1.420,27.56,224,0.875,bilinear
wide_resnet101_2,93.720,6.280,98.540,1.460,126.89,224,0.875,bilinear
res2net101_26w_4s,93.720,6.280,98.320,1.680,45.21,224,0.875,bilinear
legacy_seresnext50_32x4d,93.720,6.280,98.580,1.420,27.56,224,0.875,bilinear
lambda_resnet26rpt_256,93.720,6.280,98.500,1.500,10.99,256,0.940,bicubic
tf_efficientnet_b1_ap,93.710,6.290,98.360,1.640,7.79,240,0.882,bicubic
dpn68b,93.680,6.320,98.530,1.470,12.61,224,0.875,bicubic
gluon_resnet101_v1c,93.660,6.340,98.410,1.590,44.57,224,0.875,bicubic
lambda_resnet26rpt_256,93.710,6.290,98.510,1.490,10.99,256,0.940,bicubic
dpn68b,93.690,6.310,98.520,1.480,12.61,224,0.875,bicubic
tf_efficientnet_b1_ap,93.690,6.310,98.360,1.640,7.79,240,0.882,bicubic
gluon_resnet101_v1c,93.660,6.340,98.420,1.580,44.57,224,0.875,bicubic
vit_tiny_patch16_384,93.650,6.350,98.600,1.400,5.79,384,1.000,bicubic
gluon_resnet50_v1s,93.630,6.370,98.470,1.530,25.68,224,0.875,bicubic
tf_efficientnet_b0_ns,93.620,6.380,98.640,1.360,5.29,224,0.875,bicubic
resnet33ts,93.600,6.400,98.530,1.470,19.68,256,0.900,bicubic
cait_xxs24_224,93.590,6.410,98.440,1.560,11.96,224,1.000,bicubic
hrnet_w44,93.580,6.420,98.700,1.300,67.06,224,0.875,bilinear
coat_tiny,93.580,6.420,98.410,1.590,5.50,224,0.900,bicubic
regnetx_040,93.550,6.450,98.560,1.440,22.12,224,0.875,bicubic
hrnet_w32,93.520,6.480,98.440,1.560,41.23,224,0.875,bilinear
eca_halonext26ts,93.510,6.490,98.280,1.720,10.76,256,0.940,bicubic
tf_efficientnet_b1,93.510,6.490,98.360,1.640,7.79,240,0.882,bicubic
dla102x,93.510,6.490,98.500,1.500,26.31,224,0.875,bilinear
tf_efficientnet_b0_ns,93.630,6.370,98.640,1.360,5.29,224,0.875,bicubic
gluon_resnet50_v1s,93.620,6.380,98.460,1.540,25.68,224,0.875,bicubic
cait_xxs24_224,93.600,6.400,98.440,1.560,11.96,224,1.000,bicubic
resnet33ts,93.600,6.400,98.540,1.460,19.68,256,0.900,bicubic
coat_tiny,93.590,6.410,98.420,1.580,5.50,224,0.900,bicubic
hrnet_w44,93.550,6.450,98.700,1.300,67.06,224,0.875,bilinear
regnetx_040,93.550,6.450,98.550,1.450,22.12,224,0.875,bicubic
hrnet_w32,93.530,6.470,98.460,1.540,41.23,224,0.875,bilinear
dla102x,93.520,6.480,98.510,1.490,26.31,224,0.875,bilinear
xcit_nano_12_p8_384_dist,93.520,6.480,98.540,1.460,3.05,384,1.000,bicubic
tf_efficientnet_b1,93.500,6.500,98.360,1.640,7.79,240,0.882,bicubic
botnet26t_256,93.500,6.500,98.300,1.700,12.49,256,0.950,bicubic
repvgg_b2,93.490,6.510,98.730,1.270,89.02,224,0.875,bilinear
hrnet_w40,93.490,6.510,98.590,1.410,57.56,224,0.875,bilinear
xcit_nano_12_p8_384_dist,93.480,6.520,98.520,1.480,3.05,384,1.000,bicubic
xception,93.480,6.520,98.530,1.470,22.86,299,0.897,bicubic
hrnet_w40,93.490,6.510,98.580,1.420,57.56,224,0.875,bilinear
resnet32ts,93.470,6.530,98.490,1.510,17.96,256,0.900,bicubic
gluon_inception_v3,93.460,6.540,98.560,1.440,23.83,299,0.875,bicubic
res2net50_26w_8s,93.430,6.570,98.180,1.820,48.40,224,0.875,bilinear
mixnet_l,93.430,6.570,98.220,1.780,7.33,224,0.875,bicubic
legacy_seresnet152,93.420,6.580,98.340,1.660,66.82,224,0.875,bilinear
xception41,93.410,6.590,98.420,1.580,26.97,299,0.903,bicubic
xception,93.470,6.530,98.530,1.470,22.86,299,0.897,bicubic
gluon_inception_v3,93.460,6.540,98.570,1.430,23.83,299,0.875,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,93.410,6.590,98.180,1.820,48.40,224,0.875,bilinear
res2net50_26w_6s,93.410,6.590,98.280,1.720,37.05,224,0.875,bilinear
legacy_seresnet152,93.400,6.600,98.340,1.660,66.82,224,0.875,bilinear
xcit_tiny_12_p16_224_dist,93.400,6.600,98.490,1.510,6.72,224,1.000,bicubic
res2net50_26w_6s,93.400,6.600,98.280,1.720,37.05,224,0.875,bilinear
resnest26d,93.360,6.640,98.640,1.360,17.07,224,0.875,bilinear
levit_128,93.340,6.660,98.380,1.620,9.21,224,0.900,bicubic
dla169,93.340,6.660,98.600,1.400,53.39,224,0.875,bilinear
dla169,93.340,6.660,98.590,1.410,53.39,224,0.875,bilinear
bat_resnext26ts,93.330,6.670,98.350,1.650,10.73,256,0.900,bicubic
levit_128,93.330,6.670,98.380,1.620,9.21,224,0.900,bicubic
repvgg_b1,93.330,6.670,98.510,1.490,57.42,224,0.875,bilinear
tf_inception_v3,93.330,6.670,98.040,1.960,23.83,299,0.875,bicubic
tv_resnet152,93.330,6.670,98.390,1.610,60.19,224,0.875,bilinear
tf_mixnet_l,93.310,6.690,98.030,1.970,7.33,224,0.875,bicubic
bat_resnext26ts,93.310,6.690,98.350,1.650,10.73,256,0.900,bicubic
legacy_seresnet101,93.300,6.700,98.500,1.500,49.33,224,0.875,bilinear
selecsls60b,93.290,6.710,98.280,1.720,32.77,224,0.875,bicubic
efficientnet_b1,93.240,6.760,98.290,1.710,7.79,256,1.000,bicubic
coat_lite_tiny,93.220,6.780,98.270,1.730,5.72,224,0.900,bicubic
efficientnet_es,93.200,6.800,98.400,1.600,5.44,224,0.875,bicubic
hrnet_w30,93.200,6.800,98.410,1.590,37.71,224,0.875,bilinear
tf_mixnet_l,93.320,6.680,98.030,1.970,7.33,224,0.875,bicubic
resnest26d,93.320,6.680,98.630,1.370,17.07,224,0.875,bilinear
tf_inception_v3,93.320,6.680,98.030,1.970,23.83,299,0.875,bicubic
tv_resnet152,93.310,6.690,98.390,1.610,60.19,224,0.875,bilinear
legacy_seresnet101,93.300,6.700,98.510,1.490,49.33,224,0.875,bilinear
selecsls60b,93.300,6.700,98.280,1.720,32.77,224,0.875,bicubic
efficientnet_b1,93.250,6.750,98.290,1.710,7.79,256,1.000,bicubic
coat_lite_tiny,93.230,6.770,98.260,1.740,5.72,224,0.900,bicubic
hrnet_w30,93.190,6.810,98.410,1.590,37.71,224,0.875,bilinear
dla60_res2net,93.180,6.820,98.420,1.580,20.85,224,0.875,bilinear
dla60_res2next,93.180,6.820,98.410,1.590,17.03,224,0.875,bilinear
dla60_res2net,93.160,6.840,98.410,1.590,20.85,224,0.875,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
regnetx_032,93.120,6.880,98.390,1.610,15.30,224,0.875,bicubic
pit_xs_224,93.120,6.880,98.320,1.680,10.62,224,0.900,bicubic
pit_xs_224,93.110,6.890,98.320,1.680,10.62,224,0.900,bicubic
tf_efficientnetv2_b0,93.110,6.890,98.390,1.610,7.14,224,0.875,bicubic
dla60x,93.090,6.910,98.490,1.510,17.35,224,0.875,bilinear
dla102,93.080,6.920,98.540,1.460,33.27,224,0.875,bilinear
gluon_resnet50_v1c,93.030,6.970,98.370,1.630,25.58,224,0.875,bicubic
regnety_016,93.030,6.970,98.360,1.640,11.20,224,0.875,bicubic
dla102,93.060,6.940,98.550,1.450,33.27,224,0.875,bilinear
rexnet_100,93.030,6.970,98.190,1.810,4.80,224,0.875,bicubic
regnety_016,93.030,6.970,98.360,1.640,11.20,224,0.875,bicubic
gluon_resnet50_v1c,93.030,6.970,98.390,1.610,25.58,224,0.875,bicubic
selecsls60,93.020,6.980,98.310,1.690,30.67,224,0.875,bicubic
repvgg_b1g4,93.000,7.000,98.430,1.570,39.97,224,0.875,bilinear
legacy_seresnet50,92.950,7.050,98.190,1.810,28.09,224,0.875,bilinear
repvgg_b1g4,92.980,7.020,98.430,1.570,39.97,224,0.875,bilinear
legacy_seresnet50,92.960,7.040,98.190,1.810,28.09,224,0.875,bilinear
hardcorenas_f,92.950,7.050,98.160,1.840,8.20,224,0.875,bilinear
tf_efficientnet_em,92.950,7.050,98.210,1.790,6.90,240,0.882,bicubic
crossvit_9_dagger_240,92.920,7.080,98.250,1.750,8.78,240,0.875,bicubic
adv_inception_v3,92.890,7.110,98.130,1.870,23.83,299,0.875,bicubic
res2next50,92.850,7.150,98.180,1.820,24.67,224,0.875,bilinear
gmixer_24_224,92.840,7.160,97.880,2.120,24.72,224,0.875,bicubic
tf_efficientnet_em,92.930,7.070,98.200,1.800,6.90,240,0.882,bicubic
adv_inception_v3,92.890,7.110,98.140,1.860,23.83,299,0.875,bicubic
crossvit_9_dagger_240,92.890,7.110,98.230,1.770,8.78,240,0.875,bicubic
res2next50,92.860,7.140,98.190,1.810,24.67,224,0.875,bilinear
gmixer_24_224,92.830,7.170,97.880,2.120,24.72,224,0.875,bicubic
resmlp_12_distilled_224,92.830,7.170,98.140,1.860,15.35,224,0.875,bicubic
tf_efficientnet_cc_b0_8e,92.820,7.180,98.180,1.820,24.01,224,0.875,bicubic
seresnext26t_32x4d,92.810,7.190,98.370,1.630,16.81,224,0.875,bicubic
tv_resnet101,92.810,7.190,98.230,1.770,44.55,224,0.875,bilinear
tf_efficientnet_cc_b0_8e,92.830,7.170,98.180,1.820,24.01,224,0.875,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
gcresnext26ts,92.770,7.230,98.270,1.730,10.48,256,0.900,bicubic
tv_resnext50_32x4d,92.760,7.240,98.280,1.720,25.03,224,0.875,bilinear
densenet201,92.750,7.250,98.240,1.760,20.01,224,0.875,bicubic
resnet26t,92.750,7.250,98.240,1.760,16.01,256,0.940,bicubic
seresnext26d_32x4d,92.740,7.260,98.150,1.850,16.81,224,0.875,bicubic
inception_v3,92.720,7.280,97.960,2.040,23.83,299,0.875,bicubic
res2net50_14w_8s,92.720,7.280,98.190,1.810,25.06,224,0.875,bilinear
resnet34d,92.700,7.300,98.300,1.700,21.82,224,0.875,bicubic
seresnext26ts,92.680,7.320,98.300,1.700,10.39,256,0.900,bicubic
efficientnet_b0,92.670,7.330,98.080,1.920,5.29,224,0.875,bicubic
eca_resnext26ts,92.660,7.340,98.260,1.740,10.30,256,0.900,bicubic
tf_efficientnet_lite2,92.660,7.340,98.230,1.770,6.09,260,0.890,bicubic
legacy_seresnext26_32x4d,92.630,7.370,98.120,1.880,16.79,224,0.875,bicubic
tf_efficientnet_cc_b0_4e,92.620,7.380,98.080,1.920,13.31,224,0.875,bicubic
tf_efficientnet_lite1,92.620,7.380,98.080,1.920,5.42,240,0.882,bicubic
hardcorenas_e,92.580,7.420,98.110,1.890,8.07,224,0.875,bilinear
res2net50_48w_2s,92.550,7.450,98.080,1.920,25.29,224,0.875,bilinear
gluon_resnet50_v1b,92.540,7.460,98.190,1.810,25.56,224,0.875,bicubic
densenet161,92.500,7.500,98.290,1.710,28.68,224,0.875,bicubic
xcit_tiny_12_p16_224,92.490,7.510,98.250,1.750,6.72,224,1.000,bicubic
res2net50_26w_4s,92.480,7.520,98.070,1.930,25.70,224,0.875,bilinear
mixnet_m,92.440,7.560,97.870,2.130,5.01,224,0.875,bicubic
convmixer_1024_20_ks9_p14,92.430,7.570,98.270,1.730,24.38,224,0.960,bicubic
hardcorenas_d,92.420,7.580,98.070,1.930,7.50,224,0.875,bilinear
densenet201,92.750,7.250,98.230,1.770,20.01,224,0.875,bicubic
resnet26t,92.750,7.250,98.230,1.770,16.01,256,0.940,bicubic
tv_resnext50_32x4d,92.750,7.250,98.270,1.730,25.03,224,0.875,bilinear
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
seresnext26d_32x4d,92.690,7.310,98.150,1.850,16.81,224,0.875,bicubic
seresnext26ts,92.690,7.310,98.290,1.710,10.39,256,0.900,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
tf_efficientnet_lite1,92.620,7.380,98.070,1.930,5.42,240,0.882,bicubic
eca_resnext26ts,92.610,7.390,98.260,1.740,10.30,256,0.900,bicubic
tf_efficientnet_cc_b0_4e,92.600,7.400,98.080,1.920,13.31,224,0.875,bicubic
hardcorenas_e,92.570,7.430,98.110,1.890,8.07,224,0.875,bilinear
gluon_resnet50_v1b,92.540,7.460,98.170,1.830,25.56,224,0.875,bicubic
res2net50_48w_2s,92.540,7.460,98.090,1.910,25.29,224,0.875,bilinear
xcit_tiny_12_p16_224,92.500,7.500,98.240,1.760,6.72,224,1.000,bicubic
densenet161,92.490,7.510,98.290,1.710,28.68,224,0.875,bicubic
res2net50_26w_4s,92.490,7.510,98.060,1.940,25.70,224,0.875,bilinear
tinynet_a,92.440,7.560,98.080,1.920,6.19,192,0.875,bicubic
mixnet_m,92.430,7.570,97.870,2.130,5.01,224,0.875,bicubic
convmixer_1024_20_ks9_p14,92.420,7.580,98.270,1.730,24.38,224,0.960,bicubic
hardcorenas_d,92.400,7.600,98.070,1.930,7.50,224,0.875,bilinear
mobilenetv2_120d,92.400,7.600,98.050,1.950,5.83,224,0.875,bicubic
skresnet34,92.380,7.620,98.140,1.860,22.28,224,0.875,bicubic
skresnet34,92.390,7.610,98.150,1.850,22.28,224,0.875,bicubic
tf_mixnet_m,92.330,7.670,97.890,2.110,5.01,224,0.875,bicubic
hrnet_w18,92.310,7.690,98.250,1.750,21.30,224,0.875,bilinear
selecsls42b,92.300,7.700,98.140,1.860,32.46,224,0.875,bicubic
mobilenetv3_large_100_miil,92.270,7.730,97.640,2.360,5.48,224,0.875,bilinear
ese_vovnet19b_dw,92.270,7.730,98.100,1.900,6.54,224,0.875,bicubic
tf_efficientnet_b0,92.230,7.770,98.000,2.000,5.29,224,0.875,bicubic
tf_efficientnet_b0_ap,92.220,7.780,98.020,1.980,5.29,224,0.875,bicubic
dla60,92.220,7.780,98.110,1.890,22.04,224,0.875,bilinear
resmlp_12_224,92.190,7.810,98.160,1.840,15.35,224,0.875,bicubic
hrnet_w18,92.320,7.680,98.250,1.750,21.30,224,0.875,bilinear
ese_vovnet19b_dw,92.280,7.720,98.090,1.910,6.54,224,0.875,bicubic
selecsls42b,92.280,7.720,98.140,1.860,32.46,224,0.875,bicubic
mobilenetv3_large_100_miil,92.260,7.740,97.640,2.360,5.48,224,0.875,bilinear
tf_efficientnet_b0,92.260,7.740,98.000,2.000,5.29,224,0.875,bicubic
dla60,92.230,7.770,98.110,1.890,22.04,224,0.875,bilinear
resmlp_12_224,92.210,7.790,98.160,1.840,15.35,224,0.875,bicubic
tf_efficientnet_b0_ap,92.200,7.800,98.020,1.980,5.29,224,0.875,bicubic
regnetx_016,92.160,7.840,98.210,1.790,9.19,224,0.875,bicubic
gernet_s,92.140,7.860,98.190,1.810,8.17,224,0.875,bilinear
xcit_nano_12_p8_224_dist,92.100,7.900,98.160,1.840,3.05,224,1.000,bicubic
resnet26d,92.050,7.950,97.960,2.040,16.01,224,0.875,bicubic
vit_small_patch32_224,92.030,7.970,98.230,1.770,22.88,224,0.900,bicubic
vit_tiny_r_s16_p8_384,92.030,7.970,98.290,1.710,6.36,384,1.000,bicubic
dpn68,92.020,7.980,98.040,1.960,12.61,224,0.875,bicubic
resnet26d,92.070,7.930,97.970,2.030,16.01,224,0.875,bicubic
vit_small_patch32_224,92.040,7.960,98.230,1.770,22.88,224,0.900,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
hardcorenas_c,92.020,7.980,97.840,2.160,5.52,224,0.875,bilinear
tf_efficientnet_es,91.990,8.010,97.870,2.130,5.44,224,0.875,bicubic
levit_128s,91.950,8.050,98.060,1.940,7.78,224,0.900,bicubic
tf_efficientnet_es,91.980,8.020,97.870,2.130,5.44,224,0.875,bicubic
levit_128s,91.960,8.040,98.060,1.940,7.78,224,0.900,bicubic
repvgg_a2,91.940,8.060,98.150,1.850,28.21,224,0.875,bilinear
densenet169,91.910,8.090,98.100,1.900,14.15,224,0.875,bicubic
densenetblur121d,91.910,8.090,98.090,1.910,8.00,224,0.875,bicubic
tv_resnet50,91.890,8.110,98.040,1.960,25.56,224,0.875,bilinear
mixer_b16_224,91.860,8.140,97.230,2.770,59.88,224,0.875,bicubic
resnext26ts,91.860,8.140,97.930,2.070,10.30,256,0.900,bicubic
xcit_nano_12_p16_384_dist,91.830,8.170,98.010,1.990,3.05,384,1.000,bicubic
mobilenetv2_140,91.830,8.170,97.860,2.140,6.11,224,0.875,bicubic
mixnet_s,91.820,8.180,97.690,2.310,4.13,224,0.875,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_resnet50,91.880,8.120,98.040,1.960,25.56,224,0.875,bilinear
resnext26ts,91.870,8.130,97.920,2.080,10.30,256,0.900,bicubic
mixer_b16_224,91.860,8.140,97.250,2.750,59.88,224,0.875,bicubic
mobilenetv2_140,91.840,8.160,97.850,2.150,6.11,224,0.875,bicubic
mixnet_s,91.830,8.170,97.690,2.310,4.13,224,0.875,bicubic
xcit_nano_12_p16_384_dist,91.830,8.170,98.020,1.980,3.05,384,1.000,bicubic
hardcorenas_b,91.780,8.220,97.780,2.220,5.18,224,0.875,bilinear
vit_tiny_patch16_224,91.760,8.240,98.040,1.960,5.72,224,0.900,bicubic
hardcorenas_b,91.740,8.260,97.780,2.220,5.18,224,0.875,bilinear
resnest14d,91.730,8.270,97.870,2.130,10.61,224,0.875,bilinear
regnety_008,91.710,8.290,98.180,1.820,6.26,224,0.875,bicubic
densenet121,91.570,8.430,98.030,1.970,7.98,224,0.875,bicubic
tf_mixnet_s,91.510,8.490,97.610,2.390,4.13,224,0.875,bicubic
repvgg_b0,91.450,8.550,97.980,2.020,15.82,224,0.875,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,91.510,8.490,97.620,2.380,4.13,224,0.875,bicubic
repvgg_b0,91.420,8.580,97.990,2.010,15.82,224,0.875,bilinear
regnety_006,91.380,8.620,97.710,2.290,6.06,224,0.875,bicubic
mobilenetv3_large_100,91.340,8.660,97.710,2.290,5.48,224,0.875,bicubic
hardcorenas_a,91.340,8.660,97.860,2.140,5.26,224,0.875,bilinear
semnasnet_100,91.280,8.720,97.570,2.430,3.89,224,0.875,bicubic
tf_mobilenetv3_large_100,91.230,8.770,97.660,2.340,5.48,224,0.875,bilinear
hardcorenas_a,91.350,8.650,97.860,2.140,5.26,224,0.875,bilinear
mobilenetv3_large_100,91.330,8.670,97.710,2.290,5.48,224,0.875,bicubic
semnasnet_100,91.270,8.730,97.560,2.440,3.89,224,0.875,bicubic
tf_mobilenetv3_large_100,91.240,8.760,97.660,2.340,5.48,224,0.875,bilinear
mobilenetv3_rw,91.210,8.790,97.660,2.340,5.48,224,0.875,bicubic
efficientnet_es_pruned,91.190,8.810,97.740,2.260,5.44,224,0.875,bicubic
hrnet_w18_small_v2,91.190,8.810,97.900,2.100,15.60,224,0.875,bilinear
efficientnet_lite0,91.140,8.860,97.630,2.370,4.65,224,0.875,bicubic
resnet26,91.130,8.870,97.740,2.260,16.00,224,0.875,bicubic
resnet34,91.120,8.880,97.630,2.370,21.80,224,0.875,bilinear
efficientnet_es_pruned,91.180,8.820,97.750,2.250,5.44,224,0.875,bicubic
efficientnet_lite0,91.130,8.870,97.620,2.380,4.65,224,0.875,bicubic
resnet34,91.130,8.870,97.620,2.380,21.80,224,0.875,bilinear
resnet26,91.120,8.880,97.750,2.250,16.00,224,0.875,bicubic
regnetx_008,91.050,8.950,97.710,2.290,7.26,224,0.875,bicubic
tf_efficientnet_lite0,91.050,8.950,97.570,2.430,4.65,224,0.875,bicubic
xcit_nano_12_p8_224,90.990,9.010,97.800,2.200,3.05,224,1.000,bicubic
gluon_resnet34_v1b,90.990,9.010,97.650,2.350,21.80,224,0.875,bicubic
mobilenetv2_110d,90.970,9.030,97.560,2.440,4.52,224,0.875,bicubic
tf_efficientnet_lite0,91.050,8.950,97.590,2.410,4.65,224,0.875,bicubic
xcit_nano_12_p8_224,91.010,8.990,97.800,2.200,3.05,224,1.000,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,90.930,9.070,97.670,2.330,3.73,188,0.875,bicubic
legacy_seresnet34,90.900,9.100,97.580,2.420,21.96,224,0.875,bilinear
tv_densenet121,90.900,9.100,97.700,2.300,7.98,224,0.875,bicubic
pit_ti_distilled_224,90.880,9.120,97.720,2.280,5.10,224,0.900,bicubic
dla34,90.770,9.230,97.650,2.350,15.74,224,0.875,bilinear
deit_tiny_distilled_patch16_224,90.730,9.270,97.580,2.420,5.91,224,0.900,bicubic
fbnetc_100,90.720,9.280,97.210,2.790,5.57,224,0.875,bilinear
swsl_resnet18,90.680,9.320,97.710,2.290,11.69,224,0.875,bilinear
crossvit_9_240,90.660,9.340,97.740,2.260,8.55,240,0.875,bicubic
convit_tiny,90.610,9.390,97.730,2.270,5.71,224,0.875,bicubic
pit_ti_distilled_224,90.900,9.100,97.710,2.290,5.10,224,0.900,bicubic
tv_densenet121,90.890,9.110,97.710,2.290,7.98,224,0.875,bicubic
dla34,90.770,9.230,97.660,2.340,15.74,224,0.875,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
crossvit_9_240,90.640,9.360,97.740,2.260,8.55,240,0.875,bicubic
convit_tiny,90.640,9.360,97.740,2.260,5.71,224,0.875,bicubic
mnasnet_100,90.510,9.490,97.470,2.530,4.38,224,0.875,bicubic
regnety_004,90.480,9.520,97.560,2.440,4.34,224,0.875,bicubic
regnety_004,90.490,9.510,97.540,2.460,4.34,224,0.875,bicubic
regnetx_006,90.350,9.650,97.430,2.570,6.20,224,0.875,bicubic
spnasnet_100,90.350,9.650,97.190,2.810,4.42,224,0.875,bilinear
regnetx_006,90.320,9.680,97.430,2.570,6.20,224,0.875,bicubic
crossvit_tiny_240,90.250,9.750,97.610,2.390,7.01,240,0.875,bicubic
ssl_resnet18,90.230,9.770,97.560,2.440,11.69,224,0.875,bilinear
vgg19_bn,90.100,9.900,97.580,2.420,143.68,224,0.875,bilinear
crossvit_tiny_240,90.250,9.750,97.590,2.410,7.01,240,0.875,bicubic
ssl_resnet18,90.220,9.780,97.550,2.450,11.69,224,0.875,bilinear
vgg16_bn,90.090,9.910,97.370,2.630,138.37,224,0.875,bilinear
vgg19_bn,90.080,9.920,97.580,2.420,143.68,224,0.875,bilinear
semnasnet_075,90.080,9.920,97.430,2.570,2.91,224,0.875,bicubic
ghostnet_100,90.030,9.970,97.370,2.630,5.18,224,0.875,bilinear
pit_ti_224,89.930,10.070,97.440,2.560,4.85,224,0.900,bicubic
tv_resnet34,89.920,10.080,97.340,2.660,21.80,224,0.875,bilinear
pit_ti_224,89.950,10.050,97.450,2.550,4.85,224,0.900,bicubic
tv_resnet34,89.930,10.070,97.340,2.660,21.80,224,0.875,bilinear
vit_base_patch32_sam_224,89.750,10.250,97.000,3.000,88.22,224,0.900,bicubic
tf_mobilenetv3_large_075,89.710,10.290,97.220,2.780,3.99,224,0.875,bilinear
tf_mobilenetv3_large_075,89.680,10.320,97.210,2.790,3.99,224,0.875,bilinear
xcit_nano_12_p16_224_dist,89.680,10.320,97.090,2.910,3.05,224,1.000,bicubic
deit_tiny_patch16_224,89.670,10.330,97.440,2.560,5.72,224,0.900,bicubic
skresnet18,89.660,10.340,97.220,2.780,11.96,224,0.875,bicubic
skresnet18,89.660,10.340,97.230,2.770,11.96,224,0.875,bicubic
mobilenetv2_100,89.610,10.390,97.150,2.850,3.50,224,0.875,bicubic
resnet18d,89.290,10.710,97.140,2.860,11.71,224,0.875,bicubic
vit_tiny_r_s16_p8_224,89.190,10.810,97.230,2.770,6.34,224,0.900,bicubic
vgg19,89.060,10.940,96.870,3.130,143.67,224,0.875,bilinear
hrnet_w18_small,89.060,10.940,97.100,2.900,13.19,224,0.875,bilinear
tf_mobilenetv3_large_minimal_100,88.950,11.050,96.870,3.130,3.92,224,0.875,bilinear
legacy_seresnet18,88.880,11.120,96.970,3.030,11.78,224,0.875,bicubic
regnetx_004,88.880,11.120,97.120,2.880,5.16,224,0.875,bicubic
vgg13_bn,88.780,11.220,96.970,3.030,133.05,224,0.875,bilinear
xcit_nano_12_p16_224,88.590,11.410,96.790,3.210,3.05,224,1.000,bicubic
resnet18d,89.270,10.730,97.140,2.860,11.71,224,0.875,bicubic
vit_tiny_r_s16_p8_224,89.170,10.830,97.230,2.770,6.34,224,0.900,bicubic
hrnet_w18_small,89.050,10.950,97.110,2.890,13.19,224,0.875,bilinear
vgg19,89.040,10.960,96.870,3.130,143.67,224,0.875,bilinear
tf_mobilenetv3_large_minimal_100,88.960,11.040,96.860,3.140,3.92,224,0.875,bilinear
regnetx_004,88.900,11.100,97.120,2.880,5.16,224,0.875,bicubic
legacy_seresnet18,88.880,11.120,96.980,3.020,11.78,224,0.875,bicubic
lcnet_100,88.790,11.210,96.730,3.270,2.95,224,0.875,bicubic
vgg13_bn,88.760,11.240,96.970,3.030,133.05,224,0.875,bilinear
xcit_nano_12_p16_224,88.610,11.390,96.790,3.210,3.05,224,1.000,bicubic
vgg16,88.550,11.450,96.790,3.210,138.36,224,0.875,bilinear
gluon_resnet18_v1b,88.380,11.620,96.700,3.300,11.69,224,0.875,bicubic
vgg11_bn,87.520,12.480,96.810,3.190,132.87,224,0.875,bilinear
resnet18,87.370,12.630,96.260,3.740,11.69,224,0.875,bilinear
regnety_002,87.360,12.640,96.570,3.430,3.16,224,0.875,bicubic
mixer_l16_224,87.160,12.840,93.530,6.470,208.20,224,0.875,bicubic
vgg13,87.030,12.970,96.310,3.690,133.05,224,0.875,bilinear
vgg11,86.580,13.420,96.290,3.710,132.86,224,0.875,bilinear
dla60x_c,86.280,13.720,96.160,3.840,1.32,224,0.875,bilinear
regnetx_002,86.200,13.800,95.970,4.030,2.68,224,0.875,bicubic
tf_mobilenetv3_small_100,85.210,14.790,95.780,4.220,2.54,224,0.875,bilinear
dla46x_c,84.250,15.750,95.280,4.720,1.07,224,0.875,bilinear
dla46_c,83.640,16.360,94.910,5.090,1.30,224,0.875,bilinear
tf_mobilenetv3_small_075,83.480,16.520,94.800,5.200,2.04,224,0.875,bilinear
tf_mobilenetv3_small_minimal_100,81.390,18.610,93.670,6.330,2.04,224,0.875,bilinear
gluon_resnet18_v1b,88.400,11.600,96.680,3.320,11.69,224,0.875,bicubic
tinynet_c,87.770,12.230,96.370,3.630,2.46,184,0.875,bicubic
vgg11_bn,87.500,12.500,96.820,3.180,132.87,224,0.875,bilinear
resnet18,87.390,12.610,96.290,3.710,11.69,224,0.875,bilinear
regnety_002,87.380,12.620,96.590,3.410,3.16,224,0.875,bicubic
mixer_l16_224,87.150,12.850,93.510,6.490,208.20,224,0.875,bicubic
vgg13,87.050,12.950,96.320,3.680,133.05,224,0.875,bilinear
vgg11,86.550,13.450,96.280,3.720,132.86,224,0.875,bilinear
dla60x_c,86.290,13.710,96.160,3.840,1.32,224,0.875,bilinear
regnetx_002,86.190,13.810,95.980,4.020,2.68,224,0.875,bicubic
lcnet_075,85.990,14.010,95.680,4.320,2.36,224,0.875,bicubic
tf_mobilenetv3_small_100,85.210,14.790,95.770,4.230,2.54,224,0.875,bilinear
tinynet_d,84.750,15.250,95.180,4.820,2.34,152,0.875,bicubic
dla46x_c,84.250,15.750,95.270,4.730,1.07,224,0.875,bilinear
mnasnet_small,83.990,16.010,94.920,5.080,2.03,224,0.875,bicubic
mobilenetv2_050,83.890,16.110,94.710,5.290,1.97,224,0.875,bicubic
dla46_c,83.650,16.350,94.920,5.080,1.30,224,0.875,bilinear
tf_mobilenetv3_small_075,83.510,16.490,94.800,5.200,2.04,224,0.875,bilinear
lcnet_050,81.780,18.220,93.710,6.290,1.88,224,0.875,bicubic
tf_mobilenetv3_small_minimal_100,81.380,18.620,93.670,6.330,2.04,224,0.875,bilinear
tinynet_e,78.900,21.100,92.560,7.440,2.04,106,0.875,bicubic

1 model top1 top1_err top5 top5_err param_count img_size cropt_pct interpolation
2 beit_large_patch16_512 98.560 1.440 99.840 0.160 305.67 512 1.000 bicubic
3 tf_efficientnet_l2_ns 98.540 98.550 1.460 1.450 99.820 0.180 480.31 800 0.960 bicubic
4 beit_large_patch16_384 98.500 98.520 1.500 1.480 99.820 0.180 305.00 384 1.000 bicubic
5 tf_efficientnet_l2_ns_475 98.490 98.500 1.510 1.500 99.830 0.170 480.31 475 0.936 bicubic
6 convnext_xlarge_384_in22ft1k 98.350 1.650 99.800 0.200 350.20 384 1.000 bicubic
7 convnext_large_384_in22ft1k 98.220 1.780 99.730 0.270 197.77 384 1.000 bicubic
8 vit_large_patch16_384 98.210 1.790 99.800 0.200 304.72 384 1.000 bicubic
9 beit_large_patch16_224 98.170 98.180 1.830 1.820 99.760 0.240 304.43 224 0.900 bicubic
10 swin_large_patch4_window12_384 98.020 98.040 1.980 1.960 99.690 0.310 196.74 384 1.000 bicubic
11 tf_efficientnet_b7_ns convnext_base_384_in22ft1k 97.880 97.950 2.120 2.050 99.720 99.650 0.280 0.350 66.35 88.59 600 384 0.949 1.000 bicubic
12 swin_base_patch4_window12_384 convnext_xlarge_in22ft1k 97.870 97.920 2.130 2.080 99.710 99.680 0.290 0.320 87.90 350.20 384 224 1.000 0.875 bicubic
13 tf_efficientnet_b7_ns 97.910 2.090 99.720 0.280 66.35 600 0.949 bicubic
14 swin_base_patch4_window12_384 97.890 2.110 99.710 0.290 87.90 384 1.000 bicubic
15 vit_large_r50_s32_384 97.860 2.140 99.670 0.330 329.09 384 1.000 bicubic
16 beit_base_patch16_384 vit_base_patch16_384 97.830 97.840 2.170 2.160 99.700 99.670 0.300 0.330 86.74 86.86 384 1.000 bicubic
17 vit_base_patch16_384 convnext_large_in22ft1k 97.830 2.170 99.670 99.690 0.330 0.310 86.86 197.77 384 224 1.000 0.875 bicubic
18 tf_efficientnetv2_l_in21ft1k beit_base_patch16_384 97.680 97.810 2.320 2.190 99.670 99.700 0.330 0.300 118.52 86.74 480 384 1.000 bicubic
19 tf_efficientnetv2_xl_in21ft1k tf_efficientnetv2_l_in21ft1k 97.670 97.700 2.330 2.300 99.490 99.670 0.510 0.330 208.12 118.52 512 480 1.000 bicubic
20 swin_large_patch4_window7_224 97.660 97.650 2.340 2.350 99.580 0.420 196.53 224 0.900 bicubic
21 tf_efficientnetv2_xl_in21ft1k 97.650 2.350 99.490 0.510 208.12 512 1.000 bicubic
22 vit_large_patch16_224 97.640 2.360 99.590 0.410 304.33 224 0.900 bicubic
ig_resnext101_32x48d 97.640 2.360 99.710 0.290 828.41 224 0.875 bilinear
23 tf_efficientnet_b6_ns 97.630 2.370 99.580 0.420 43.04 528 0.942 bicubic
24 dm_nfnet_f6 ig_resnext101_32x48d 97.610 97.620 2.390 2.380 99.550 99.710 0.450 0.290 438.36 828.41 576 224 0.956 0.875 bicubic bilinear
25 dm_nfnet_f4 dm_nfnet_f6 97.570 97.600 2.430 2.400 99.510 99.550 0.490 0.450 316.07 438.36 512 576 0.951 0.956 bicubic
26 dm_nfnet_f4 97.580 2.420 99.510 0.490 316.07 512 0.951 bicubic
27 vit_base_patch8_224 97.580 2.420 99.670 0.330 86.58 224 0.900 bicubic
28 dm_nfnet_f5 97.540 2.460 99.570 0.430 377.21 544 0.954 bicubic
29 xcit_large_24_p8_384_dist 97.530 97.520 2.470 2.480 99.540 0.460 188.93 384 1.000 bicubic
30 xcit_large_24_p16_384_dist 97.530 97.520 2.470 2.480 99.480 0.520 189.10 384 1.000 bicubic
31 resnetv2_152x4_bitm tf_efficientnet_b5_ns 97.490 97.500 2.510 2.500 99.620 99.630 0.380 0.370 936.53 30.39 480 456 1.000 0.934 bilinear bicubic
32 tf_efficientnet_b5_ns resnetv2_152x4_bitm 97.490 2.510 99.630 99.610 0.370 0.390 30.39 936.53 456 480 0.934 1.000 bicubic bilinear
33 cait_m48_448 97.480 2.520 99.550 0.450 356.46 448 1.000 bicubic
34 tf_efficientnetv2_m_in21ft1k 97.480 2.520 99.530 0.470 54.14 480 1.000 bicubic
35 convnext_base_in22ft1k 97.470 2.530 99.610 0.390 88.59 224 0.875 bicubic
36 cait_m36_384 97.400 2.600 99.510 0.490 271.22 384 1.000 bicubic
37 ig_resnext101_32x32d 97.360 97.370 2.640 2.630 99.680 0.320 468.53 224 0.875 bilinear
38 dm_nfnet_f3 97.350 2.650 99.560 0.440 254.92 416 0.940 bicubic
39 cait_s36_384 97.340 97.330 2.660 2.670 99.530 0.470 68.37 384 1.000 bicubic
40 xcit_medium_24_p8_384_dist 97.300 97.290 2.700 2.710 99.510 0.490 84.32 384 1.000 bicubic
41 tf_efficientnetv2_l 97.280 2.720 99.550 0.450 118.52 480 1.000 bicubic
42 xcit_medium_24_p16_384_dist 97.280 2.720 99.460 0.540 84.40 384 1.000 bicubic
43 tf_efficientnetv2_l swin_base_patch4_window7_224 97.270 97.250 2.730 2.750 99.550 99.530 0.450 0.470 118.52 87.77 480 224 1.000 0.900 bicubic
44 swin_base_patch4_window7_224 xcit_small_24_p8_384_dist 97.260 97.240 2.740 2.760 99.530 99.610 0.470 0.390 87.77 47.63 224 384 0.900 1.000 bicubic
xcit_small_24_p8_384_dist 97.250 2.750 99.610 0.390 47.63 384 1.000 bicubic
45 xcit_small_12_p8_384_dist 97.230 2.770 99.480 0.520 26.21 384 1.000 bicubic
tf_efficientnet_b8 97.210 2.790 99.500 0.500 87.41 672 0.954 bicubic
46 swsl_resnext101_32x8d 97.200 2.800 99.570 0.430 88.79 224 0.875 bilinear
47 tf_efficientnet_b7_ap 97.200 2.800 99.540 0.460 66.35 600 0.949 bicubic
48 tf_efficientnet_b8 97.200 2.800 99.500 0.500 87.41 672 0.954 bicubic
49 regnetz_e8 97.200 2.800 99.500 0.500 57.70 320 1.000 bicubic
50 vit_base_r50_s16_384 97.180 2.820 99.560 0.440 98.95 384 1.000 bicubic
51 tf_efficientnetv2_m 97.140 2.860 99.410 0.590 54.14 480 1.000 bicubic
52 xcit_small_24_p16_384_dist 97.130 97.120 2.870 2.880 99.450 99.460 0.550 0.540 47.67 384 1.000 bicubic
53 tf_efficientnet_b8_ap 97.110 2.890 99.660 0.340 87.41 672 0.954 bicubic
54 eca_nfnet_l2 97.090 2.910 99.510 0.490 56.72 384 1.000 bicubic
55 ecaresnet269d beit_base_patch16_224 97.090 2.910 99.470 99.610 0.530 0.390 102.09 86.53 352 224 1.000 0.900 bicubic
56 cait_s24_384 ecaresnet269d 97.080 2.920 99.430 99.470 0.570 0.530 47.06 102.09 384 352 1.000 bicubic
57 tf_efficientnet_b6_ap 97.080 2.920 99.620 0.380 43.04 528 0.942 bicubic
58 beit_base_patch16_224 cait_s24_384 97.080 97.070 2.920 2.930 99.610 99.430 0.390 0.570 86.53 47.06 224 384 0.900 1.000 bicubic
59 xcit_large_24_p8_224_dist 97.060 97.070 2.940 2.930 99.420 0.580 188.93 224 1.000 bicubic
60 resnetv2_152x2_bitm dm_nfnet_f2 97.030 97.020 2.970 2.980 99.590 99.440 0.410 0.560 236.34 193.78 448 352 1.000 0.920 bilinear bicubic
61 dm_nfnet_f2 resnetv2_152x2_bitm 97.030 97.010 2.970 2.990 99.440 99.590 0.560 0.410 193.78 236.34 352 448 0.920 1.000 bicubic bilinear
resnetv2_101x3_bitm 97.020 2.980 99.490 0.510 387.93 448 1.000 bilinear
62 tf_efficientnet_b7 97.010 2.990 99.520 0.480 66.35 600 0.949 bicubic
63 efficientnetv2_rw_m resnetv2_101x3_bitm 96.990 3.010 99.530 99.490 0.470 0.510 53.24 387.93 416 448 1.000 bicubic bilinear
64 deit_base_distilled_patch16_384 efficientnetv2_rw_m 96.970 96.980 3.030 3.020 99.490 99.530 0.510 0.470 87.63 53.24 384 416 1.000 bicubic
65 xcit_small_12_p16_384_dist deit_base_distilled_patch16_384 96.940 96.960 3.060 3.040 99.400 99.480 0.600 0.520 26.25 87.63 384 1.000 bicubic
66 tf_efficientnet_b4_ns 96.930 96.950 3.070 3.050 99.580 0.420 19.34 380 0.922 bicubic
67 xcit_medium_24_p8_224_dist xcit_small_12_p16_384_dist 96.930 3.070 99.390 99.400 0.610 0.600 84.32 26.25 224 384 1.000 bicubic
68 resnetrs420 96.910 96.920 3.090 3.080 99.460 0.540 191.89 416 1.000 bicubic
69 dm_nfnet_f1 xcit_medium_24_p8_224_dist 96.890 96.920 3.110 3.080 99.410 99.390 0.590 0.610 132.63 84.32 320 224 0.910 1.000 bicubic
70 vit_base_patch16_224 dm_nfnet_f1 96.870 96.910 3.130 3.090 99.530 99.410 0.470 0.590 86.57 132.63 224 320 0.900 0.910 bicubic
71 vit_base_patch16_224 96.880 3.120 99.530 0.470 86.57 224 0.900 bicubic
72 xcit_small_24_p8_224_dist 96.870 3.130 99.480 0.520 47.63 224 1.000 bicubic
73 ig_resnext101_32x16d resnetv2_152x2_bit_teacher_384 96.820 96.830 3.180 3.170 99.600 99.450 0.400 0.550 194.03 236.34 224 384 0.875 1.000 bilinear bicubic
74 resnetv2_152x2_bit_teacher_384 ig_resnext101_32x16d 96.810 3.190 99.450 99.600 0.550 0.400 236.34 194.03 384 224 1.000 0.875 bicubic bilinear
75 xcit_large_24_p16_224_dist 96.800 3.200 99.350 0.650 189.10 224 1.000 bicubic
76 vit_large_r50_s32_224 96.790 3.210 99.350 0.650 328.99 224 0.900 bicubic
77 convnext_large 96.770 3.230 99.310 0.690 197.77 224 0.875 bicubic
78 seresnet152d 96.770 3.230 99.450 0.550 66.84 320 1.000 bicubic
79 resnetrs350 96.760 3.240 99.360 99.370 0.640 0.630 163.96 384 1.000 bicubic
80 resnet200d 96.740 96.720 3.260 3.280 99.340 99.330 0.660 0.670 64.69 320 1.000 bicubic
81 tf_efficientnetv2_s_in21ft1k 96.740 96.720 3.260 3.280 99.420 0.580 21.46 384 1.000 bicubic
82 resnetv2_50x3_bitm 96.730 96.710 3.270 3.290 99.540 99.550 0.460 0.450 217.32 448 1.000 bilinear
83 eca_nfnet_l1 96.700 3.300 99.290 0.710 41.41 320 1.000 bicubic
84 xcit_small_12_p8_224_dist 96.700 3.300 99.390 0.610 26.21 224 1.000 bicubic
85 resnetrs270 96.690 3.310 99.350 0.650 129.86 352 1.000 bicubic
86 vit_small_patch16_384 96.690 3.310 99.480 0.520 22.20 384 1.000 bicubic
tf_efficientnet_b5_ap 96.680 3.320 99.460 0.540 30.39 456 0.934 bicubic
87 vit_small_r26_s32_384 96.680 3.320 99.570 0.430 36.47 384 1.000 bicubic
pit_b_distilled_224 96.670 3.330 99.350 0.650 74.79 224 0.900 bicubic
88 tf_efficientnet_b6 96.670 3.330 99.370 0.630 43.04 528 0.942 bicubic
89 resnest200e tf_efficientnet_b5_ap 96.620 96.670 3.380 3.330 99.350 99.460 0.650 0.540 70.20 30.39 320 456 0.909 0.934 bicubic
90 pit_b_distilled_224 96.670 3.330 99.350 0.650 74.79 224 0.900 bicubic
91 regnetz_d8 96.620 3.380 99.450 0.550 23.37 320 1.000 bicubic
92 resmlp_big_24_224_in22ft1k 96.620 3.380 99.510 0.490 129.14 224 0.875 bicubic
93 xcit_medium_24_p16_224_dist resnest200e 96.600 96.610 3.400 3.390 99.270 99.350 0.730 0.650 84.40 70.20 224 320 1.000 0.909 bicubic
94 regnetz_d32 96.600 3.400 99.380 0.620 27.58 320 0.950 bicubic
95 swsl_resnext101_32x16d 96.600 3.400 99.530 0.470 194.03 224 0.875 bilinear
96 regnetz_d xcit_medium_24_p16_224_dist 96.590 3.410 99.380 99.270 0.620 0.730 27.58 84.40 320 224 0.950 1.000 bicubic
97 resnetrs152 96.570 96.580 3.430 3.420 99.240 0.760 86.62 320 1.000 bicubic
98 cait_xs24_384 96.560 96.550 3.440 3.450 99.420 0.580 26.67 384 1.000 bicubic
xcit_tiny_24_p8_384_dist 96.550 3.450 99.320 0.680 12.11 384 1.000 bicubic
99 efficientnetv2_rw_s 96.540 3.460 99.360 0.640 23.94 384 1.000 bicubic
100 xcit_tiny_24_p8_384_dist 96.540 3.460 99.320 0.680 12.11 384 1.000 bicubic
101 crossvit_18_dagger_408 96.530 3.470 99.260 0.740 44.61 408 1.000 bicubic
102 resnetrs200 96.530 3.470 99.350 0.650 93.21 320 1.000 bicubic
103 resnest269e 96.520 3.480 99.350 0.650 110.93 416 0.928 bicubic
104 resnetrs200 vit_base_patch32_384 96.520 96.490 3.480 3.510 99.350 99.410 0.650 0.590 93.21 88.30 320 384 1.000 bicubic
105 vit_base_patch32_384 resmlp_big_24_distilled_224 96.500 96.450 3.500 3.550 99.410 99.310 0.590 0.690 88.30 129.14 384 224 1.000 0.875 bicubic
106 resmlp_big_24_distilled_224 vit_base_patch16_224_miil 96.470 96.440 3.530 3.560 99.310 99.300 0.690 0.700 129.14 86.54 224 0.875 bicubic bilinear
107 vit_base_patch16_224_miil convnext_base 96.440 3.560 99.310 99.230 0.690 0.770 86.54 88.59 224 0.875 bilinear bicubic
108 swsl_resnext101_32x4d 96.420 96.440 3.580 3.560 99.470 0.530 44.18 224 0.875 bilinear
109 xcit_small_24_p8_224 xcit_large_24_p8_224 96.400 96.410 3.600 3.590 99.140 98.980 0.860 1.020 47.63 188.93 224 1.000 bicubic
110 xcit_large_24_p8_224 xcit_small_24_p8_224 96.400 3.600 98.980 99.150 1.020 0.850 188.93 47.63 224 1.000 bicubic
cait_s24_224 96.390 3.610 99.150 0.850 46.92 224 1.000 bicubic
111 crossvit_15_dagger_408 96.390 3.610 99.160 0.840 28.50 408 1.000 bicubic
112 tf_efficientnet_b3_ns 96.370 96.390 3.630 3.610 99.350 0.650 12.23 300 0.904 bicubic
113 resnet152d cait_s24_224 96.350 96.380 3.650 3.620 99.390 99.150 0.610 0.850 60.21 46.92 320 224 1.000 bicubic
114 regnety_160 resnet152d 96.340 96.360 3.660 3.640 99.330 99.390 0.670 0.610 83.59 60.21 288 320 1.000 bicubic
115 tf_efficientnet_b5 regnety_160 96.340 96.350 3.660 3.650 99.310 99.330 0.690 0.670 30.39 83.59 456 288 0.934 1.000 bicubic
116 tf_efficientnet_b5 96.350 3.650 99.310 0.690 30.39 456 0.934 bicubic
117 tf_efficientnetv2_s 96.340 3.660 99.200 0.800 21.46 384 1.000 bicubic
118 ig_resnext101_32x8d 96.310 3.690 99.430 0.570 88.79 224 0.875 bilinear
119 resnet101d 96.300 3.700 99.230 0.770 44.57 320 1.000 bicubic
120 twins_svt_large 96.250 96.270 3.750 3.730 99.170 0.830 99.27 224 0.900 bicubic
121 jx_nest_base 96.240 3.760 99.210 0.790 67.72 224 0.875 bicubic
122 xcit_small_24_p16_224_dist 96.210 3.790 99.210 0.790 47.67 224 1.000 bicubic
123 tf_efficientnet_b4_ap 96.170 3.830 99.280 0.720 19.34 380 0.922 bicubic
124 efficientnet_b4 convnext_small 96.160 96.170 3.840 3.830 99.200 99.110 0.800 0.890 19.34 50.22 384 224 1.000 0.875 bicubic
125 twins_svt_base 96.160 3.840 99.060 0.940 56.07 224 0.900 bicubic
twins_pcpvt_large 96.150 3.850 99.190 0.810 60.99 224 0.900 bicubic
126 deit_base_patch16_384 96.150 3.850 99.140 0.860 86.86 384 1.000 bicubic
127 dm_nfnet_f0 96.140 96.150 3.860 3.850 99.250 0.750 71.49 256 0.900 bicubic
128 nfnet_l0 efficientnet_b4 96.130 96.150 3.870 3.850 99.240 99.190 0.760 0.810 35.07 19.34 288 384 1.000 bicubic
129 resnetv2_50x1_bit_distilled twins_pcpvt_large 96.110 96.150 3.890 3.850 99.280 99.180 0.720 0.820 25.55 60.99 224 0.875 0.900 bicubic
130 nfnet_l0 96.120 3.880 99.240 0.760 35.07 288 1.000 bicubic
131 resnetv2_50x1_bit_distilled 96.120 3.880 99.280 0.720 25.55 224 0.875 bicubic
132 xcit_medium_24_p8_224 96.110 3.890 98.890 1.110 84.32 224 1.000 bicubic
133 xcit_small_12_p8_224 96.110 3.890 99.160 0.840 26.21 224 1.000 bicubic
deit_base_distilled_patch16_224 96.100 3.900 99.190 0.810 87.34 224 0.900 bicubic
134 resnetv2_101x1_bitm 96.100 3.900 99.280 0.720 44.54 448 1.000 bilinear
135 resnetv2_152x2_bit_teacher 96.090 96.100 3.910 3.900 99.270 0.730 236.34 224 0.875 bicubic
136 xcit_tiny_12_p8_384_dist deit_base_distilled_patch16_224 96.060 96.090 3.940 3.910 99.140 99.190 0.860 0.810 6.71 87.34 384 224 1.000 0.900 bicubic
137 xcit_small_12_p16_224_dist xcit_tiny_12_p8_384_dist 96.030 96.080 3.970 3.920 99.130 99.140 0.870 0.860 26.25 6.71 224 384 1.000 bicubic
138 regnety_032 xcit_small_12_p16_224_dist 95.980 96.030 4.020 3.970 99.190 99.140 0.810 0.860 19.44 26.25 288 224 1.000 bicubic
139 jx_nest_small tresnet_xl_448 95.970 4.030 99.040 99.130 0.960 0.870 38.35 78.44 224 448 0.875 bicubic bilinear
140 tresnet_xl_448 regnety_032 95.970 4.030 99.120 99.190 0.880 0.810 78.44 19.44 448 288 0.875 1.000 bilinear bicubic
141 eca_nfnet_l0 jx_nest_small 95.960 95.970 4.040 4.030 99.210 99.030 0.790 0.970 24.14 38.35 288 224 1.000 0.875 bicubic
142 xcit_tiny_24_p16_384_dist eca_nfnet_l0 95.920 95.950 4.080 4.050 99.220 99.210 0.780 0.790 12.12 24.14 384 288 1.000 bicubic
143 tf_efficientnet_b4 xcit_tiny_24_p16_384_dist 95.890 95.930 4.110 4.070 99.170 99.220 0.830 0.780 19.34 12.12 380 384 0.922 1.000 bicubic
144 resnet51q swin_small_patch4_window7_224 95.880 95.910 4.120 4.090 99.120 99.020 0.880 0.980 35.70 49.61 288 224 1.000 0.900 bilinear bicubic
145 swsl_resnext50_32x4d resnet152 95.880 95.900 4.120 4.100 99.250 99.080 0.750 0.920 25.03 60.19 224 0.875 0.950 bilinear bicubic
146 swin_small_patch4_window7_224 tf_efficientnet_b4 95.880 95.900 4.120 4.100 99.020 99.170 0.980 0.830 49.61 19.34 224 380 0.900 0.922 bicubic
147 tresnet_l_448 resnet51q 95.870 4.130 99.120 0.880 55.99 35.70 448 288 0.875 1.000 bilinear
148 cait_xxs36_384 tresnet_l_448 95.860 4.140 99.090 99.120 0.910 0.880 17.37 55.99 384 448 1.000 0.875 bicubic bilinear
149 swsl_resnext50_32x4d 95.860 4.140 99.250 0.750 25.03 224 0.875 bilinear
150 resnest101e 95.860 4.140 99.210 0.790 48.28 256 0.875 bilinear
151 cait_xxs36_384 95.850 4.150 99.090 0.910 17.37 384 1.000 bicubic
152 vit_large_patch32_384 95.830 4.170 99.150 0.850 306.63 384 1.000 bicubic
153 xcit_tiny_24_p8_224_dist 95.820 95.810 4.180 4.190 99.210 0.790 12.11 224 1.000 bicubic
154 regnetz_c regnetz_c16 95.800 4.200 99.100 0.900 13.46 320 0.940 bicubic
155 ssl_resnext101_32x16d 95.800 95.790 4.200 4.210 99.180 0.820 194.03 224 0.875 bilinear
156 twins_pcpvt_base 95.790 4.210 99.130 0.870 43.83 224 0.900 bicubic
157 resnet61q 95.790 95.780 4.210 4.220 98.990 1.010 36.85 288 1.000 bicubic
158 tf_efficientnet_b2_ns 95.750 95.770 4.250 4.230 99.120 0.880 9.11 260 0.890 bicubic
159 gc_efficientnetv2_rw_t 95.740 4.260 99.020 0.980 13.68 288 1.000 bicubic
160 tresnet_m 95.730 95.720 4.270 4.280 99.030 0.970 31.39 224 0.875 bilinear
161 pnasnet5large efficientnet_b3 95.720 95.710 4.280 4.290 98.920 99.040 1.080 0.960 86.06 12.23 331 320 0.911 1.000 bicubic
162 efficientnet_b3 pnasnet5large 95.720 95.710 4.280 4.290 99.040 98.920 0.960 1.080 12.23 86.06 320 331 1.000 0.911 bicubic
163 crossvit_15_dagger_240 95.690 4.310 98.830 1.170 28.21 240 0.875 bicubic
164 nasnetalarge 95.680 4.320 98.930 1.070 88.75 331 0.911 bicubic
165 xcit_tiny_24_p8_224 95.670 4.330 99.050 0.950 12.11 224 1.000 bicubic
crossvit_15_dagger_240 95.670 4.330 98.820 1.180 28.21 240 0.875 bicubic
166 vit_small_r26_s32_224 95.640 4.360 99.190 0.810 36.43 224 0.900 bicubic
167 pit_b_224 95.630 95.640 4.370 4.360 98.670 1.330 73.76 224 0.900 bicubic
168 resnetv2_101 95.630 4.370 98.990 1.010 44.54 224 0.950 bicubic
169 efficientnetv2_rw_t 95.610 4.390 99.070 0.930 13.65 288 1.000 bicubic
170 crossvit_18_dagger_240 95.560 95.570 4.440 4.430 99.060 0.940 44.27 240 0.875 bicubic
171 convit_base 95.550 4.450 98.890 98.870 1.110 1.130 86.54 224 0.875 bicubic
172 ecaresnet101d convnext_tiny 95.540 95.550 4.460 4.450 99.130 99.020 0.870 0.980 44.57 28.59 224 0.875 bicubic
173 coat_lite_small 95.530 95.540 4.470 4.460 98.860 1.140 19.84 224 0.900 bicubic
174 xcit_medium_24_p16_224 95.530 4.470 98.740 1.260 84.40 224 1.000 bicubic
175 xcit_small_24_p16_224 95.530 4.470 98.760 1.240 47.67 224 1.000 bicubic
176 ecaresnet101d 95.530 4.470 99.130 0.870 44.57 224 0.875 bicubic
177 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 95.520 4.480 98.770 1.230 84.40 224 1.000 bicubic
178 crossvit_base_240 95.520 4.480 98.820 1.180 105.03 240 0.875 bicubic
179 visformer_small ecaresnet50t 95.500 95.510 4.500 4.490 98.900 99.120 1.100 0.880 40.22 25.57 224 320 0.900 0.950 bicubic
180 ecaresnet50t fbnetv3_g 95.500 95.510 4.500 4.490 99.120 98.990 0.880 1.010 25.57 16.62 320 288 0.950 bicubic bilinear
181 ssl_resnext101_32x8d 95.470 95.490 4.530 4.510 99.120 0.880 88.79 224 0.875 bilinear
182 crossvit_18_240 visformer_small 95.450 95.480 4.550 4.520 98.790 98.900 1.210 1.100 43.27 40.22 240 224 0.875 0.900 bicubic
183 crossvit_18_240 95.440 4.560 98.790 1.210 43.27 240 0.875 bicubic
184 deit_base_patch16_224 95.440 4.560 98.840 1.160 86.57 224 0.900 bicubic
185 tresnet_xl ssl_resnext101_32x4d 95.440 4.560 99.060 99.130 0.940 0.870 78.44 44.18 224 0.875 bilinear
186 ssl_resnext101_32x4d tresnet_xl 95.430 95.440 4.570 4.560 99.130 99.050 0.870 0.950 44.18 78.44 224 0.875 bilinear
187 resnetrs101 95.420 95.430 4.580 4.570 99.030 0.970 63.62 288 0.940 bicubic
188 xcit_large_24_p16_224 halo2botnet50ts_256 95.410 95.420 4.590 4.580 98.630 99.010 1.370 0.990 189.10 22.64 224 256 1.000 0.950 bicubic
189 xcit_large_24_p16_224 95.420 4.580 98.620 1.380 189.10 224 1.000 bicubic
190 xcit_small_12_p16_224 95.420 4.580 98.840 1.160 26.25 224 1.000 bicubic
191 swsl_resnet50 95.400 4.600 99.290 0.710 25.56 224 0.875 bilinear
xcit_small_12_p16_224 95.400 4.600 98.830 1.170 26.25 224 1.000 bicubic
192 vit_small_patch16_224 95.370 4.630 99.150 0.850 22.05 224 0.900 bicubic
193 resnet101 95.360 4.640 98.860 1.140 44.55 224 0.950 bicubic
194 tf_efficientnet_b3_ap 95.320 4.680 98.900 1.100 12.23 300 0.904 bicubic
195 mixer_b16_224_miil 95.310 95.300 4.690 4.700 98.890 98.880 1.110 1.120 59.88 224 0.875 bilinear
196 tresnet_l 95.290 4.710 99.010 0.990 55.99 224 0.875 bilinear
197 cait_xxs24_384 95.270 95.280 4.730 4.720 98.960 1.040 12.03 384 1.000 bicubic
198 jx_nest_tiny 95.250 4.750 98.980 1.020 17.06 224 0.875 bicubic
199 pit_s_distilled_224 95.240 4.760 99.050 0.950 24.04 224 0.900 bicubic
200 twins_pcpvt_small 95.230 95.210 4.770 4.790 98.880 1.120 24.11 224 0.900 bicubic
201 twins_svt_small convit_small 95.210 95.200 4.790 4.800 98.890 98.900 1.110 1.100 24.06 27.78 224 0.900 0.875 bicubic
202 convit_small twins_svt_small 95.180 95.200 4.820 4.800 98.920 98.880 1.080 1.120 27.78 24.06 224 0.875 0.900 bicubic
203 tf_efficientnet_b1_ns 95.170 4.830 99.120 0.880 7.79 240 0.882 bicubic
204 tf_efficientnetv2_b3 halonet50ts 95.170 95.160 4.830 4.840 98.820 98.770 1.180 1.230 14.36 22.73 300 256 0.904 0.940 bicubic
205 tf_efficientnetv2_b3 95.160 4.840 98.820 1.180 14.36 300 0.904 bicubic
206 lamhalobotnet50ts_256 95.150 4.850 98.880 1.120 22.57 256 0.950 bicubic
207 crossvit_15_240 95.140 4.860 98.930 1.070 27.53 240 0.875 bicubic
208 xcit_tiny_12_p16_384_dist 95.130 4.870 99.020 0.980 6.72 384 1.000 bicubic
209 swin_tiny_patch4_window7_224 95.130 4.870 98.850 1.150 28.29 224 0.900 bicubic
crossvit_15_240 95.120 4.880 98.930 1.070 27.53 240 0.875 bicubic
210 efficientnet_el 95.120 4.880 98.980 1.020 10.59 300 0.904 bicubic
211 gernet_l 95.110 95.100 4.890 4.900 98.900 1.100 31.08 256 0.875 bilinear
212 xcit_tiny_12_p16_384_dist xcit_tiny_12_p8_224_dist 95.110 95.090 4.890 4.910 99.020 98.910 0.980 1.090 6.72 6.71 384 224 1.000 bicubic
213 convmixer_1536_20 ecaresnet101d_pruned 95.080 4.920 99.030 98.980 0.970 1.020 51.63 24.88 224 0.960 0.875 bicubic
214 xcit_tiny_12_p8_224_dist legacy_senet154 95.080 95.070 4.920 4.930 98.910 98.830 1.090 1.170 6.71 115.09 224 1.000 0.875 bicubic bilinear
215 ecaresnet101d_pruned regnetz_b16 95.070 4.930 98.980 99.050 1.020 0.950 24.88 9.72 224 288 0.875 0.940 bicubic
216 vit_small_patch32_384 wide_resnet50_2 95.060 95.070 4.940 4.930 98.990 98.970 1.010 1.030 22.92 68.88 384 224 1.000 0.875 bicubic
217 legacy_senet154 convmixer_1536_20 95.060 4.940 98.830 99.030 1.170 0.970 115.09 51.63 224 0.875 0.960 bilinear bicubic
218 regnetz_b vit_small_patch32_384 95.060 95.050 4.940 4.950 99.050 98.990 0.950 1.010 9.72 22.92 288 384 0.940 1.000 bicubic
219 gluon_resnet152_v1s 95.050 95.040 4.950 4.960 98.930 1.070 60.32 224 0.875 bicubic
halonet50ts 95.050 4.950 98.590 1.410 22.73 256 0.940 bicubic
wide_resnet50_2 95.050 4.950 98.970 1.030 68.88 224 0.875 bicubic
220 tnt_s_patch16_224 95.040 4.960 98.840 1.160 23.76 224 0.900 bicubic
221 seresnext50_32x4d 95.030 4.970 98.890 98.880 1.110 1.120 27.56 224 0.875 bicubic
222 levit_256 95.030 95.020 4.970 4.980 98.890 1.110 18.89 224 0.900 bicubic
223 tf_efficientnet_b3 95.020 4.980 98.910 1.090 12.23 300 0.904 bicubic
224 resnetv2_50x1_bitm 95.020 95.010 4.980 4.990 99.050 99.060 0.950 0.940 25.55 448 1.000 bilinear
225 vit_base_patch32_224 95.010 95.000 4.990 5.000 99.020 99.030 0.980 0.970 88.22 224 0.900 bicubic
coat_mini 94.990 5.010 98.780 1.220 10.34 224 0.900 bicubic
226 tresnet_m_448 94.990 5.010 98.980 1.020 31.39 448 0.875 bilinear
227 resnest50d_4s2x40d coat_mini 94.950 94.970 5.050 5.030 99.070 98.780 0.930 1.220 30.42 10.34 224 0.875 0.900 bicubic
228 rexnet_200 resnest50d_4s2x40d 94.940 94.960 5.060 5.040 99.000 99.070 1.000 0.930 16.37 30.42 224 0.875 bicubic
229 gluon_seresnext101_64x4d rexnet_200 94.940 94.950 5.060 5.050 98.820 99.010 1.180 0.990 88.23 16.37 224 0.875 bicubic
230 gluon_senet154 94.930 94.920 5.070 5.080 98.770 98.760 1.230 1.240 115.09 224 0.875 bicubic
231 gluon_seresnext101_32x4d 94.920 5.080 98.810 1.190 48.96 224 0.875 bicubic
232 seresnet33ts gluon_seresnext101_64x4d 94.870 94.920 5.130 5.080 98.790 98.830 1.210 1.170 19.78 88.23 256 224 0.900 0.875 bicubic
233 resmlp_36_distilled_224 tf_efficientnet_lite4 94.870 94.890 5.130 5.110 98.860 99.020 1.140 0.980 44.69 13.01 224 380 0.875 0.920 bicubic bilinear
234 resmlp_36_distilled_224 94.880 5.120 98.840 1.160 44.69 224 0.875 bicubic
235 ssl_resnext50_32x4d 94.870 5.130 98.890 1.110 25.03 224 0.875 bilinear
236 gcresnet50t 94.860 5.140 98.800 1.200 25.90 256 0.900 bicubic
237 ssl_resnext50_32x4d resnest50d 94.860 94.850 5.140 5.150 98.870 98.880 1.130 1.120 25.03 27.48 224 0.875 bilinear
238 tf_efficientnet_lite4 seresnet33ts 94.860 94.850 5.140 5.150 99.020 98.790 0.980 1.210 13.01 19.78 380 256 0.920 0.900 bilinear bicubic
239 crossvit_small_240 94.830 5.170 99.020 0.980 26.86 240 0.875 bicubic
240 resnest50d lambda_resnet50ts 94.830 94.790 5.170 5.210 98.880 98.460 1.120 1.540 27.48 21.54 224 256 0.875 0.950 bilinear bicubic
lamhalobotnet50ts_256 94.800 5.200 98.550 1.450 22.57 256 0.950 bicubic
sehalonet33ts 94.780 5.220 98.570 1.430 13.69 256 0.940 bicubic
resnest50d_1s4x24d 94.770 5.230 98.980 1.020 25.68 224 0.875 bicubic
241 ecaresnetlight 94.770 5.230 98.800 1.200 30.16 224 0.875 bicubic
242 lambda_resnet50ts sehalonet33ts 94.770 5.230 98.470 98.570 1.530 1.430 21.54 13.69 256 0.950 0.940 bicubic
243 halo2botnet50ts_256 resnest50d_1s4x24d 94.760 94.750 5.240 5.250 98.660 98.980 1.340 1.020 22.64 25.68 256 224 0.950 0.875 bicubic
244 gluon_resnet152_v1d 94.750 94.740 5.250 5.260 98.740 1.260 60.21 224 0.875 bicubic
245 xcit_tiny_12_p8_224 gluon_resnet101_v1s 94.710 94.720 5.290 5.280 98.830 98.820 1.170 1.180 6.71 44.67 224 1.000 0.875 bicubic
246 deit_small_distilled_patch16_224 94.710 5.290 99.030 0.970 22.44 224 0.900 bicubic
247 haloregnetz_b 94.710 94.700 5.290 5.300 98.660 1.340 11.68 224 0.940 bicubic
248 gluon_resnet101_v1s xcit_tiny_12_p8_224 94.700 94.690 5.300 5.310 98.820 98.830 1.180 1.170 44.67 6.71 224 0.875 1.000 bicubic
249 cspdarknet53 resmlp_big_24_224 94.670 5.330 98.810 98.480 1.190 1.520 27.64 129.14 256 224 0.887 0.875 bilinear bicubic
250 resmlp_big_24_224 cspdarknet53 94.650 94.660 5.350 5.340 98.490 98.800 1.510 1.200 129.14 27.64 224 256 0.875 0.887 bicubic bilinear
251 gluon_resnext101_64x4d 94.640 94.660 5.360 5.340 98.670 98.650 1.330 1.350 83.46 224 0.875 bicubic
252 efficientnet_b2 efficientnet_b3_pruned 94.630 5.370 98.710 98.760 1.290 1.240 9.11 9.86 288 300 1.000 0.904 bicubic
253 ecaresnet50d 94.620 94.630 5.380 5.370 98.890 1.110 25.58 224 0.875 bicubic
efficientnet_b3_pruned 94.620 5.380 98.770 1.230 9.86 300 0.904 bicubic
254 gernet_m 94.620 5.380 98.860 1.140 21.14 224 0.875 bilinear
255 pit_s_224 efficientnet_b2 94.580 94.610 5.420 5.390 98.720 98.710 1.280 1.290 23.46 9.11 224 288 0.900 1.000 bicubic
256 repvgg_b3 pit_s_224 94.570 94.590 5.430 5.410 98.790 98.700 1.210 1.300 123.09 23.46 224 0.875 0.900 bilinear bicubic
257 nf_resnet50 repvgg_b3 94.560 94.570 5.440 5.430 98.790 98.780 1.210 1.220 25.56 123.09 288 224 0.940 0.875 bicubic bilinear
258 seresnet50 sebotnet33ts_256 94.560 94.570 5.440 5.430 98.750 98.500 1.250 1.500 28.09 13.70 224 256 0.875 0.940 bicubic
259 regnety_320 nf_resnet50 94.550 5.450 98.850 98.790 1.150 1.210 145.05 25.56 224 288 0.875 0.940 bicubic
260 inception_resnet_v2 seresnet50 94.540 94.550 5.460 5.450 98.790 98.750 1.210 1.250 55.84 28.09 299 224 0.897 0.875 bicubic
261 regnety_320 94.540 5.460 98.850 1.150 145.05 224 0.875 bicubic
262 resnext50_32x4d 94.540 5.460 98.610 1.390 25.03 224 0.950 bicubic
263 gluon_resnext101_32x4d 94.540 5.460 98.630 1.370 44.18 224 0.875 bicubic
264 repvgg_b3g4 inception_resnet_v2 94.530 94.540 5.470 5.460 98.960 98.790 1.040 1.210 83.83 55.84 224 299 0.875 0.897 bilinear bicubic
265 xcit_tiny_24_p16_224_dist 94.520 94.530 5.480 5.470 98.790 98.780 1.210 1.220 12.12 224 1.000 bicubic
266 convmixer_768_32 repvgg_b3g4 94.490 94.520 5.510 5.480 98.850 98.970 1.150 1.030 21.11 83.83 224 0.960 0.875 bicubic bilinear
267 convmixer_768_32 94.500 5.500 98.850 1.150 21.11 224 0.960 bicubic
268 gcresnext50ts 94.490 5.510 98.670 1.330 15.67 256 0.900 bicubic
269 tf_efficientnet_b2_ap 94.490 5.510 98.620 1.380 9.11 260 0.890 bicubic
270 regnety_120 94.480 5.520 98.810 1.190 51.82 224 0.875 bicubic
271 gcresnext50ts rexnet_150 94.480 5.520 98.670 98.790 1.330 1.210 15.67 9.73 256 224 0.900 0.875 bicubic
gcresnet33ts 94.480 5.520 98.780 1.220 19.88 256 0.900 bicubic
272 cspresnext50 94.470 5.530 98.680 1.320 20.57 224 0.875 bilinear
273 ssl_resnet50 gcresnet33ts 94.470 5.530 98.920 98.770 1.080 1.230 25.56 19.88 224 256 0.875 0.900 bilinear bicubic
274 rexnet_150 regnetx_320 94.470 94.460 5.530 5.540 98.790 98.740 1.210 1.260 9.73 107.81 224 0.875 bicubic
275 resmlp_24_distilled_224 94.450 94.460 5.550 5.540 98.770 1.230 30.02 224 0.875 bicubic
276 resnetv2_50 ssl_resnet50 94.440 94.450 5.560 5.550 98.730 98.920 1.270 1.080 25.55 25.56 224 0.950 0.875 bicubic bilinear
277 regnetx_320 resnetv2_50 94.440 5.560 98.730 98.740 1.270 1.260 107.81 25.55 224 0.875 0.950 bicubic
278 tf_efficientnetv2_b2 94.410 94.420 5.590 5.580 98.570 1.430 10.10 260 0.890 bicubic
279 deit_small_patch16_224 efficientnet_el_pruned 94.400 5.600 98.690 98.740 1.310 1.260 22.05 10.59 224 300 0.900 0.904 bicubic
280 tf_efficientnet_el 94.400 5.600 98.710 1.290 10.59 300 0.904 bicubic
281 efficientnet_el_pruned deit_small_patch16_224 94.390 5.610 98.750 98.690 1.250 1.310 10.59 22.05 300 224 0.904 0.900 bicubic
282 inception_v4 94.370 94.380 5.630 5.620 98.580 1.420 42.68 299 0.875 bicubic
283 tf_efficientnet_b2 legacy_seresnext101_32x4d 94.370 94.360 5.630 5.640 98.610 98.650 1.390 1.350 9.11 48.96 260 224 0.890 0.875 bicubic bilinear
284 legacy_seresnext101_32x4d resnet50_gn 94.350 94.360 5.650 5.640 98.630 98.710 1.370 1.290 48.96 25.56 224 0.875 0.940 bilinear bicubic
285 tf_efficientnet_b2 94.360 5.640 98.610 1.390 9.11 260 0.890 bicubic
286 gluon_seresnext50_32x4d 94.330 5.670 98.610 1.390 27.56 224 0.875 bicubic
287 resnet50 94.330 5.670 98.440 1.560 25.56 224 0.950 bicubic
288 gluon_seresnext50_32x4d ecaresnet26t 94.330 94.310 5.670 5.690 98.620 98.720 1.380 1.280 27.56 16.01 224 320 0.875 0.950 bicubic
ecaresnet26t 94.300 5.700 98.710 1.290 16.01 320 0.950 bicubic
289 dpn107 94.300 5.700 98.470 1.530 86.92 224 0.875 bicubic
290 xception71 resnetrs50 94.290 94.300 5.710 5.700 98.640 1.360 42.34 35.69 299 224 0.903 0.910 bicubic
291 resnetrs50 xception71 94.290 94.280 5.710 5.720 98.640 1.360 35.69 42.34 224 299 0.910 0.903 bicubic
292 resnet50d cait_xxs36_224 94.270 94.260 5.730 5.740 98.720 1.280 25.58 17.30 224 0.875 1.000 bicubic
293 gluon_xception65 94.260 5.740 98.570 1.430 39.92 299 0.903 bicubic
294 cait_xxs36_224 resnet50d 94.260 5.740 98.710 98.720 1.290 1.280 17.30 25.58 224 1.000 0.875 bicubic
295 skresnext50_32x4d 94.260 5.740 98.470 98.460 1.530 1.540 27.48 224 0.875 bicubic
296 regnetx_120 94.240 5.760 98.670 98.650 1.330 1.350 46.11 224 0.875 bicubic
297 dpn92 gluon_resnet101_v1d 94.220 94.240 5.780 5.760 98.730 98.560 1.270 1.440 37.67 44.57 224 0.875 bicubic
298 ecaresnet50d_pruned dpn92 94.210 94.230 5.790 5.770 98.730 1.270 19.94 37.67 224 0.875 bicubic
299 mixnet_xl ecaresnet50d_pruned 94.200 94.220 5.800 5.780 98.340 98.730 1.660 1.270 11.90 19.94 224 0.875 bicubic
300 eca_resnet33ts resmlp_36_224 94.200 5.800 98.770 98.660 1.230 1.340 19.68 44.69 256 224 0.900 0.875 bicubic
301 gluon_resnet101_v1d tf_efficientnet_lite3 94.200 5.800 98.570 98.640 1.430 1.360 44.57 8.20 224 300 0.875 0.904 bicubic bilinear
302 resmlp_36_224 eca_resnet33ts 94.190 5.810 98.660 98.770 1.340 1.230 44.69 19.68 224 256 0.875 0.900 bicubic
303 resnext50d_32x4d mixnet_xl 94.190 5.810 98.570 98.340 1.430 1.660 25.05 11.90 224 0.875 bicubic
304 tf_efficientnet_lite3 resnext50d_32x4d 94.190 94.180 5.810 5.820 98.640 98.570 1.360 1.430 8.20 25.05 300 224 0.904 0.875 bilinear bicubic
305 levit_192 regnety_080 94.180 94.170 5.820 5.830 98.560 98.680 1.440 1.320 10.95 39.18 224 0.900 0.875 bicubic
306 regnety_080 levit_192 94.180 94.170 5.820 5.830 98.680 98.550 1.320 1.450 39.18 10.95 224 0.875 0.900 bicubic
307 ens_adv_inception_resnet_v2 94.160 5.840 98.610 98.600 1.390 1.400 55.84 299 0.897 bicubic
308 gluon_resnet152_v1c 94.160 5.840 98.640 1.360 60.21 224 0.875 bicubic
309 gmlp_s16_224 94.150 5.850 98.500 1.500 19.42 224 0.875 bicubic
310 regnety_064 efficientnet_b2_pruned 94.150 94.140 5.850 5.860 98.740 98.530 1.260 1.470 30.58 8.31 224 260 0.875 0.890 bicubic
311 vit_base_patch16_sam_224 regnety_064 94.150 94.140 5.850 5.860 98.670 98.730 1.330 1.270 86.57 30.58 224 0.900 0.875 bicubic
312 efficientnet_b2_pruned vit_base_patch16_sam_224 94.140 5.860 98.520 98.670 1.480 1.330 8.31 86.57 260 224 0.890 0.900 bicubic
dpn98 94.120 5.880 98.580 1.420 61.57 224 0.875 bicubic
313 regnetx_160 94.120 5.880 98.740 1.260 54.28 224 0.875 bicubic
314 nf_regnet_b1 94.120 5.880 98.620 98.630 1.380 1.370 10.22 288 0.900 bicubic
315 resnext50_32x4d dpn98 94.110 5.890 98.350 98.580 1.650 1.420 25.03 61.57 224 0.875 bicubic
316 ese_vovnet39b 94.090 5.910 98.660 1.340 24.57 224 0.875 bicubic
317 gluon_resnet152_v1b 94.080 5.920 98.460 1.540 60.19 224 0.875 bicubic
318 xcit_tiny_24_p16_224 94.080 94.070 5.920 5.930 98.510 1.490 12.12 224 1.000 bicubic
319 coat_lite_mini 94.050 94.060 5.950 5.940 98.540 98.550 1.460 1.450 11.01 224 0.900 bicubic
320 eca_halonext26ts 94.050 5.950 98.500 1.500 10.76 256 0.940 bicubic
321 halonet26t 94.020 5.980 98.500 1.500 12.48 256 0.950 bicubic
322 resmlp_24_224 94.020 5.980 98.330 1.670 30.02 224 0.875 bicubic
323 hrnet_w64 94.010 5.990 98.620 1.380 128.06 224 0.875 bilinear
324 dpn131 93.990 6.010 98.720 1.280 79.25 224 0.875 bicubic
hrnet_w64 93.990 6.010 98.620 1.380 128.06 224 0.875 bilinear
halonet26t 93.980 6.020 98.490 1.510 12.48 256 0.950 bicubic
325 dla102x2 93.960 6.040 98.480 1.520 41.28 224 0.875 bilinear
326 hrnet_w48 fbnetv3_b 93.940 93.960 6.060 6.040 98.610 98.630 1.390 1.370 77.47 8.60 224 256 0.875 0.950 bilinear
327 resnetblur50 93.950 6.050 98.580 1.420 25.56 224 0.875 bicubic
328 tf_efficientnetv2_b1 93.940 6.060 98.620 1.380 8.14 240 0.882 bicubic
329 resnetblur50 fbnetv3_d 93.930 6.070 98.580 98.740 1.420 1.260 25.56 10.31 224 256 0.875 0.950 bicubic bilinear
330 tf_efficientnet_cc_b1_8e hrnet_w48 93.920 6.080 98.250 98.610 1.750 1.390 39.72 77.47 240 224 0.882 0.875 bicubic bilinear
331 tf_efficientnet_cc_b1_8e 93.910 6.090 98.260 1.740 39.72 240 0.882 bicubic
332 rexnet_130 93.900 6.100 98.400 1.600 7.56 224 0.875 bicubic
333 regnetx_064 93.890 6.110 98.630 1.370 26.21 224 0.875 bicubic
334 regnetx_080 93.870 6.130 98.520 1.480 39.57 224 0.875 bicubic
335 regnety_040 93.860 6.140 98.640 98.650 1.360 1.350 20.65 224 0.875 bicubic
336 repvgg_b2g4 93.840 6.160 98.600 98.590 1.400 1.410 61.76 224 0.875 bilinear
337 efficientnet_em 93.840 93.830 6.160 6.170 98.810 1.190 6.90 240 0.882 bicubic
338 gluon_resnext50_32x4d lambda_resnet26t 93.820 93.830 6.180 6.170 98.410 98.650 1.590 1.350 25.03 10.96 224 256 0.875 0.940 bicubic
lambda_resnet26t 93.820 6.180 98.650 1.350 10.96 256 0.940 bicubic
339 pit_xs_distilled_224 93.820 6.180 98.670 1.330 11.00 224 0.900 bicubic
340 eca_botnext26ts_256 resnext101_32x8d 93.790 93.820 6.210 6.180 98.500 98.580 1.500 1.420 10.59 88.79 256 224 0.950 0.875 bicubic bilinear
341 resnext101_32x8d gluon_resnext50_32x4d 93.790 93.810 6.210 6.190 98.580 98.410 1.420 1.590 88.79 25.03 224 0.875 bilinear bicubic
342 gluon_resnet50_v1d eca_botnext26ts_256 93.780 6.220 98.400 98.500 1.600 1.500 25.58 10.59 224 256 0.875 0.950 bicubic
343 xception65 gluon_resnet50_v1d 93.770 6.230 98.360 98.390 1.640 1.610 39.92 25.58 299 224 0.903 0.875 bicubic
344 cspresnet50 xception65 93.750 93.760 6.250 6.240 98.630 98.370 1.370 1.630 21.62 39.92 256 299 0.887 0.903 bilinear bicubic
345 gluon_resnet101_v1b 93.730 93.750 6.270 6.250 98.400 98.380 1.600 1.620 44.55 224 0.875 bicubic
346 res2net101_26w_4s 93.750 6.250 98.310 1.690 45.21 224 0.875 bilinear
347 cspresnet50 93.740 6.260 98.640 1.360 21.62 256 0.887 bilinear
348 legacy_seresnext50_32x4d 93.730 6.270 98.580 1.420 27.56 224 0.875 bilinear
349 wide_resnet101_2 93.720 6.280 98.540 1.460 126.89 224 0.875 bilinear
350 res2net101_26w_4s lambda_resnet26rpt_256 93.720 93.710 6.280 6.290 98.320 98.510 1.680 1.490 45.21 10.99 224 256 0.875 0.940 bilinear bicubic
351 legacy_seresnext50_32x4d dpn68b 93.720 93.690 6.280 6.310 98.580 98.520 1.420 1.480 27.56 12.61 224 0.875 bilinear bicubic
352 lambda_resnet26rpt_256 tf_efficientnet_b1_ap 93.720 93.690 6.280 6.310 98.500 98.360 1.500 1.640 10.99 7.79 256 240 0.940 0.882 bicubic
353 tf_efficientnet_b1_ap gluon_resnet101_v1c 93.710 93.660 6.290 6.340 98.360 98.420 1.640 1.580 7.79 44.57 240 224 0.882 0.875 bicubic
dpn68b 93.680 6.320 98.530 1.470 12.61 224 0.875 bicubic
gluon_resnet101_v1c 93.660 6.340 98.410 1.590 44.57 224 0.875 bicubic
354 vit_tiny_patch16_384 93.650 6.350 98.600 1.400 5.79 384 1.000 bicubic
355 gluon_resnet50_v1s tf_efficientnet_b0_ns 93.630 6.370 98.470 98.640 1.530 1.360 25.68 5.29 224 0.875 bicubic
356 tf_efficientnet_b0_ns gluon_resnet50_v1s 93.620 6.380 98.640 98.460 1.360 1.540 5.29 25.68 224 0.875 bicubic
357 resnet33ts cait_xxs24_224 93.600 6.400 98.530 98.440 1.470 1.560 19.68 11.96 256 224 0.900 1.000 bicubic
358 cait_xxs24_224 resnet33ts 93.590 93.600 6.410 6.400 98.440 98.540 1.560 1.460 11.96 19.68 224 256 1.000 0.900 bicubic
359 hrnet_w44 coat_tiny 93.580 93.590 6.420 6.410 98.700 98.420 1.300 1.580 67.06 5.50 224 0.875 0.900 bilinear bicubic
360 coat_tiny hrnet_w44 93.580 93.550 6.420 6.450 98.410 98.700 1.590 1.300 5.50 67.06 224 0.900 0.875 bicubic bilinear
361 regnetx_040 93.550 6.450 98.560 98.550 1.440 1.450 22.12 224 0.875 bicubic
362 hrnet_w32 93.520 93.530 6.480 6.470 98.440 98.460 1.560 1.540 41.23 224 0.875 bilinear
363 eca_halonext26ts dla102x 93.510 93.520 6.490 6.480 98.280 98.510 1.720 1.490 10.76 26.31 256 224 0.940 0.875 bicubic bilinear
364 tf_efficientnet_b1 xcit_nano_12_p8_384_dist 93.510 93.520 6.490 6.480 98.360 98.540 1.640 1.460 7.79 3.05 240 384 0.882 1.000 bicubic
365 dla102x tf_efficientnet_b1 93.510 93.500 6.490 6.500 98.500 98.360 1.500 1.640 26.31 7.79 224 240 0.875 0.882 bilinear bicubic
366 botnet26t_256 93.500 6.500 98.300 1.700 12.49 256 0.950 bicubic
367 repvgg_b2 93.490 6.510 98.730 1.270 89.02 224 0.875 bilinear
368 hrnet_w40 93.490 6.510 98.590 98.580 1.410 1.420 57.56 224 0.875 bilinear
xcit_nano_12_p8_384_dist 93.480 6.520 98.520 1.480 3.05 384 1.000 bicubic
xception 93.480 6.520 98.530 1.470 22.86 299 0.897 bicubic
369 resnet32ts 93.470 6.530 98.490 1.510 17.96 256 0.900 bicubic
370 gluon_inception_v3 xception 93.460 93.470 6.540 6.530 98.560 98.530 1.440 1.470 23.83 22.86 299 0.875 0.897 bicubic
371 res2net50_26w_8s gluon_inception_v3 93.430 93.460 6.570 6.540 98.180 98.570 1.820 1.430 48.40 23.83 224 299 0.875 bilinear bicubic
372 mixnet_l 93.430 93.450 6.570 6.550 98.220 1.780 7.33 224 0.875 bicubic
373 legacy_seresnet152 xception41 93.420 93.430 6.580 6.570 98.340 98.430 1.660 1.570 66.82 26.97 224 299 0.875 0.903 bilinear bicubic
374 xception41 res2net50_26w_8s 93.410 6.590 98.420 98.180 1.580 1.820 26.97 48.40 299 224 0.903 0.875 bicubic bilinear
375 res2net50_26w_6s 93.410 6.590 98.280 1.720 37.05 224 0.875 bilinear
376 legacy_seresnet152 93.400 6.600 98.340 1.660 66.82 224 0.875 bilinear
377 xcit_tiny_12_p16_224_dist 93.400 6.600 98.490 1.510 6.72 224 1.000 bicubic
378 res2net50_26w_6s dla169 93.400 93.340 6.600 6.660 98.280 98.590 1.720 1.410 37.05 53.39 224 0.875 bilinear
379 resnest26d bat_resnext26ts 93.360 93.330 6.640 6.670 98.640 98.350 1.360 1.650 17.07 10.73 224 256 0.875 0.900 bilinear bicubic
380 levit_128 93.340 93.330 6.660 6.670 98.380 1.620 9.21 224 0.900 bicubic
dla169 93.340 6.660 98.600 1.400 53.39 224 0.875 bilinear
381 repvgg_b1 93.330 6.670 98.510 1.490 57.42 224 0.875 bilinear
382 tf_inception_v3 tf_mixnet_l 93.330 93.320 6.670 6.680 98.040 98.030 1.960 1.970 23.83 7.33 299 224 0.875 bicubic
383 tv_resnet152 resnest26d 93.330 93.320 6.670 6.680 98.390 98.630 1.610 1.370 60.19 17.07 224 0.875 bilinear
384 tf_mixnet_l tf_inception_v3 93.310 93.320 6.690 6.680 98.030 1.970 7.33 23.83 224 299 0.875 bicubic
385 bat_resnext26ts tv_resnet152 93.310 6.690 98.350 98.390 1.650 1.610 10.73 60.19 256 224 0.900 0.875 bicubic bilinear
386 legacy_seresnet101 93.300 6.700 98.500 98.510 1.500 1.490 49.33 224 0.875 bilinear
387 selecsls60b 93.290 93.300 6.710 6.700 98.280 1.720 32.77 224 0.875 bicubic
388 efficientnet_b1 93.240 93.250 6.760 6.750 98.290 1.710 7.79 256 1.000 bicubic
389 coat_lite_tiny 93.220 93.230 6.780 6.770 98.270 98.260 1.730 1.740 5.72 224 0.900 bicubic
390 efficientnet_es hrnet_w30 93.200 93.190 6.800 6.810 98.400 98.410 1.600 1.590 5.44 37.71 224 0.875 bicubic bilinear
391 hrnet_w30 dla60_res2net 93.200 93.180 6.800 6.820 98.410 98.420 1.590 1.580 37.71 20.85 224 0.875 bilinear
392 dla60_res2next 93.180 6.820 98.410 1.590 17.03 224 0.875 bilinear
393 dla60_res2net efficientnet_es 93.160 93.140 6.840 6.860 98.410 98.420 1.590 1.580 20.85 5.44 224 0.875 bilinear bicubic
394 dla60x 93.120 6.880 98.510 1.490 17.35 224 0.875 bilinear
395 regnetx_032 93.120 6.880 98.390 1.610 15.30 224 0.875 bicubic
396 pit_xs_224 93.120 93.110 6.880 6.890 98.320 1.680 10.62 224 0.900 bicubic
397 tf_efficientnetv2_b0 93.110 6.890 98.390 1.610 7.14 224 0.875 bicubic
398 dla60x dla102 93.090 93.060 6.910 6.940 98.490 98.550 1.510 1.450 17.35 33.27 224 0.875 bilinear
dla102 93.080 6.920 98.540 1.460 33.27 224 0.875 bilinear
gluon_resnet50_v1c 93.030 6.970 98.370 1.630 25.58 224 0.875 bicubic
regnety_016 93.030 6.970 98.360 1.640 11.20 224 0.875 bicubic
399 rexnet_100 93.030 6.970 98.190 1.810 4.80 224 0.875 bicubic
400 regnety_016 93.030 6.970 98.360 1.640 11.20 224 0.875 bicubic
401 gluon_resnet50_v1c 93.030 6.970 98.390 1.610 25.58 224 0.875 bicubic
402 selecsls60 93.020 6.980 98.310 1.690 30.67 224 0.875 bicubic
403 repvgg_b1g4 93.000 92.980 7.000 7.020 98.430 1.570 39.97 224 0.875 bilinear
404 legacy_seresnet50 92.950 92.960 7.050 7.040 98.190 1.810 28.09 224 0.875 bilinear
405 hardcorenas_f 92.950 7.050 98.160 1.840 8.20 224 0.875 bilinear
406 tf_efficientnet_em 92.950 92.930 7.050 7.070 98.210 98.200 1.790 1.800 6.90 240 0.882 bicubic
407 crossvit_9_dagger_240 adv_inception_v3 92.920 92.890 7.080 7.110 98.250 98.140 1.750 1.860 8.78 23.83 240 299 0.875 bicubic
408 adv_inception_v3 crossvit_9_dagger_240 92.890 7.110 98.130 98.230 1.870 1.770 23.83 8.78 299 240 0.875 bicubic
409 res2next50 92.850 92.860 7.150 7.140 98.180 98.190 1.820 1.810 24.67 224 0.875 bilinear
410 gmixer_24_224 92.840 92.830 7.160 7.170 97.880 2.120 24.72 224 0.875 bicubic
411 resmlp_12_distilled_224 92.830 7.170 98.140 1.860 15.35 224 0.875 bicubic
412 tf_efficientnet_cc_b0_8e 92.820 92.830 7.180 7.170 98.180 1.820 24.01 224 0.875 bicubic
413 seresnext26t_32x4d 92.810 92.820 7.190 7.180 98.370 1.630 16.81 224 0.875 bicubic
414 tv_resnet101 92.810 92.820 7.190 7.180 98.230 98.250 1.770 1.750 44.55 224 0.875 bilinear
415 gcresnext26ts 92.780 7.220 98.260 1.740 10.48 256 0.900 bicubic
416 efficientnet_b1_pruned 92.770 7.230 98.040 1.960 6.33 240 0.882 bicubic
417 gcresnext26ts densenet201 92.770 92.750 7.230 7.250 98.270 98.230 1.730 1.770 10.48 20.01 256 224 0.900 0.875 bicubic
418 tv_resnext50_32x4d resnet26t 92.760 92.750 7.240 7.250 98.280 98.230 1.720 1.770 25.03 16.01 224 256 0.875 0.940 bilinear bicubic
419 densenet201 tv_resnext50_32x4d 92.750 7.250 98.240 98.270 1.760 1.730 20.01 25.03 224 0.875 bicubic bilinear
420 resnet26t res2net50_14w_8s 92.750 92.740 7.250 7.260 98.240 98.180 1.760 1.820 16.01 25.06 256 224 0.940 0.875 bicubic bilinear
421 seresnext26d_32x4d inception_v3 92.740 92.720 7.260 7.280 98.150 97.970 1.850 2.030 16.81 23.83 224 299 0.875 bicubic
422 inception_v3 efficientnet_b0 92.720 92.690 7.280 7.310 97.960 98.070 2.040 1.930 23.83 5.29 299 224 0.875 bicubic
423 res2net50_14w_8s seresnext26d_32x4d 92.720 92.690 7.280 7.310 98.190 98.150 1.810 1.850 25.06 16.81 224 0.875 bilinear bicubic
424 resnet34d seresnext26ts 92.700 92.690 7.300 7.310 98.300 98.290 1.700 1.710 21.82 10.39 224 256 0.875 0.900 bicubic
425 seresnext26ts resnet34d 92.680 7.320 98.300 98.310 1.700 1.690 10.39 21.82 256 224 0.900 0.875 bicubic
426 efficientnet_b0 tf_efficientnet_lite2 92.670 92.650 7.330 7.350 98.080 98.230 1.920 1.770 5.29 6.09 224 260 0.875 0.890 bicubic
427 eca_resnext26ts legacy_seresnext26_32x4d 92.660 92.640 7.340 7.360 98.260 98.130 1.740 1.870 10.30 16.79 256 224 0.900 0.875 bicubic
428 tf_efficientnet_lite2 tf_efficientnet_lite1 92.660 92.620 7.340 7.380 98.230 98.070 1.770 1.930 6.09 5.42 260 240 0.890 0.882 bicubic
429 legacy_seresnext26_32x4d eca_resnext26ts 92.630 92.610 7.370 7.390 98.120 98.260 1.880 1.740 16.79 10.30 224 256 0.875 0.900 bicubic
430 tf_efficientnet_cc_b0_4e 92.620 92.600 7.380 7.400 98.080 1.920 13.31 224 0.875 bicubic
431 tf_efficientnet_lite1 hardcorenas_e 92.620 92.570 7.380 7.430 98.080 98.110 1.920 1.890 5.42 8.07 240 224 0.882 0.875 bicubic bilinear
432 hardcorenas_e gluon_resnet50_v1b 92.580 92.540 7.420 7.460 98.110 98.170 1.890 1.830 8.07 25.56 224 0.875 bilinear bicubic
433 res2net50_48w_2s 92.550 92.540 7.450 7.460 98.080 98.090 1.920 1.910 25.29 224 0.875 bilinear
434 gluon_resnet50_v1b xcit_tiny_12_p16_224 92.540 92.500 7.460 7.500 98.190 98.240 1.810 1.760 25.56 6.72 224 0.875 1.000 bicubic
435 densenet161 92.500 92.490 7.500 7.510 98.290 1.710 28.68 224 0.875 bicubic
436 xcit_tiny_12_p16_224 res2net50_26w_4s 92.490 7.510 98.250 98.060 1.750 1.940 6.72 25.70 224 1.000 0.875 bicubic bilinear
437 res2net50_26w_4s tinynet_a 92.480 92.440 7.520 7.560 98.070 98.080 1.930 1.920 25.70 6.19 224 192 0.875 bilinear bicubic
438 mixnet_m 92.440 92.430 7.560 7.570 97.870 2.130 5.01 224 0.875 bicubic
439 convmixer_1024_20_ks9_p14 92.430 92.420 7.570 7.580 98.270 1.730 24.38 224 0.960 bicubic
440 hardcorenas_d 92.420 92.400 7.580 7.600 98.070 1.930 7.50 224 0.875 bilinear
441 mobilenetv2_120d 92.400 7.600 98.050 1.950 5.83 224 0.875 bicubic
442 skresnet34 92.380 92.390 7.620 7.610 98.140 98.150 1.860 1.850 22.28 224 0.875 bicubic
443 tf_mixnet_m 92.330 7.670 97.890 2.110 5.01 224 0.875 bicubic
444 hrnet_w18 92.310 92.320 7.690 7.680 98.250 1.750 21.30 224 0.875 bilinear
445 selecsls42b ese_vovnet19b_dw 92.300 92.280 7.700 7.720 98.140 98.090 1.860 1.910 32.46 6.54 224 0.875 bicubic
446 mobilenetv3_large_100_miil selecsls42b 92.270 92.280 7.730 7.720 97.640 98.140 2.360 1.860 5.48 32.46 224 0.875 bilinear bicubic
447 ese_vovnet19b_dw mobilenetv3_large_100_miil 92.270 92.260 7.730 7.740 98.100 97.640 1.900 2.360 6.54 5.48 224 0.875 bicubic bilinear
448 tf_efficientnet_b0 92.230 92.260 7.770 7.740 98.000 2.000 5.29 224 0.875 bicubic
449 tf_efficientnet_b0_ap dla60 92.220 92.230 7.780 7.770 98.020 98.110 1.980 1.890 5.29 22.04 224 0.875 bicubic bilinear
450 dla60 resmlp_12_224 92.220 92.210 7.780 7.790 98.110 98.160 1.890 1.840 22.04 15.35 224 0.875 bilinear bicubic
451 resmlp_12_224 tf_efficientnet_b0_ap 92.190 92.200 7.810 7.800 98.160 98.020 1.840 1.980 15.35 5.29 224 0.875 bicubic
452 regnetx_016 92.160 7.840 98.210 1.790 9.19 224 0.875 bicubic
453 gernet_s 92.140 7.860 98.190 1.810 8.17 224 0.875 bilinear
454 xcit_nano_12_p8_224_dist 92.100 7.900 98.160 1.840 3.05 224 1.000 bicubic
455 resnet26d 92.050 92.070 7.950 7.930 97.960 97.970 2.040 2.030 16.01 224 0.875 bicubic
456 vit_small_patch32_224 92.030 92.040 7.970 7.960 98.230 1.770 22.88 224 0.900 bicubic
457 vit_tiny_r_s16_p8_384 92.030 92.040 7.970 7.960 98.290 1.710 6.36 384 1.000 bicubic
458 dpn68 92.020 92.030 7.980 7.970 98.040 98.050 1.960 1.950 12.61 224 0.875 bicubic
459 hardcorenas_c 92.020 7.980 97.840 2.160 5.52 224 0.875 bilinear
460 tf_efficientnet_es 91.990 91.980 8.010 8.020 97.870 2.130 5.44 224 0.875 bicubic
461 levit_128s 91.950 91.960 8.050 8.040 98.060 1.940 7.78 224 0.900 bicubic
462 repvgg_a2 91.940 8.060 98.150 1.850 28.21 224 0.875 bilinear
463 densenet169 91.910 91.920 8.090 8.080 98.100 1.900 14.15 224 0.875 bicubic
464 densenetblur121d 91.910 8.090 98.090 98.070 1.910 1.930 8.00 224 0.875 bicubic
465 tv_resnet50 91.890 91.880 8.110 8.120 98.040 1.960 25.56 224 0.875 bilinear
466 mixer_b16_224 resnext26ts 91.860 91.870 8.140 8.130 97.230 97.920 2.770 2.080 59.88 10.30 224 256 0.875 0.900 bicubic
467 resnext26ts mixer_b16_224 91.860 8.140 97.930 97.250 2.070 2.750 10.30 59.88 256 224 0.900 0.875 bicubic
468 xcit_nano_12_p16_384_dist mobilenetv2_140 91.830 91.840 8.170 8.160 98.010 97.850 1.990 2.150 3.05 6.11 384 224 1.000 0.875 bicubic
469 mobilenetv2_140 mixnet_s 91.830 8.170 97.860 97.690 2.140 2.310 6.11 4.13 224 0.875 bicubic
470 mixnet_s xcit_nano_12_p16_384_dist 91.820 91.830 8.180 8.170 97.690 98.020 2.310 1.980 4.13 3.05 224 384 0.875 1.000 bicubic
471 hardcorenas_b 91.780 8.220 97.780 2.220 5.18 224 0.875 bilinear
472 vit_tiny_patch16_224 91.760 8.240 98.040 1.960 5.72 224 0.900 bicubic
473 hardcorenas_b regnety_008 91.740 91.720 8.260 8.280 97.780 98.180 2.220 1.820 5.18 6.26 224 0.875 bilinear bicubic
474 resnest14d 91.730 91.720 8.270 8.280 97.870 2.130 10.61 224 0.875 bilinear
475 regnety_008 densenet121 91.710 91.580 8.290 8.420 98.180 98.030 1.820 1.970 6.26 7.98 224 0.875 bicubic
476 densenet121 tf_mixnet_s 91.570 91.510 8.430 8.490 98.030 97.620 1.970 2.380 7.98 4.13 224 0.875 bicubic
477 tf_mixnet_s repvgg_b0 91.510 91.420 8.490 8.580 97.610 97.990 2.390 2.010 4.13 15.82 224 0.875 bicubic bilinear
repvgg_b0 91.450 8.550 97.980 2.020 15.82 224 0.875 bilinear
478 regnety_006 91.380 8.620 97.710 2.290 6.06 224 0.875 bicubic
479 mobilenetv3_large_100 hardcorenas_a 91.340 91.350 8.660 8.650 97.710 97.860 2.290 2.140 5.48 5.26 224 0.875 bicubic bilinear
480 hardcorenas_a mobilenetv3_large_100 91.340 91.330 8.660 8.670 97.860 97.710 2.140 2.290 5.26 5.48 224 0.875 bilinear bicubic
481 semnasnet_100 91.280 91.270 8.720 8.730 97.570 97.560 2.430 2.440 3.89 224 0.875 bicubic
482 tf_mobilenetv3_large_100 91.230 91.240 8.770 8.760 97.660 2.340 5.48 224 0.875 bilinear
483 mobilenetv3_rw 91.210 8.790 97.660 2.340 5.48 224 0.875 bicubic
efficientnet_es_pruned 91.190 8.810 97.740 2.260 5.44 224 0.875 bicubic
484 hrnet_w18_small_v2 91.190 8.810 97.900 2.100 15.60 224 0.875 bilinear
485 efficientnet_lite0 efficientnet_es_pruned 91.140 91.180 8.860 8.820 97.630 97.750 2.370 2.250 4.65 5.44 224 0.875 bicubic
486 resnet26 efficientnet_lite0 91.130 8.870 97.740 97.620 2.260 2.380 16.00 4.65 224 0.875 bicubic
487 resnet34 91.120 91.130 8.880 8.870 97.630 97.620 2.370 2.380 21.80 224 0.875 bilinear
488 resnet26 91.120 8.880 97.750 2.250 16.00 224 0.875 bicubic
489 regnetx_008 91.050 8.950 97.710 2.290 7.26 224 0.875 bicubic
490 tf_efficientnet_lite0 91.050 8.950 97.570 97.590 2.430 2.410 4.65 224 0.875 bicubic
491 xcit_nano_12_p8_224 90.990 91.010 9.010 8.990 97.800 2.200 3.05 224 1.000 bicubic
492 gluon_resnet34_v1b 90.990 90.960 9.010 9.040 97.650 97.640 2.350 2.360 21.80 224 0.875 bicubic
493 mobilenetv2_110d 90.970 90.960 9.030 9.040 97.560 2.440 4.52 224 0.875 bicubic
494 tinynet_b 90.930 9.070 97.670 2.330 3.73 188 0.875 bicubic
495 legacy_seresnet34 90.900 9.100 97.580 2.420 21.96 224 0.875 bilinear
496 tv_densenet121 pit_ti_distilled_224 90.900 9.100 97.700 97.710 2.300 2.290 7.98 5.10 224 0.875 0.900 bicubic
497 pit_ti_distilled_224 tv_densenet121 90.880 90.890 9.120 9.110 97.720 97.710 2.280 2.290 5.10 7.98 224 0.900 0.875 bicubic
498 dla34 90.770 9.230 97.650 97.660 2.350 2.340 15.74 224 0.875 bilinear
499 deit_tiny_distilled_patch16_224 90.730 90.710 9.270 9.290 97.580 97.570 2.420 2.430 5.91 224 0.900 bicubic
500 fbnetc_100 90.720 90.710 9.280 9.290 97.210 2.790 5.57 224 0.875 bilinear
501 swsl_resnet18 90.680 90.690 9.320 9.310 97.710 97.700 2.290 2.300 11.69 224 0.875 bilinear
502 crossvit_9_240 90.660 90.640 9.340 9.360 97.740 2.260 8.55 240 0.875 bicubic
503 convit_tiny 90.610 90.640 9.390 9.360 97.730 97.740 2.270 2.260 5.71 224 0.875 bicubic
504 mnasnet_100 90.510 9.490 97.470 2.530 4.38 224 0.875 bicubic
505 regnety_004 90.480 90.490 9.520 9.510 97.560 97.540 2.440 2.460 4.34 224 0.875 bicubic
506 regnetx_006 90.350 9.650 97.430 2.570 6.20 224 0.875 bicubic
507 spnasnet_100 90.350 9.650 97.190 2.810 4.42 224 0.875 bilinear
508 regnetx_006 crossvit_tiny_240 90.320 90.250 9.680 9.750 97.430 97.590 2.570 2.410 6.20 7.01 224 240 0.875 bicubic
509 crossvit_tiny_240 ssl_resnet18 90.250 90.220 9.750 9.780 97.610 97.550 2.390 2.450 7.01 11.69 240 224 0.875 bicubic bilinear
ssl_resnet18 90.230 9.770 97.560 2.440 11.69 224 0.875 bilinear
vgg19_bn 90.100 9.900 97.580 2.420 143.68 224 0.875 bilinear
510 vgg16_bn 90.090 9.910 97.370 2.630 138.37 224 0.875 bilinear
511 vgg19_bn 90.080 9.920 97.580 2.420 143.68 224 0.875 bilinear
512 semnasnet_075 90.080 9.920 97.430 2.570 2.91 224 0.875 bicubic
513 ghostnet_100 90.030 9.970 97.370 2.630 5.18 224 0.875 bilinear
514 pit_ti_224 89.930 89.950 10.070 10.050 97.440 97.450 2.560 2.550 4.85 224 0.900 bicubic
515 tv_resnet34 89.920 89.930 10.080 10.070 97.340 2.660 21.80 224 0.875 bilinear
516 vit_base_patch32_sam_224 89.750 10.250 97.000 3.000 88.22 224 0.900 bicubic
517 tf_mobilenetv3_large_075 89.710 89.680 10.290 10.320 97.220 97.210 2.780 2.790 3.99 224 0.875 bilinear
518 xcit_nano_12_p16_224_dist 89.680 10.320 97.090 2.910 3.05 224 1.000 bicubic
519 deit_tiny_patch16_224 89.670 10.330 97.440 2.560 5.72 224 0.900 bicubic
520 skresnet18 89.660 10.340 97.220 97.230 2.780 2.770 11.96 224 0.875 bicubic
521 mobilenetv2_100 89.610 10.390 97.150 2.850 3.50 224 0.875 bicubic
522 resnet18d 89.290 89.270 10.710 10.730 97.140 2.860 11.71 224 0.875 bicubic
523 vit_tiny_r_s16_p8_224 89.190 89.170 10.810 10.830 97.230 2.770 6.34 224 0.900 bicubic
524 vgg19 hrnet_w18_small 89.060 89.050 10.940 10.950 96.870 97.110 3.130 2.890 143.67 13.19 224 0.875 bilinear
525 hrnet_w18_small vgg19 89.060 89.040 10.940 10.960 97.100 96.870 2.900 3.130 13.19 143.67 224 0.875 bilinear
526 tf_mobilenetv3_large_minimal_100 88.950 88.960 11.050 11.040 96.870 96.860 3.130 3.140 3.92 224 0.875 bilinear
527 legacy_seresnet18 regnetx_004 88.880 88.900 11.120 11.100 96.970 97.120 3.030 2.880 11.78 5.16 224 0.875 bicubic
528 regnetx_004 legacy_seresnet18 88.880 11.120 97.120 96.980 2.880 3.020 5.16 11.78 224 0.875 bicubic
529 vgg13_bn lcnet_100 88.780 88.790 11.220 11.210 96.970 96.730 3.030 3.270 133.05 2.95 224 0.875 bilinear bicubic
530 xcit_nano_12_p16_224 vgg13_bn 88.590 88.760 11.410 11.240 96.790 96.970 3.210 3.030 3.05 133.05 224 1.000 0.875 bicubic bilinear
531 xcit_nano_12_p16_224 88.610 11.390 96.790 3.210 3.05 224 1.000 bicubic
532 vgg16 88.550 11.450 96.790 3.210 138.36 224 0.875 bilinear
533 gluon_resnet18_v1b 88.380 88.400 11.620 11.600 96.700 96.680 3.300 3.320 11.69 224 0.875 bicubic
534 vgg11_bn tinynet_c 87.520 87.770 12.480 12.230 96.810 96.370 3.190 3.630 132.87 2.46 224 184 0.875 bilinear bicubic
535 resnet18 vgg11_bn 87.370 87.500 12.630 12.500 96.260 96.820 3.740 3.180 11.69 132.87 224 0.875 bilinear
536 regnety_002 resnet18 87.360 87.390 12.640 12.610 96.570 96.290 3.430 3.710 3.16 11.69 224 0.875 bicubic bilinear
537 mixer_l16_224 regnety_002 87.160 87.380 12.840 12.620 93.530 96.590 6.470 3.410 208.20 3.16 224 0.875 bicubic
538 vgg13 mixer_l16_224 87.030 87.150 12.970 12.850 96.310 93.510 3.690 6.490 133.05 208.20 224 0.875 bilinear bicubic
539 vgg11 vgg13 86.580 87.050 13.420 12.950 96.290 96.320 3.710 3.680 132.86 133.05 224 0.875 bilinear
540 dla60x_c vgg11 86.280 86.550 13.720 13.450 96.160 96.280 3.840 3.720 1.32 132.86 224 0.875 bilinear
541 regnetx_002 dla60x_c 86.200 86.290 13.800 13.710 95.970 96.160 4.030 3.840 2.68 1.32 224 0.875 bicubic bilinear
542 tf_mobilenetv3_small_100 regnetx_002 85.210 86.190 14.790 13.810 95.780 95.980 4.220 4.020 2.54 2.68 224 0.875 bilinear bicubic
543 dla46x_c lcnet_075 84.250 85.990 15.750 14.010 95.280 95.680 4.720 4.320 1.07 2.36 224 0.875 bilinear bicubic
544 dla46_c tf_mobilenetv3_small_100 83.640 85.210 16.360 14.790 94.910 95.770 5.090 4.230 1.30 2.54 224 0.875 bilinear
545 tf_mobilenetv3_small_075 tinynet_d 83.480 84.750 16.520 15.250 94.800 95.180 5.200 4.820 2.04 2.34 224 152 0.875 bilinear bicubic
546 tf_mobilenetv3_small_minimal_100 dla46x_c 81.390 84.250 18.610 15.750 93.670 95.270 6.330 4.730 2.04 1.07 224 0.875 bilinear
547 mnasnet_small 83.990 16.010 94.920 5.080 2.03 224 0.875 bicubic
548 mobilenetv2_050 83.890 16.110 94.710 5.290 1.97 224 0.875 bicubic
549 dla46_c 83.650 16.350 94.920 5.080 1.30 224 0.875 bilinear
550 tf_mobilenetv3_small_075 83.510 16.490 94.800 5.200 2.04 224 0.875 bilinear
551 lcnet_050 81.780 18.220 93.710 6.290 1.88 224 0.875 bicubic
552 tf_mobilenetv3_small_minimal_100 81.380 18.620 93.670 6.330 2.04 224 0.875 bilinear
553 tinynet_e 78.900 21.100 92.560 7.440 2.04 106 0.875 bicubic

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model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
beit_large_patch16_384,97.820,2.180,99.790,0.210,305.00,384,1.000,bicubic
beit_large_patch16_512,97.770,2.230,99.810,0.190,305.67,512,1.000,bicubic
tf_efficientnet_l2_ns,97.770,2.230,99.890,0.110,480.31,800,0.960,bicubic
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
tf_efficientnet_l2_ns_475,97.750,2.250,99.820,0.180,480.31,475,0.936,bicubic
beit_large_patch16_224,97.470,2.530,99.690,0.310,304.43,224,0.900,bicubic
convnext_xlarge_384_in22ft1k,97.550,2.450,99.800,0.200,350.20,384,1.000,bicubic
beit_large_patch16_224,97.480,2.520,99.690,0.310,304.43,224,0.900,bicubic
convnext_large_384_in22ft1k,97.440,2.560,99.780,0.220,197.77,384,1.000,bicubic
vit_large_patch16_384,97.420,2.580,99.780,0.220,304.72,384,1.000,bicubic
beit_base_patch16_384,97.350,2.650,99.710,0.290,86.74,384,1.000,bicubic
tf_efficientnet_b7_ns,97.210,2.790,99.700,0.300,66.35,600,0.949,bicubic
swin_large_patch4_window12_384,97.180,2.820,99.690,0.310,196.74,384,1.000,bicubic
beit_base_patch16_384,97.330,2.670,99.720,0.280,86.74,384,1.000,bicubic
convnext_base_384_in22ft1k,97.280,2.720,99.770,0.230,88.59,384,1.000,bicubic
convnext_large_in22ft1k,97.260,2.740,99.650,0.350,197.77,224,0.875,bicubic
convnext_xlarge_in22ft1k,97.240,2.760,99.730,0.270,350.20,224,0.875,bicubic
tf_efficientnet_b7_ns,97.200,2.800,99.700,0.300,66.35,600,0.949,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
tf_efficientnetv2_l_in21ft1k,97.110,2.890,99.700,0.300,118.52,480,1.000,bicubic
swin_base_patch4_window12_384,97.070,2.930,99.770,0.230,87.90,384,1.000,bicubic
tf_efficientnet_b6_ns,97.030,2.970,99.710,0.290,43.04,528,0.942,bicubic
vit_base_patch16_384,97.020,2.980,99.700,0.300,86.86,384,1.000,bicubic
ig_resnext101_32x48d,96.960,3.040,99.670,0.330,828.41,224,0.875,bilinear
swin_base_patch4_window12_384,97.120,2.880,99.780,0.220,87.90,384,1.000,bicubic
tf_efficientnetv2_l_in21ft1k,97.110,2.890,99.710,0.290,118.52,480,1.000,bicubic
vit_base_patch8_224,97.080,2.920,99.620,0.380,86.58,224,0.900,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
ig_resnext101_32x48d,96.970,3.030,99.670,0.330,828.41,224,0.875,bilinear
tf_efficientnetv2_m_in21ft1k,96.970,3.030,99.610,0.390,54.14,480,1.000,bicubic
swin_large_patch4_window7_224,96.950,3.050,99.660,0.340,196.53,224,0.900,bicubic
tf_efficientnetv2_m_in21ft1k,96.950,3.050,99.610,0.390,54.14,480,1.000,bicubic
vit_large_r50_s32_384,96.950,3.050,99.720,0.280,329.09,384,1.000,bicubic
xcit_large_24_p16_384_dist,96.930,3.070,99.510,0.490,189.10,384,1.000,bicubic
dm_nfnet_f6,96.910,3.090,99.720,0.280,438.36,576,0.956,bicubic
vit_large_r50_s32_384,96.950,3.050,99.710,0.290,329.09,384,1.000,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
cait_m48_448,96.880,3.120,99.620,0.380,356.46,448,1.000,bicubic
resnetv2_152x4_bitm,96.880,3.120,99.660,0.340,936.53,480,1.000,bilinear
tf_efficientnet_b5_ns,96.880,3.120,99.640,0.360,30.39,456,0.934,bicubic
cait_m48_448,96.870,3.130,99.620,0.380,356.46,448,1.000,bicubic
xcit_small_24_p8_384_dist,96.830,3.170,99.630,0.370,47.63,384,1.000,bicubic
cait_m36_384,96.820,3.180,99.660,0.340,271.22,384,1.000,bicubic
dm_nfnet_f5,96.800,3.200,99.670,0.330,377.21,544,0.954,bicubic
dm_nfnet_f4,96.780,3.220,99.620,0.380,316.07,512,0.951,bicubic
tf_efficientnet_b5_ns,96.870,3.130,99.640,0.360,30.39,456,0.934,bicubic
convnext_base_in22ft1k,96.860,3.140,99.650,0.350,88.59,224,0.875,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
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_medium_24_p8_384_dist,96.780,3.220,99.620,0.380,84.32,384,1.000,bicubic
dm_nfnet_f4,96.780,3.220,99.620,0.380,316.07,512,0.951,bicubic
xcit_large_24_p8_384_dist,96.760,3.240,99.560,0.440,188.93,384,1.000,bicubic
dm_nfnet_f3,96.720,3.280,99.630,0.370,254.92,416,0.940,bicubic
dm_nfnet_f3,96.730,3.270,99.630,0.370,254.92,416,0.940,bicubic
tf_efficientnet_b4_ns,96.710,3.290,99.640,0.360,19.34,380,0.922,bicubic
vit_large_patch16_224,96.710,3.290,99.650,0.350,304.33,224,0.900,bicubic
tf_efficientnet_b8,96.700,3.300,99.550,0.450,87.41,672,0.954,bicubic
xcit_medium_24_p16_384_dist,96.690,3.310,99.600,0.400,84.40,384,1.000,bicubic
swin_base_patch4_window7_224,96.670,3.330,99.670,0.330,87.77,224,0.900,bicubic
beit_base_patch16_224,96.650,3.350,99.660,0.340,86.53,224,0.900,bicubic
tf_efficientnetv2_l,96.650,3.350,99.570,0.430,118.52,480,1.000,bicubic
cait_s36_384,96.630,3.370,99.590,0.410,68.37,384,1.000,bicubic
xcit_large_24_p8_224_dist,96.620,3.380,99.460,0.540,188.93,224,1.000,bicubic
cait_s24_384,96.580,3.420,99.550,0.450,47.06,384,1.000,bicubic
tf_efficientnet_b8,96.700,3.300,99.530,0.470,87.41,672,0.954,bicubic
xcit_medium_24_p16_384_dist,96.700,3.300,99.600,0.400,84.40,384,1.000,bicubic
swin_base_patch4_window7_224,96.680,3.320,99.660,0.340,87.77,224,0.900,bicubic
beit_base_patch16_224,96.660,3.340,99.660,0.340,86.53,224,0.900,bicubic
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_b7,96.580,3.420,99.510,0.490,66.35,600,0.949,bicubic
tf_efficientnet_b8_ap,96.560,3.440,99.550,0.450,87.41,672,0.954,bicubic
tf_efficientnetv2_m,96.550,3.450,99.570,0.430,54.14,480,1.000,bicubic
xcit_small_24_p8_224_dist,96.550,3.450,99.560,0.440,47.63,224,1.000,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_efficientnetv2_m,96.540,3.460,99.570,0.430,54.14,480,1.000,bicubic
resnetv2_152x2_bitm,96.520,3.480,99.590,0.410,236.34,448,1.000,bilinear
xcit_medium_24_p8_224_dist,96.500,3.500,99.500,0.500,84.32,224,1.000,bicubic
deit_base_distilled_patch16_384,96.490,3.510,99.590,0.410,87.63,384,1.000,bicubic
xcit_small_12_p8_384_dist,96.480,3.520,99.480,0.520,26.21,384,1.000,bicubic
vit_base_r50_s16_384,96.470,3.530,99.660,0.340,98.95,384,1.000,bicubic
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
dm_nfnet_f2,96.460,3.540,99.540,0.460,193.78,352,0.920,bicubic
ecaresnet269d,96.460,3.540,99.610,0.390,102.09,352,1.000,bicubic
tf_efficientnetv2_s_in21ft1k,96.460,3.540,99.570,0.430,21.46,384,1.000,bicubic
eca_nfnet_l2,96.460,3.540,99.630,0.370,56.72,384,1.000,bicubic
dm_nfnet_f2,96.450,3.550,99.540,0.460,193.78,352,0.920,bicubic
ig_resnext101_32x16d,96.430,3.570,99.540,0.460,194.03,224,0.875,bilinear
eca_nfnet_l2,96.450,3.550,99.630,0.370,56.72,384,1.000,bicubic
vit_base_r50_s16_384,96.450,3.550,99.660,0.340,98.95,384,1.000,bicubic
ig_resnext101_32x16d,96.440,3.560,99.540,0.460,194.03,224,0.875,bilinear
resnetrs420,96.400,3.600,99.540,0.460,191.89,416,1.000,bicubic
dm_nfnet_f1,96.370,3.630,99.480,0.520,132.63,320,0.910,bicubic
tf_efficientnet_b6_ap,96.360,3.640,99.550,0.450,43.04,528,0.942,bicubic
xcit_small_24_p16_384_dist,96.360,3.640,99.590,0.410,47.67,384,1.000,bicubic
tf_efficientnet_b7_ap,96.350,3.650,99.600,0.400,66.35,600,0.949,bicubic
resmlp_big_24_224_in22ft1k,96.340,3.660,99.510,0.490,129.14,224,0.875,bicubic
seresnet152d,96.330,3.670,99.510,0.490,66.84,320,1.000,bicubic
dm_nfnet_f1,96.380,3.620,99.470,0.530,132.63,320,0.910,bicubic
tf_efficientnet_b6_ap,96.370,3.630,99.550,0.450,43.04,528,0.942,bicubic
resmlp_big_24_224_in22ft1k,96.350,3.650,99.520,0.480,129.14,224,0.875,bicubic
tf_efficientnet_b7_ap,96.350,3.650,99.590,0.410,66.35,600,0.949,bicubic
xcit_small_24_p16_384_dist,96.340,3.660,99.580,0.420,47.67,384,1.000,bicubic
xcit_small_12_p16_384_dist,96.330,3.670,99.490,0.510,26.25,384,1.000,bicubic
xcit_large_24_p16_224_dist,96.310,3.690,99.500,0.500,189.10,224,1.000,bicubic
xcit_large_24_p16_224_dist,96.320,3.680,99.500,0.500,189.10,224,1.000,bicubic
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
resnetv2_50x3_bitm,96.290,3.710,99.630,0.370,217.32,448,1.000,bilinear
resnetv2_101x3_bitm,96.290,3.710,99.580,0.420,387.93,448,1.000,bilinear
tf_efficientnet_b6,96.280,3.720,99.520,0.480,43.04,528,0.942,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
xcit_medium_24_p16_224_dist,96.260,3.740,99.400,0.600,84.40,224,1.000,bicubic
xcit_tiny_24_p8_384_dist,96.250,3.750,99.440,0.560,12.11,384,1.000,bicubic
resnetv2_101x3_bitm,96.250,3.750,99.580,0.420,387.93,448,1.000,bilinear
resnetrs350,96.240,3.760,99.470,0.530,163.96,384,1.000,bicubic
swsl_resnext101_32x8d,96.230,3.770,99.590,0.410,88.79,224,0.875,bilinear
vit_large_r50_s32_224,96.190,3.810,99.530,0.470,328.99,224,0.900,bicubic
resnetv2_152x2_bit_teacher_384,96.170,3.830,99.510,0.490,236.34,384,1.000,bicubic
resnest269e,96.120,3.880,99.520,0.480,110.93,416,0.928,bicubic
crossvit_18_dagger_408,96.110,3.890,99.470,0.530,44.61,408,1.000,bicubic
swsl_resnext101_32x8d,96.240,3.760,99.590,0.410,88.79,224,0.875,bilinear
xcit_tiny_24_p8_384_dist,96.240,3.760,99.440,0.560,12.11,384,1.000,bicubic
resnetv2_152x2_bit_teacher_384,96.190,3.810,99.500,0.500,236.34,384,1.000,bicubic
vit_large_r50_s32_224,96.180,3.820,99.530,0.470,328.99,224,0.900,bicubic
crossvit_18_dagger_408,96.130,3.870,99.470,0.530,44.61,408,1.000,bicubic
resnest269e,96.130,3.870,99.520,0.480,110.93,416,0.928,bicubic
resnet200d,96.110,3.890,99.460,0.540,64.69,320,1.000,bicubic
tf_efficientnet_b3_ns,96.110,3.890,99.470,0.530,12.23,300,0.904,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
resnest200e,96.080,3.920,99.470,0.530,70.20,320,0.909,bicubic
pit_b_distilled_224,96.080,3.920,99.380,0.620,74.79,224,0.900,bicubic
resnetrs270,96.070,3.930,99.480,0.520,129.86,352,1.000,bicubic
xcit_large_24_p8_224,96.060,3.940,99.150,0.850,188.93,224,1.000,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
resnetrs270,96.060,3.940,99.480,0.520,129.86,352,1.000,bicubic
vit_small_r26_s32_384,96.060,3.940,99.550,0.450,36.47,384,1.000,bicubic
swsl_resnext101_32x4d,96.050,3.950,99.540,0.460,44.18,224,0.875,bilinear
vit_base_patch16_224_miil,96.040,3.960,99.350,0.650,86.54,224,0.875,bilinear
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
convnext_large,96.020,3.980,99.470,0.530,197.77,224,0.875,bicubic
cait_xs24_384,96.010,3.990,99.430,0.570,26.67,384,1.000,bicubic
resnetrs200,96.000,4.000,99.440,0.560,93.21,320,1.000,bicubic
regnetz_d8,96.010,3.990,99.520,0.480,23.37,320,1.000,bicubic
resnetrs200,95.990,4.010,99.440,0.560,93.21,320,1.000,bicubic
tf_efficientnet_b5,95.980,4.020,99.450,0.550,30.39,456,0.934,bicubic
vit_small_patch16_384,95.980,4.020,99.600,0.400,22.20,384,1.000,bicubic
vit_small_patch16_384,95.980,4.020,99.590,0.410,22.20,384,1.000,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,95.950,4.050,99.390,0.610,88.79,224,0.875,bilinear
eca_nfnet_l1,95.920,4.080,99.500,0.500,41.41,320,1.000,bicubic
convnext_base,95.950,4.050,99.380,0.620,88.59,224,0.875,bicubic
ig_resnext101_32x8d,95.940,4.060,99.380,0.620,88.79,224,0.875,bilinear
eca_nfnet_l1,95.930,4.070,99.490,0.510,41.41,320,1.000,bicubic
xcit_small_24_p8_224,95.910,4.090,99.180,0.820,47.63,224,1.000,bicubic
vit_base_patch32_384,95.910,4.090,99.440,0.560,88.30,384,1.000,bicubic
regnety_160,95.900,4.100,99.560,0.440,83.59,288,1.000,bicubic
xcit_medium_24_p8_224,95.870,4.130,99.090,0.910,84.32,224,1.000,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
resmlp_big_24_distilled_224,95.870,4.130,99.440,0.560,129.14,224,0.875,bicubic
regnetz_d,95.860,4.140,99.440,0.560,27.58,320,0.950,bicubic
resnet152d,95.850,4.150,99.430,0.570,60.21,320,1.000,bicubic
crossvit_15_dagger_408,95.820,4.180,99.300,0.700,28.50,408,1.000,bicubic
xcit_small_24_p16_224_dist,95.810,4.190,99.340,0.660,47.67,224,1.000,bicubic
deit_base_distilled_patch16_224,95.780,4.220,99.280,0.720,87.34,224,0.900,bicubic
resnet152d,95.870,4.130,99.430,0.570,60.21,320,1.000,bicubic
xcit_medium_24_p8_224,95.870,4.130,99.080,0.920,84.32,224,1.000,bicubic
regnetz_d32,95.860,4.140,99.430,0.570,27.58,320,0.950,bicubic
crossvit_15_dagger_408,95.820,4.180,99.310,0.690,28.50,408,1.000,bicubic
xcit_small_24_p16_224_dist,95.800,4.200,99.340,0.660,47.67,224,1.000,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
xcit_small_12_p16_224_dist,95.750,4.250,99.290,0.710,26.25,224,1.000,bicubic
resnetv2_152x2_bit_teacher,95.730,4.270,99.430,0.570,236.34,224,0.875,bicubic
twins_pcpvt_large,95.720,4.280,99.490,0.510,60.99,224,0.900,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,95.740,4.260,99.300,0.700,26.25,224,1.000,bicubic
twins_svt_large,95.720,4.280,99.370,0.630,99.27,224,0.900,bicubic
twins_pcpvt_large,95.720,4.280,99.490,0.510,60.99,224,0.900,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
dm_nfnet_f0,95.710,4.290,99.330,0.670,71.49,256,0.900,bicubic
efficientnetv2_rw_s,95.700,4.300,99.380,0.620,23.94,384,1.000,bicubic
deit_base_patch16_384,95.660,4.340,99.240,0.760,86.86,384,1.000,bicubic
cait_s24_224,95.640,4.360,99.390,0.610,46.92,224,1.000,bicubic
tf_efficientnet_b4,95.590,4.410,99.320,0.680,19.34,380,0.922,bicubic
swsl_resnext50_32x4d,95.590,4.410,99.440,0.560,25.03,224,0.875,bilinear
resnest101e,95.580,4.420,99.270,0.730,48.28,256,0.875,bilinear
dm_nfnet_f0,95.690,4.310,99.330,0.670,71.49,256,0.900,bicubic
cait_s24_224,95.650,4.350,99.390,0.610,46.92,224,1.000,bicubic
deit_base_patch16_384,95.650,4.350,99.240,0.760,86.86,384,1.000,bicubic
convnext_small,95.630,4.370,99.260,0.740,50.22,224,0.875,bicubic
swsl_resnext50_32x4d,95.600,4.400,99.440,0.560,25.03,224,0.875,bilinear
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
efficientnet_b4,95.540,4.460,99.400,0.600,19.34,384,1.000,bicubic
jx_nest_small,95.540,4.460,99.230,0.770,38.35,224,0.875,bicubic
jx_nest_base,95.530,4.470,99.300,0.700,67.72,224,0.875,bicubic
tf_efficientnet_b2_ns,95.530,4.470,99.340,0.660,9.11,260,0.890,bicubic
tresnet_xl_448,95.520,4.480,99.340,0.660,78.44,448,0.875,bilinear
tf_efficientnet_b4_ap,95.500,4.500,99.390,0.610,19.34,380,0.922,bicubic
regnety_032,95.470,4.530,99.320,0.680,19.44,288,1.000,bicubic
twins_pcpvt_base,95.470,4.530,99.380,0.620,43.83,224,0.900,bicubic
xcit_tiny_24_p16_384_dist,95.460,4.540,99.350,0.650,12.12,384,1.000,bicubic
xcit_tiny_24_p8_224_dist,95.460,4.540,99.370,0.630,12.11,224,1.000,bicubic
resnest101e,95.560,4.440,99.270,0.730,48.28,256,0.875,bilinear
resnet152,95.560,4.440,99.270,0.730,60.19,224,0.950,bicubic
jx_nest_base,95.540,4.460,99.300,0.700,67.72,224,0.875,bicubic
jx_nest_small,95.540,4.460,99.220,0.780,38.35,224,0.875,bicubic
efficientnet_b4,95.520,4.480,99.400,0.600,19.34,384,1.000,bicubic
tf_efficientnet_b2_ns,95.520,4.480,99.340,0.660,9.11,260,0.890,bicubic
tresnet_xl_448,95.510,4.490,99.340,0.660,78.44,448,0.875,bilinear
tf_efficientnet_b4_ap,95.490,4.510,99.390,0.610,19.34,380,0.922,bicubic
regnety_032,95.480,4.520,99.320,0.680,19.44,288,1.000,bicubic
xcit_tiny_24_p16_384_dist,95.480,4.520,99.360,0.640,12.12,384,1.000,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
nfnet_l0,95.420,4.580,99.430,0.570,35.07,288,1.000,bicubic
xcit_small_12_p8_224,95.420,4.580,99.200,0.800,26.21,224,1.000,bicubic
regnetz_c,95.410,4.590,99.310,0.690,13.46,320,0.940,bicubic
ssl_resnext101_32x16d,95.400,4.600,99.410,0.590,194.03,224,0.875,bilinear
tresnet_m,95.400,4.600,99.150,0.850,31.39,224,0.875,bilinear
ssl_resnext101_32x16d,95.410,4.590,99.410,0.590,194.03,224,0.875,bilinear
tresnet_l_448,95.400,4.600,99.300,0.700,55.99,448,0.875,bilinear
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
resnetv2_50x1_bit_distilled,95.390,4.610,99.430,0.570,25.55,224,0.875,bicubic
tresnet_l_448,95.390,4.610,99.280,0.720,55.99,448,0.875,bilinear
pnasnet5large,95.370,4.630,99.130,0.870,86.06,331,0.911,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
xcit_tiny_12_p8_384_dist,95.340,4.660,99.340,0.660,6.71,384,1.000,bicubic
resnetv2_101x1_bitm,95.330,4.670,99.380,0.620,44.54,448,1.000,bilinear
ssl_resnext101_32x8d,95.320,4.680,99.310,0.690,88.79,224,0.875,bilinear
ssl_resnext101_32x8d,95.330,4.670,99.310,0.690,88.79,224,0.875,bilinear
resnetv2_101x1_bitm,95.320,4.680,99.370,0.630,44.54,448,1.000,bilinear
gc_efficientnetv2_rw_t,95.280,4.720,99.220,0.780,13.68,288,1.000,bicubic
vit_large_patch32_384,95.250,4.750,99.320,0.680,306.63,384,1.000,bicubic
cait_xxs36_384,95.240,4.760,99.330,0.670,17.37,384,1.000,bicubic
resnetrs101,95.230,4.770,99.210,0.790,63.62,288,0.940,bicubic
swsl_resnet50,95.220,4.780,99.400,0.600,25.56,224,0.875,bilinear
levit_384,95.200,4.800,99.160,0.840,39.13,224,0.900,bicubic
resnet51q,95.190,4.810,99.280,0.720,35.70,288,1.000,bilinear
crossvit_18_dagger_240,95.180,4.820,99.120,0.880,44.27,240,0.875,bicubic
nasnetalarge,95.170,4.830,99.130,0.870,88.75,331,0.911,bicubic
resnetrs101,95.250,4.750,99.210,0.790,63.62,288,0.940,bicubic
vit_large_patch32_384,95.240,4.760,99.320,0.680,306.63,384,1.000,bicubic
cait_xxs36_384,95.230,4.770,99.320,0.680,17.37,384,1.000,bicubic
levit_384,95.210,4.790,99.160,0.840,39.13,224,0.900,bicubic
resnet51q,95.200,4.800,99.280,0.720,35.70,288,1.000,bilinear
swsl_resnet50,95.200,4.800,99.390,0.610,25.56,224,0.875,bilinear
crossvit_18_dagger_240,95.190,4.810,99.120,0.880,44.27,240,0.875,bicubic
ecaresnet101d,95.160,4.840,99.230,0.770,44.57,224,0.875,bicubic
efficientnet_b3,95.150,4.850,99.210,0.790,12.23,320,1.000,bicubic
ssl_resnext101_32x4d,95.140,4.860,99.310,0.690,44.18,224,0.875,bilinear
xcit_medium_24_p16_224,95.130,4.870,98.930,1.070,84.40,224,1.000,bicubic
tf_efficientnetv2_b3,95.120,4.880,99.190,0.810,14.36,300,0.904,bicubic
vit_small_r26_s32_224,95.120,4.880,99.220,0.780,36.43,224,0.900,bicubic
coat_lite_small,95.110,4.890,99.030,0.970,19.84,224,0.900,bicubic
ecaresnet50t,95.110,4.890,99.290,0.710,25.57,320,0.950,bicubic
ssl_resnext101_32x4d,95.160,4.840,99.310,0.690,44.18,224,0.875,bilinear
nasnetalarge,95.150,4.850,99.130,0.870,88.75,331,0.911,bicubic
efficientnet_b3,95.130,4.870,99.210,0.790,12.23,320,1.000,bicubic
fbnetv3_g,95.130,4.870,99.200,0.800,16.62,288,0.950,bilinear
vit_small_r26_s32_224,95.130,4.870,99.220,0.780,36.43,224,0.900,bicubic
xcit_medium_24_p16_224,95.130,4.870,98.920,1.080,84.40,224,1.000,bicubic
tf_efficientnetv2_b3,95.120,4.880,99.200,0.800,14.36,300,0.904,bicubic
resnet61q,95.110,4.890,99.080,0.920,36.85,288,1.000,bicubic
convit_base,95.100,4.900,99.130,0.870,86.54,224,0.875,bicubic
tresnet_xl,95.080,4.920,99.250,0.750,78.44,224,0.875,bilinear
efficientnetv2_rw_t,95.080,4.920,99.220,0.780,13.65,288,1.000,bicubic
xcit_small_24_p16_224,95.070,4.930,99.060,0.940,47.67,224,1.000,bicubic
crossvit_base_240,95.060,4.940,98.980,1.020,105.03,240,0.875,bicubic
crossvit_18_240,95.050,4.950,99.120,0.880,43.27,240,0.875,bicubic
deit_base_patch16_224,95.020,4.980,98.970,1.030,86.57,224,0.900,bicubic
visformer_small,94.970,5.030,99.210,0.790,40.22,224,0.900,bicubic
crossvit_15_dagger_240,94.970,5.030,99.150,0.850,28.21,240,0.875,bicubic
tf_efficientnet_b3_ap,94.960,5.040,99.110,0.890,12.23,300,0.904,bicubic
convit_base,95.100,4.900,99.140,0.860,86.54,224,0.875,bicubic
xcit_small_24_p16_224,95.080,4.920,99.060,0.940,47.67,224,1.000,bicubic
coat_lite_small,95.080,4.920,99.030,0.970,19.84,224,0.900,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
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
tresnet_xl,95.060,4.940,99.260,0.740,78.44,224,0.875,bilinear
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
convnext_tiny,94.990,5.010,99.200,0.800,28.59,224,0.875,bicubic
crossvit_15_dagger_240,94.980,5.020,99.160,0.840,28.21,240,0.875,bicubic
convmixer_1536_20,94.970,5.030,99.170,0.830,51.63,224,0.960,bicubic
resnet101,94.970,5.030,99.080,0.920,44.55,224,0.950,bicubic
tf_efficientnet_b3_ap,94.970,5.030,99.110,0.890,12.23,300,0.904,bicubic
visformer_small,94.960,5.040,99.210,0.790,40.22,224,0.900,bicubic
xcit_large_24_p16_224,94.950,5.050,98.830,1.170,189.10,224,1.000,bicubic
convmixer_1536_20,94.950,5.050,99.170,0.830,51.63,224,0.960,bicubic
jx_nest_tiny,94.950,5.050,99.100,0.900,17.06,224,0.875,bicubic
cait_xxs24_384,94.940,5.060,99.130,0.870,12.03,384,1.000,bicubic
jx_nest_tiny,94.940,5.060,99.100,0.900,17.06,224,0.875,bicubic
resnetv2_101,94.930,5.070,99.110,0.890,44.54,224,0.950,bicubic
convit_small,94.920,5.080,99.120,0.880,27.78,224,0.875,bicubic
gernet_l,94.920,5.080,99.200,0.800,31.08,256,0.875,bilinear
tf_efficientnet_b3,94.910,5.090,99.100,0.900,12.23,300,0.904,bicubic
vit_small_patch16_224,94.900,5.100,99.280,0.720,22.05,224,0.900,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
convit_small,94.920,5.080,99.100,0.900,27.78,224,0.875,bicubic
tf_efficientnet_b3,94.910,5.090,99.110,0.890,12.23,300,0.904,bicubic
tresnet_l,94.900,5.100,99.030,0.970,55.99,224,0.875,bilinear
mixer_b16_224_miil,94.890,5.110,99.080,0.920,59.88,224,0.875,bilinear
tf_efficientnet_b1_ns,94.880,5.120,99.250,0.750,7.79,240,0.882,bicubic
xcit_tiny_24_p8_224,94.870,5.130,99.190,0.810,12.11,224,1.000,bicubic
mixer_b16_224_miil,94.880,5.120,99.080,0.920,59.88,224,0.875,bilinear
vit_small_patch16_224,94.880,5.120,99.270,0.730,22.05,224,0.900,bicubic
xcit_tiny_24_p8_224,94.880,5.120,99.190,0.810,12.11,224,1.000,bicubic
tf_efficientnet_lite4,94.870,5.130,99.090,0.910,13.01,380,0.920,bilinear
xcit_small_12_p16_224,94.810,5.190,99.060,0.940,26.25,224,1.000,bicubic
seresnext50_32x4d,94.800,5.200,99.130,0.870,27.56,224,0.875,bicubic
pit_b_224,94.790,5.210,98.810,1.190,73.76,224,0.900,bicubic
tf_efficientnet_b1_ns,94.860,5.140,99.250,0.750,7.79,240,0.882,bicubic
xcit_small_12_p16_224,94.820,5.180,99.060,0.940,26.25,224,1.000,bicubic
seresnext50_32x4d,94.810,5.190,99.130,0.870,27.56,224,0.875,bicubic
pit_b_224,94.790,5.210,98.820,1.180,73.76,224,0.900,bicubic
lamhalobotnet50ts_256,94.780,5.220,98.980,1.020,22.57,256,0.950,bicubic
twins_svt_small,94.770,5.230,99.080,0.920,24.06,224,0.900,bicubic
coat_mini,94.760,5.240,98.950,1.050,10.34,224,0.900,bicubic
resnetv2_50x1_bitm,94.760,5.240,99.180,0.820,25.55,448,1.000,bilinear
coat_mini,94.770,5.230,98.950,1.050,10.34,224,0.900,bicubic
resnetv2_50x1_bitm,94.750,5.250,99.180,0.820,25.55,448,1.000,bilinear
pit_s_distilled_224,94.750,5.250,99.180,0.820,24.04,224,0.900,bicubic
xcit_tiny_12_p8_224_dist,94.740,5.260,99.180,0.820,6.71,224,1.000,bicubic
legacy_senet154,94.730,5.270,99.100,0.900,115.09,224,0.875,bilinear
crossvit_15_240,94.720,5.280,99.080,0.920,27.53,240,0.875,bicubic
gluon_senet154,94.710,5.290,98.970,1.030,115.09,224,0.875,bicubic
halonet50ts,94.710,5.290,98.820,1.180,22.73,256,0.940,bicubic
resnest50d_4s2x40d,94.710,5.290,99.130,0.870,30.42,224,0.875,bicubic
xcit_tiny_12_p8_224_dist,94.710,5.290,99.180,0.820,6.71,224,1.000,bicubic
gluon_resnet152_v1s,94.700,5.300,99.060,0.940,60.32,224,0.875,bicubic
ssl_resnext50_32x4d,94.700,5.300,99.240,0.760,25.03,224,0.875,bilinear
gluon_senet154,94.700,5.300,98.970,1.030,115.09,224,0.875,bicubic
gluon_resnet152_v1s,94.690,5.310,99.050,0.950,60.32,224,0.875,bicubic
regnetz_b,94.690,5.310,99.160,0.840,9.72,288,0.940,bicubic
crossvit_15_240,94.680,5.320,99.070,0.930,27.53,240,0.875,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
rexnet_200,94.670,5.330,99.090,0.910,16.37,224,0.875,bicubic
tresnet_m_448,94.670,5.330,99.170,0.830,31.39,448,0.875,bilinear
gluon_seresnext101_64x4d,94.660,5.340,98.970,1.030,88.23,224,0.875,bicubic
wide_resnet50_2,94.650,5.350,99.050,0.950,68.88,224,0.875,bicubic
swin_tiny_patch4_window7_224,94.640,5.360,99.120,0.880,28.29,224,0.900,bicubic
gluon_seresnext101_64x4d,94.660,5.340,98.980,1.020,88.23,224,0.875,bicubic
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
tresnet_m_448,94.650,5.350,99.150,0.850,31.39,448,0.875,bilinear
resnest50d,94.620,5.380,99.030,0.970,27.48,224,0.875,bilinear
gcresnet50t,94.610,5.390,98.990,1.010,25.90,256,0.900,bicubic
lamhalobotnet50ts_256,94.610,5.390,98.610,1.390,22.57,256,0.950,bicubic
twins_pcpvt_small,94.600,5.400,99.140,0.860,24.11,224,0.900,bicubic
deit_small_distilled_patch16_224,94.590,5.410,99.090,0.910,22.44,224,0.900,bicubic
pit_s_224,94.590,5.410,98.930,1.070,23.46,224,0.900,bicubic
crossvit_small_240,94.590,5.410,99.120,0.880,26.86,240,0.875,bicubic
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
deit_small_distilled_patch16_224,94.600,5.400,99.100,0.900,22.44,224,0.900,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
pit_s_224,94.590,5.410,98.920,1.080,23.46,224,0.900,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
lambda_resnet50ts,94.570,5.430,98.650,1.350,21.54,256,0.950,bicubic
resnext50_32x4d,94.570,5.430,98.800,1.200,25.03,224,0.950,bicubic
tnt_s_patch16_224,94.570,5.430,99.180,0.820,23.76,224,0.900,bicubic
vit_small_patch32_384,94.570,5.430,99.140,0.860,22.92,384,1.000,bicubic
lambda_resnet50ts,94.560,5.440,98.650,1.350,21.54,256,0.950,bicubic
repvgg_b3,94.560,5.440,98.910,1.090,123.09,224,0.875,bilinear
gernet_m,94.550,5.450,98.920,1.080,21.14,224,0.875,bilinear
halo2botnet50ts_256,94.550,5.450,98.760,1.240,22.64,256,0.950,bicubic
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
xcit_tiny_12_p16_384_dist,94.540,5.460,99.170,0.830,6.72,384,1.000,bicubic
sehalonet33ts,94.530,5.470,98.780,1.220,13.69,256,0.940,bicubic
regnety_320,94.500,5.500,99.170,0.830,145.05,224,0.875,bicubic
haloregnetz_b,94.500,5.500,98.960,1.040,11.68,224,0.940,bicubic
repvgg_b3g4,94.490,5.510,99.020,0.980,83.83,224,0.875,bilinear
gluon_resnet152_v1d,94.460,5.540,99.000,1.000,60.21,224,0.875,bicubic
ecaresnet101d_pruned,94.440,5.560,99.100,0.900,24.88,224,0.875,bicubic
gluon_seresnext101_32x4d,94.430,5.570,99.090,0.910,48.96,224,0.875,bicubic
sehalonet33ts,94.530,5.470,98.760,1.240,13.69,256,0.940,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
haloregnetz_b,94.520,5.480,98.960,1.040,11.68,224,0.940,bicubic
repvgg_b3g4,94.500,5.500,99.020,0.980,83.83,224,0.875,bilinear
ecaresnet101d_pruned,94.450,5.550,99.100,0.900,24.88,224,0.875,bicubic
gluon_seresnext101_32x4d,94.450,5.550,99.090,0.910,48.96,224,0.875,bicubic
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
halonet50ts,94.420,5.580,98.760,1.240,22.73,256,0.940,bicubic
gcresnext50ts,94.410,5.590,98.990,1.010,15.67,256,0.900,bicubic
levit_256,94.410,5.590,99.060,0.940,18.89,224,0.900,bicubic
levit_256,94.400,5.600,99.060,0.940,18.89,224,0.900,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
nf_resnet50,94.380,5.620,99.070,0.930,25.56,288,0.940,bicubic
resnest50d_1s4x24d,94.380,5.620,99.060,0.940,25.68,224,0.875,bicubic
vit_base_patch32_224,94.380,5.620,99.060,0.940,88.22,224,0.900,bicubic
efficientnet_b2,94.370,5.630,99.050,0.950,9.11,288,1.000,bicubic
inception_v4,94.370,5.630,98.820,1.180,42.68,299,0.875,bicubic
xcit_tiny_12_p8_224,94.370,5.630,99.070,0.930,6.71,224,1.000,bicubic
tf_efficientnet_el,94.350,5.650,99.090,0.910,10.59,300,0.904,bicubic
tf_efficientnet_el,94.360,5.640,99.100,0.900,10.59,300,0.904,bicubic
xcit_tiny_12_p8_224,94.360,5.640,99.070,0.930,6.71,224,1.000,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
gluon_resnext101_64x4d,94.330,5.670,98.880,1.120,83.46,224,0.875,bicubic
inception_resnet_v2,94.320,5.680,98.800,1.200,55.84,299,0.897,bicubic
ssl_resnet50,94.320,5.680,99.160,0.840,25.56,224,0.875,bilinear
resnetv2_50,94.290,5.710,98.930,1.070,25.55,224,0.950,bicubic
regnetx_120,94.290,5.710,99.200,0.800,46.11,224,0.875,bicubic
tf_efficientnet_b2_ap,94.280,5.720,98.950,1.050,9.11,260,0.890,bicubic
rexnet_150,94.270,5.730,99.090,0.910,9.73,224,0.875,bicubic
inception_resnet_v2,94.340,5.660,98.800,1.200,55.84,299,0.897,bicubic
sebotnet33ts_256,94.310,5.690,98.600,1.400,13.70,256,0.940,bicubic
ssl_resnet50,94.310,5.690,99.150,0.850,25.56,224,0.875,bilinear
resmlp_big_24_224,94.270,5.730,98.820,1.180,129.14,224,0.875,bicubic
seresnet33ts,94.260,5.740,98.780,1.220,19.78,256,0.900,bicubic
mixnet_xl,94.220,5.780,98.810,1.190,11.90,224,0.875,bicubic
xcit_tiny_24_p16_224_dist,94.220,5.780,98.960,1.040,12.12,224,1.000,bicubic
ecaresnet50d,94.210,5.790,99.010,0.990,25.58,224,0.875,bicubic
regnetx_320,94.210,5.790,99.050,0.950,107.81,224,0.875,bicubic
tf_efficientnet_b2,94.200,5.800,99.030,0.970,9.11,260,0.890,bicubic
gluon_resnet101_v1s,94.180,5.820,99.020,0.980,44.67,224,0.875,bicubic
gluon_resnet101_v1d,94.180,5.820,98.950,1.050,44.57,224,0.875,bicubic
resnetv2_50,94.270,5.730,98.930,1.070,25.55,224,0.950,bicubic
rexnet_150,94.270,5.730,99.080,0.920,9.73,224,0.875,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
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
tf_efficientnet_b2,94.210,5.790,99.030,0.970,9.11,260,0.890,bicubic
xcit_tiny_24_p16_224_dist,94.210,5.790,98.960,1.040,12.12,224,1.000,bicubic
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_seresnext50_32x4d,94.180,5.820,98.910,1.090,27.56,224,0.875,bicubic
legacy_seresnext101_32x4d,94.170,5.830,98.970,1.030,48.96,224,0.875,bilinear
regnety_064,94.140,5.860,99.030,0.970,30.58,224,0.875,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_resnet101_v1d,94.170,5.830,98.940,1.060,44.57,224,0.875,bicubic
ecaresnetlight,94.140,5.860,98.950,1.050,30.16,224,0.875,bicubic
ens_adv_inception_resnet_v2,94.140,5.860,98.790,1.210,55.84,299,0.897,bicubic
ens_adv_inception_resnet_v2,94.130,5.870,98.790,1.210,55.84,299,0.897,bicubic
regnety_064,94.130,5.870,99.030,0.970,30.58,224,0.875,bicubic
gluon_resnext101_32x4d,94.120,5.880,98.940,1.060,44.18,224,0.875,bicubic
tf_efficientnet_lite3,94.110,5.890,98.960,1.040,8.20,300,0.904,bilinear
cspdarknet53,94.100,5.900,98.980,1.020,27.64,256,0.887,bilinear
seresnet50,94.080,5.920,98.950,1.050,28.09,224,0.875,bicubic
legacy_seresnext101_32x4d,94.120,5.880,98.970,1.030,48.96,224,0.875,bilinear
tf_efficientnet_lite3,94.120,5.880,98.960,1.040,8.20,300,0.904,bilinear
cspdarknet53,94.090,5.910,98.980,1.020,27.64,256,0.887,bilinear
efficientnet_el_pruned,94.080,5.920,99.020,0.980,10.59,300,0.904,bicubic
seresnet50,94.080,5.920,98.960,1.040,28.09,224,0.875,bicubic
resnet50d,94.070,5.930,98.920,1.080,25.58,224,0.875,bicubic
regnety_120,94.060,5.940,99.020,0.980,51.82,224,0.875,bicubic
tf_efficientnetv2_b2,94.060,5.940,98.940,1.060,10.10,260,0.890,bicubic
efficientnet_el_pruned,94.060,5.940,99.020,0.980,10.59,300,0.904,bicubic
gluon_xception65,94.040,5.960,99.030,0.970,39.92,299,0.903,bicubic
resnetrs50,94.030,5.970,98.830,1.170,35.69,224,0.910,bicubic
hrnet_w48,94.030,5.970,99.030,0.970,77.47,224,0.875,bilinear
gluon_resnet152_v1b,94.020,5.980,98.750,1.250,60.19,224,0.875,bicubic
dla102x2,94.010,5.990,99.030,0.970,41.28,224,0.875,bilinear
tf_efficientnetv2_b2,94.070,5.930,98.930,1.070,10.10,260,0.890,bicubic
gluon_resnet152_v1b,94.030,5.970,98.740,1.260,60.19,224,0.875,bicubic
hrnet_w48,94.030,5.970,99.040,0.960,77.47,224,0.875,bilinear
gluon_xception65,94.020,5.980,99.020,0.980,39.92,299,0.903,bicubic
resnetrs50,94.020,5.980,98.850,1.150,35.69,224,0.910,bicubic
regnety_120,94.010,5.990,99.030,0.970,51.82,224,0.875,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
dpn107,93.960,6.040,98.840,1.160,86.92,224,0.875,bicubic
resnet50,93.950,6.050,98.470,1.530,25.56,224,0.950,bicubic
dpn107,93.960,6.040,98.830,1.170,86.92,224,0.875,bicubic
ecaresnet26t,93.950,6.050,98.920,1.080,16.01,320,0.950,bicubic
skresnext50_32x4d,93.950,6.050,98.830,1.170,27.48,224,0.875,bicubic
cait_xxs36_224,93.940,6.060,98.880,1.120,17.30,224,1.000,bicubic
ecaresnet26t,93.930,6.070,98.930,1.070,16.01,320,0.950,bicubic
dpn98,93.930,6.070,98.920,1.080,61.57,224,0.875,bicubic
xception71,93.900,6.100,98.950,1.050,42.34,299,0.903,bicubic
regnety_080,93.900,6.100,98.990,1.010,39.18,224,0.875,bicubic
regnetx_160,93.900,6.100,99.080,0.920,54.28,224,0.875,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
dpn98,93.920,6.080,98.920,1.080,61.57,224,0.875,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
regnety_080,93.890,6.110,99.000,1.000,39.18,224,0.875,bicubic
vit_base_patch16_sam_224,93.890,6.110,98.890,1.110,86.57,224,0.900,bicubic
nf_regnet_b1,93.890,6.110,98.750,1.250,10.22,288,0.900,bicubic
gluon_resnet152_v1c,93.880,6.120,98.800,1.200,60.21,224,0.875,bicubic
eca_resnet33ts,93.870,6.130,98.890,1.110,19.68,256,0.900,bicubic
resnext50_32x4d,93.850,6.150,98.820,1.180,25.03,224,0.875,bicubic
cspresnet50,93.850,6.150,98.870,1.130,21.62,256,0.887,bilinear
xcit_tiny_24_p16_224,93.850,6.150,98.770,1.230,12.12,224,1.000,bicubic
hrnet_w64,93.850,6.150,98.930,1.070,128.06,224,0.875,bilinear
nf_regnet_b1,93.880,6.120,98.740,1.260,10.22,288,0.900,bicubic
xception71,93.880,6.120,98.950,1.050,42.34,299,0.903,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
xcit_tiny_24_p16_224,93.850,6.150,98.760,1.240,12.12,224,1.000,bicubic
ese_vovnet39b,93.850,6.150,98.900,1.100,24.57,224,0.875,bicubic
gcresnet33ts,93.820,6.180,98.930,1.070,19.88,256,0.900,bicubic
fbnetv3_d,93.840,6.160,98.910,1.090,10.31,256,0.950,bilinear
hrnet_w64,93.840,6.160,98.930,1.070,128.06,224,0.875,bilinear
ecaresnet50d_pruned,93.820,6.180,99.000,1.000,19.94,224,0.875,bicubic
repvgg_b2g4,93.820,6.180,98.920,1.080,61.76,224,0.875,bilinear
resnext50d_32x4d,93.800,6.200,98.730,1.270,25.05,224,0.875,bicubic
gcresnet33ts,93.820,6.180,98.910,1.090,19.88,256,0.900,bicubic
repvgg_b2g4,93.810,6.190,98.930,1.070,61.76,224,0.875,bilinear
resnext50d_32x4d,93.810,6.190,98.740,1.260,25.05,224,0.875,bicubic
efficientnet_b2_pruned,93.800,6.200,98.910,1.090,8.31,260,0.890,bicubic
dla169,93.800,6.200,98.840,1.160,53.39,224,0.875,bilinear
regnetx_080,93.790,6.210,98.900,1.100,39.57,224,0.875,bicubic
dla169,93.780,6.220,98.830,1.170,53.39,224,0.875,bilinear
cspresnext50,93.780,6.220,98.840,1.160,20.57,224,0.875,bilinear
gluon_resnet101_v1b,93.770,6.230,98.690,1.310,44.55,224,0.875,bicubic
resnext101_32x8d,93.770,6.230,98.950,1.050,88.79,224,0.875,bilinear
gluon_resnet101_v1b,93.770,6.230,98.720,1.280,44.55,224,0.875,bicubic
cspresnext50,93.770,6.230,98.840,1.160,20.57,224,0.875,bilinear
dpn131,93.760,6.240,98.850,1.150,79.25,224,0.875,bicubic
tf_efficientnet_b0_ns,93.760,6.240,98.980,1.020,5.29,224,0.875,bicubic
efficientnet_em,93.750,6.250,98.920,1.080,6.90,240,0.882,bicubic
xception65,93.740,6.260,98.870,1.130,39.92,299,0.903,bicubic
xception65,93.760,6.240,98.860,1.140,39.92,299,0.903,bicubic
dpn131,93.750,6.250,98.840,1.160,79.25,224,0.875,bicubic
efficientnet_em,93.740,6.260,98.930,1.070,6.90,240,0.882,bicubic
tf_efficientnet_b0_ns,93.740,6.260,98.980,1.020,5.29,224,0.875,bicubic
wide_resnet101_2,93.720,6.280,98.810,1.190,126.89,224,0.875,bilinear
hrnet_w40,93.710,6.290,98.800,1.200,57.56,224,0.875,bilinear
levit_192,93.710,6.290,98.790,1.210,10.95,224,0.900,bicubic
resnetblur50,93.710,6.290,98.800,1.200,25.56,224,0.875,bicubic
resnetblur50,93.710,6.290,98.810,1.190,25.56,224,0.875,bicubic
tf_efficientnet_b1,93.710,6.290,98.800,1.200,7.79,240,0.882,bicubic
tf_efficientnetv2_b1,93.700,6.300,98.810,1.190,8.14,240,0.882,bicubic
rexnet_130,93.690,6.310,98.720,1.280,7.56,224,0.875,bicubic
regnetx_040,93.670,6.330,98.950,1.050,22.12,224,0.875,bicubic
resmlp_36_224,93.670,6.330,98.950,1.050,44.69,224,0.875,bicubic
gluon_resnext50_32x4d,93.670,6.330,98.700,1.300,25.03,224,0.875,bicubic
gluon_resnet101_v1c,93.660,6.340,98.760,1.240,44.57,224,0.875,bicubic
xception,93.650,6.350,98.770,1.230,22.86,299,0.897,bicubic
regnetx_064,93.650,6.350,99.050,0.950,26.21,224,0.875,bicubic
tf_efficientnet_b1_ap,93.640,6.360,98.780,1.220,7.79,240,0.882,bicubic
hrnet_w44,93.620,6.380,98.950,1.050,67.06,224,0.875,bilinear
resnet33ts,93.620,6.380,98.770,1.230,19.68,256,0.900,bicubic
halonet26t,93.610,6.390,98.640,1.360,12.48,256,0.950,bicubic
regnety_040,93.610,6.390,98.960,1.040,20.65,224,0.875,bicubic
dpn68b,93.600,6.400,98.710,1.290,12.61,224,0.875,bicubic
gluon_resnet50_v1s,93.590,6.410,98.830,1.170,25.68,224,0.875,bicubic
gluon_inception_v3,93.590,6.410,98.840,1.160,23.83,299,0.875,bicubic
res2net50_26w_6s,93.580,6.420,98.740,1.260,37.05,224,0.875,bilinear
tf_efficientnet_cc_b1_8e,93.580,6.420,98.690,1.310,39.72,240,0.882,bicubic
repvgg_b2,93.570,6.430,99.070,0.930,89.02,224,0.875,bilinear
tf_efficientnetv2_b1,93.710,6.290,98.820,1.180,8.14,240,0.882,bicubic
levit_192,93.710,6.290,98.800,1.200,10.95,224,0.900,bicubic
gluon_resnet101_v1c,93.690,6.310,98.760,1.240,44.57,224,0.875,bicubic
regnetx_040,93.680,6.320,98.940,1.060,22.12,224,0.875,bicubic
rexnet_130,93.680,6.320,98.710,1.290,7.56,224,0.875,bicubic
resmlp_36_224,93.650,6.350,98.950,1.050,44.69,224,0.875,bicubic
fbnetv3_b,93.650,6.350,98.910,1.090,8.60,256,0.950,bilinear
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
resnet33ts,93.630,6.370,98.760,1.240,19.68,256,0.900,bicubic
tf_efficientnet_b1_ap,93.630,6.370,98.800,1.200,7.79,240,0.882,bicubic
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
res2net50_26w_6s,93.610,6.390,98.740,1.260,37.05,224,0.875,bilinear
hrnet_w44,93.610,6.390,98.960,1.040,67.06,224,0.875,bilinear
regnety_040,93.610,6.390,98.950,1.050,20.65,224,0.875,bicubic
halonet26t,93.600,6.400,98.640,1.360,12.48,256,0.950,bicubic
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
dla60_res2next,93.570,6.430,98.790,1.210,17.03,224,0.875,bilinear
resnet32ts,93.570,6.430,98.750,1.250,17.96,256,0.900,bicubic
dla60_res2next,93.560,6.440,98.800,1.200,17.03,224,0.875,bilinear
gluon_resnet50_v1d,93.550,6.450,98.710,1.290,25.58,224,0.875,bicubic
res2net101_26w_4s,93.520,6.480,98.630,1.370,45.21,224,0.875,bilinear
dla102x,93.510,6.490,98.850,1.150,26.31,224,0.875,bilinear
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
gluon_inception_v3,93.540,6.460,98.830,1.170,23.83,299,0.875,bicubic
gluon_resnet50_v1d,93.530,6.470,98.710,1.290,25.58,224,0.875,bicubic
dla102x,93.520,6.480,98.850,1.150,26.31,224,0.875,bilinear
res2net101_26w_4s,93.520,6.480,98.600,1.400,45.21,224,0.875,bilinear
coat_tiny,93.510,6.490,98.690,1.310,5.50,224,0.900,bicubic
gmlp_s16_224,93.510,6.490,98.780,1.220,19.42,224,0.875,bicubic
coat_tiny,93.500,6.500,98.680,1.320,5.50,224,0.900,bicubic
selecsls60b,93.500,6.500,98.840,1.160,32.77,224,0.875,bicubic
cait_xxs24_224,93.490,6.510,98.770,1.230,11.96,224,1.000,bicubic
coat_lite_mini,93.490,6.510,98.780,1.220,11.01,224,0.900,bicubic
selecsls60b,93.480,6.520,98.840,1.160,32.77,224,0.875,bicubic
xception41,93.480,6.520,98.760,1.240,26.97,299,0.903,bicubic
legacy_seresnet152,93.460,6.540,98.850,1.150,66.82,224,0.875,bilinear
lambda_resnet26rpt_256,93.440,6.560,98.880,1.120,10.99,256,0.940,bicubic
botnet26t_256,93.440,6.560,98.660,1.340,12.49,256,0.950,bicubic
res2net50_26w_8s,93.430,6.570,98.670,1.330,48.40,224,0.875,bilinear
resmlp_24_224,93.430,6.570,98.810,1.190,30.02,224,0.875,bicubic
vit_tiny_patch16_384,93.430,6.570,98.840,1.160,5.79,384,1.000,bicubic
hrnet_w30,93.410,6.590,98.830,1.170,37.71,224,0.875,bilinear
legacy_seresnext50_32x4d,93.410,6.590,98.800,1.200,27.56,224,0.875,bilinear
repvgg_b1,93.410,6.590,98.780,1.220,57.42,224,0.875,bilinear
lambda_resnet26t,93.400,6.600,98.760,1.240,10.96,256,0.940,bicubic
dla60_res2net,93.380,6.620,98.830,1.170,20.85,224,0.875,bilinear
eca_botnext26ts_256,93.360,6.640,98.690,1.310,10.59,256,0.950,bicubic
xcit_tiny_12_p16_224_dist,93.340,6.660,98.750,1.250,6.72,224,1.000,bicubic
dla102,93.290,6.710,98.780,1.220,33.27,224,0.875,bilinear
legacy_seresnet101,93.290,6.710,98.750,1.250,49.33,224,0.875,bilinear
mixnet_l,93.290,6.710,98.710,1.290,7.33,224,0.875,bicubic
regnetx_032,93.270,6.730,98.740,1.260,15.30,224,0.875,bicubic
resnest26d,93.260,6.740,98.840,1.160,17.07,224,0.875,bilinear
tv_resnet152,93.260,6.740,98.750,1.250,60.19,224,0.875,bilinear
xcit_nano_12_p8_384_dist,93.250,6.750,98.850,1.150,3.05,384,1.000,bicubic
pit_xs_distilled_224,93.230,6.770,98.820,1.180,11.00,224,0.900,bicubic
tf_inception_v3,93.210,6.790,98.490,1.510,23.83,299,0.875,bicubic
dla60x,93.210,6.790,98.720,1.280,17.35,224,0.875,bilinear
tf_efficientnet_em,93.200,6.800,98.680,1.320,6.90,240,0.882,bicubic
xception41,93.480,6.520,98.750,1.250,26.97,299,0.903,bicubic
coat_lite_mini,93.460,6.540,98.780,1.220,11.01,224,0.900,bicubic
legacy_seresnet152,93.440,6.560,98.850,1.150,66.82,224,0.875,bilinear
resmlp_24_224,93.440,6.560,98.810,1.190,30.02,224,0.875,bicubic
botnet26t_256,93.430,6.570,98.660,1.340,12.49,256,0.950,bicubic
lambda_resnet26rpt_256,93.430,6.570,98.880,1.120,10.99,256,0.940,bicubic
legacy_seresnext50_32x4d,93.430,6.570,98.800,1.200,27.56,224,0.875,bilinear
vit_tiny_patch16_384,93.430,6.570,98.830,1.170,5.79,384,1.000,bicubic
res2net50_26w_8s,93.420,6.580,98.690,1.310,48.40,224,0.875,bilinear
repvgg_b1,93.410,6.590,98.790,1.210,57.42,224,0.875,bilinear
lambda_resnet26t,93.400,6.600,98.740,1.260,10.96,256,0.940,bicubic
hrnet_w30,93.390,6.610,98.830,1.170,37.71,224,0.875,bilinear
dla60_res2net,93.380,6.620,98.860,1.140,20.85,224,0.875,bilinear
eca_botnext26ts_256,93.360,6.640,98.700,1.300,10.59,256,0.950,bicubic
xcit_tiny_12_p16_224_dist,93.340,6.660,98.740,1.260,6.72,224,1.000,bicubic
xcit_nano_12_p8_384_dist,93.280,6.720,98.850,1.150,3.05,384,1.000,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
dla102,93.260,6.740,98.770,1.230,33.27,224,0.875,bilinear
regnetx_032,93.250,6.750,98.730,1.270,15.30,224,0.875,bicubic
pit_xs_distilled_224,93.240,6.760,98.830,1.170,11.00,224,0.900,bicubic
resnest26d,93.240,6.760,98.850,1.150,17.07,224,0.875,bilinear
tv_resnet152,93.240,6.760,98.750,1.250,60.19,224,0.875,bilinear
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
eca_halonext26ts,93.140,6.860,98.690,1.310,10.76,256,0.940,bicubic
res2next50,93.110,6.890,98.660,1.340,24.67,224,0.875,bilinear
bat_resnext26ts,93.100,6.900,98.720,1.280,10.73,256,0.900,bicubic
tf_efficientnet_em,93.180,6.820,98.670,1.330,6.90,240,0.882,bicubic
res2next50,93.140,6.860,98.650,1.350,24.67,224,0.875,bilinear
bat_resnext26ts,93.100,6.900,98.730,1.270,10.73,256,0.900,bicubic
tf_efficientnetv2_b0,93.060,6.940,98.700,1.300,7.14,224,0.875,bicubic
tf_mixnet_l,93.050,6.950,98.540,1.460,7.33,224,0.875,bicubic
levit_128,93.040,6.960,98.690,1.310,9.21,224,0.900,bicubic
repvgg_b1g4,93.040,6.960,98.820,1.180,39.97,224,0.875,bilinear
regnety_016,93.030,6.970,98.690,1.310,11.20,224,0.875,bicubic
efficientnet_b1,93.020,6.980,98.710,1.290,7.79,256,1.000,bicubic
res2net50_14w_8s,93.020,6.980,98.700,1.300,25.06,224,0.875,bilinear
selecsls60,93.000,7.000,98.830,1.170,30.67,224,0.875,bicubic
adv_inception_v3,92.990,7.010,98.480,1.520,23.83,299,0.875,bicubic
levit_128,93.040,6.960,98.680,1.320,9.21,224,0.900,bicubic
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
res2net50_14w_8s,93.030,6.970,98.700,1.300,25.06,224,0.875,bilinear
efficientnet_b1,93.030,6.970,98.710,1.290,7.79,256,1.000,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
hardcorenas_e,92.960,7.040,98.570,1.430,8.07,224,0.875,bilinear
efficientnet_b1_pruned,92.960,7.040,98.520,1.480,6.33,240,0.882,bicubic
efficientnet_b1_pruned,92.970,7.030,98.520,1.480,6.33,240,0.882,bicubic
hardcorenas_e,92.950,7.050,98.570,1.430,8.07,224,0.875,bilinear
hrnet_w32,92.950,7.050,98.840,1.160,41.23,224,0.875,bilinear
efficientnet_es,92.940,7.060,98.690,1.310,5.44,224,0.875,bicubic
gluon_resnet50_v1c,92.920,7.080,98.710,1.290,25.58,224,0.875,bicubic
tv_resnext50_32x4d,92.910,7.090,98.730,1.270,25.03,224,0.875,bilinear
pit_xs_224,92.900,7.100,98.790,1.210,10.62,224,0.900,bicubic
inception_v3,92.900,7.100,98.320,1.680,23.83,299,0.875,bicubic
efficientnet_es,92.920,7.080,98.690,1.310,5.44,224,0.875,bicubic
pit_xs_224,92.910,7.090,98.770,1.230,10.62,224,0.900,bicubic
tv_resnext50_32x4d,92.910,7.090,98.720,1.280,25.03,224,0.875,bilinear
inception_v3,92.900,7.100,98.330,1.670,23.83,299,0.875,bicubic
densenet161,92.890,7.110,98.810,1.190,28.68,224,0.875,bicubic
tv_resnet101,92.880,7.120,98.660,1.340,44.55,224,0.875,bilinear
densenet161,92.880,7.120,98.810,1.190,28.68,224,0.875,bicubic
resmlp_12_distilled_224,92.870,7.130,98.630,1.370,15.35,224,0.875,bicubic
tf_efficientnet_cc_b0_8e,92.850,7.150,98.460,1.540,24.01,224,0.875,bicubic
resmlp_12_distilled_224,92.870,7.130,98.620,1.380,15.35,224,0.875,bicubic
tf_efficientnet_cc_b0_8e,92.870,7.130,98.460,1.540,24.01,224,0.875,bicubic
coat_lite_tiny,92.860,7.140,98.630,1.370,5.72,224,0.900,bicubic
rexnet_100,92.840,7.160,98.620,1.380,4.80,224,0.875,bicubic
tf_efficientnet_cc_b0_4e,92.840,7.160,98.440,1.560,13.31,224,0.875,bicubic
coat_lite_tiny,92.830,7.170,98.640,1.360,5.72,224,0.900,bicubic
res2net50_48w_2s,92.800,7.200,98.470,1.530,25.29,224,0.875,bilinear
seresnext26ts,92.790,7.210,98.600,1.400,10.39,256,0.900,bicubic
seresnext26t_32x4d,92.770,7.230,98.550,1.450,16.81,224,0.875,bicubic
hrnet_w18,92.750,7.250,98.650,1.350,21.30,224,0.875,bilinear
seresnext26t_32x4d,92.820,7.180,98.560,1.440,16.81,224,0.875,bicubic
seresnext26ts,92.810,7.190,98.600,1.400,10.39,256,0.900,bicubic
res2net50_48w_2s,92.790,7.210,98.480,1.520,25.29,224,0.875,bilinear
tinynet_a,92.790,7.210,98.560,1.440,6.19,192,0.875,bicubic
crossvit_9_dagger_240,92.750,7.250,98.510,1.490,8.78,240,0.875,bicubic
dla60,92.690,7.310,98.630,1.370,22.04,224,0.875,bilinear
densenet201,92.690,7.310,98.660,1.340,20.01,224,0.875,bicubic
resnet26t,92.680,7.320,98.600,1.400,16.01,256,0.940,bicubic
gmixer_24_224,92.670,7.330,98.260,1.740,24.72,224,0.875,bicubic
legacy_seresnet50,92.670,7.330,98.660,1.340,28.09,224,0.875,bilinear
repvgg_a2,92.660,7.340,98.530,1.470,28.21,224,0.875,bilinear
resnet34d,92.640,7.360,98.440,1.560,21.82,224,0.875,bicubic
mobilenetv2_120d,92.610,7.390,98.510,1.490,5.83,224,0.875,bicubic
tf_efficientnet_b0_ap,92.600,7.400,98.370,1.630,5.29,224,0.875,bicubic
hrnet_w18,92.750,7.250,98.660,1.340,21.30,224,0.875,bilinear
densenet201,92.690,7.310,98.650,1.350,20.01,224,0.875,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
dla60,92.670,7.330,98.630,1.370,22.04,224,0.875,bilinear
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
resnet34d,92.640,7.360,98.420,1.580,21.82,224,0.875,bicubic
mobilenetv2_120d,92.610,7.390,98.500,1.500,5.83,224,0.875,bicubic
tf_efficientnet_b0_ap,92.610,7.390,98.370,1.630,5.29,224,0.875,bicubic
hardcorenas_d,92.600,7.400,98.430,1.570,7.50,224,0.875,bilinear
legacy_seresnext26_32x4d,92.590,7.410,98.420,1.580,16.79,224,0.875,bicubic
tf_efficientnet_lite2,92.570,7.430,98.550,1.450,6.09,260,0.890,bicubic
regnetx_016,92.560,7.440,98.550,1.450,9.19,224,0.875,bicubic
skresnet34,92.560,7.440,98.510,1.490,22.28,224,0.875,bicubic
gluon_resnet50_v1b,92.550,7.450,98.550,1.450,25.56,224,0.875,bicubic
legacy_seresnext26_32x4d,92.580,7.420,98.410,1.590,16.79,224,0.875,bicubic
tf_efficientnet_lite2,92.580,7.420,98.550,1.450,6.09,260,0.890,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_016,92.540,7.460,98.550,1.450,9.19,224,0.875,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
gcresnext26ts,92.470,7.530,98.500,1.500,10.48,256,0.900,bicubic
efficientnet_b0,92.470,7.530,98.680,1.320,5.29,224,0.875,bicubic
gcresnext26ts,92.470,7.530,98.490,1.510,10.48,256,0.900,bicubic
xcit_tiny_12_p16_224,92.460,7.540,98.630,1.370,6.72,224,1.000,bicubic
gernet_s,92.440,7.560,98.490,1.510,8.17,224,0.875,bilinear
gernet_s,92.440,7.560,98.500,1.500,8.17,224,0.875,bilinear
seresnext26d_32x4d,92.430,7.570,98.540,1.460,16.81,224,0.875,bicubic
eca_resnext26ts,92.420,7.580,98.610,1.390,10.30,256,0.900,bicubic
xcit_nano_12_p8_224_dist,92.410,7.590,98.510,1.490,3.05,224,1.000,bicubic
xcit_nano_12_p8_224_dist,92.420,7.580,98.530,1.470,3.05,224,1.000,bicubic
eca_resnext26ts,92.410,7.590,98.620,1.380,10.30,256,0.900,bicubic
densenetblur121d,92.400,7.600,98.410,1.590,8.00,224,0.875,bicubic
tf_efficientnet_b0,92.400,7.600,98.470,1.530,5.29,224,0.875,bicubic
densenetblur121d,92.400,7.600,98.420,1.580,8.00,224,0.875,bicubic
convmixer_1024_20_ks9_p14,92.350,7.650,98.420,1.580,24.38,224,0.960,bicubic
hardcorenas_c,92.330,7.670,98.340,1.660,5.52,224,0.875,bilinear
tf_efficientnet_lite1,92.320,7.680,98.490,1.510,5.42,240,0.882,bicubic
hardcorenas_c,92.330,7.670,98.350,1.650,5.52,224,0.875,bilinear
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
mixnet_m,92.260,7.740,98.370,1.630,5.01,224,0.875,bicubic
dpn68,92.260,7.740,98.600,1.400,12.61,224,0.875,bicubic
resnet26d,92.250,7.750,98.470,1.530,16.01,224,0.875,bicubic
mixnet_m,92.270,7.730,98.350,1.650,5.01,224,0.875,bicubic
dpn68,92.260,7.740,98.610,1.390,12.61,224,0.875,bicubic
mobilenetv3_large_100_miil,92.250,7.750,98.250,1.750,5.48,224,0.875,bilinear
resnext26ts,92.210,7.790,98.280,1.720,10.30,256,0.900,bicubic
tf_mixnet_m,92.170,7.830,98.420,1.580,5.01,224,0.875,bicubic
vit_small_patch32_224,92.150,7.850,98.510,1.490,22.88,224,0.900,bicubic
resmlp_12_224,92.130,7.870,98.570,1.430,15.35,224,0.875,bicubic
tv_resnet50,92.110,7.890,98.420,1.580,25.56,224,0.875,bilinear
xcit_nano_12_p16_384_dist,92.100,7.900,98.520,1.480,3.05,384,1.000,bicubic
resnet26d,92.250,7.750,98.450,1.550,16.01,224,0.875,bicubic
resnext26ts,92.220,7.780,98.250,1.750,10.30,256,0.900,bicubic
tf_mixnet_m,92.200,7.800,98.420,1.580,5.01,224,0.875,bicubic
vit_small_patch32_224,92.160,7.840,98.510,1.490,22.88,224,0.900,bicubic
resmlp_12_224,92.120,7.880,98.570,1.430,15.35,224,0.875,bicubic
tv_resnet50,92.120,7.880,98.420,1.580,25.56,224,0.875,bilinear
xcit_nano_12_p16_384_dist,92.110,7.890,98.520,1.480,3.05,384,1.000,bicubic
tf_efficientnet_es,92.100,7.900,98.430,1.570,5.44,224,0.875,bicubic
mobilenetv2_140,92.030,7.970,98.250,1.750,6.11,224,0.875,bicubic
ese_vovnet19b_dw,92.020,7.980,98.520,1.480,6.54,224,0.875,bicubic
hardcorenas_b,91.970,8.030,98.400,1.600,5.18,224,0.875,bilinear
mobilenetv2_140,92.050,7.950,98.250,1.750,6.11,224,0.875,bicubic
ese_vovnet19b_dw,92.010,7.990,98.510,1.490,6.54,224,0.875,bicubic
densenet121,91.940,8.060,98.280,1.720,7.98,224,0.875,bicubic
vit_tiny_patch16_224,91.930,8.070,98.330,1.670,5.72,224,0.900,bicubic
regnety_008,91.890,8.110,98.420,1.580,6.26,224,0.875,bicubic
hardcorenas_b,91.930,8.070,98.400,1.600,5.18,224,0.875,bilinear
regnety_008,91.910,8.090,98.420,1.580,6.26,224,0.875,bicubic
vit_tiny_patch16_224,91.910,8.090,98.340,1.660,5.72,224,0.900,bicubic
mixnet_s,91.780,8.220,98.300,1.700,4.13,224,0.875,bicubic
vit_tiny_r_s16_p8_384,91.720,8.280,98.430,1.570,6.36,384,1.000,bicubic
efficientnet_es_pruned,91.710,8.290,98.400,1.600,5.44,224,0.875,bicubic
tf_mixnet_s,91.690,8.310,98.240,1.760,4.13,224,0.875,bicubic
repvgg_b0,91.670,8.330,98.450,1.550,15.82,224,0.875,bilinear
semnasnet_100,91.660,8.340,98.260,1.740,3.89,224,0.875,bicubic
hardcorenas_a,91.610,8.390,98.170,1.830,5.26,224,0.875,bilinear
regnety_006,91.580,8.420,98.430,1.570,6.06,224,0.875,bicubic
mobilenetv3_rw,91.550,8.450,98.270,1.730,5.48,224,0.875,bicubic
vit_tiny_r_s16_p8_384,91.730,8.270,98.430,1.570,6.36,384,1.000,bicubic
efficientnet_es_pruned,91.710,8.290,98.410,1.590,5.44,224,0.875,bicubic
repvgg_b0,91.680,8.320,98.450,1.550,15.82,224,0.875,bilinear
tf_mixnet_s,91.680,8.320,98.240,1.760,4.13,224,0.875,bicubic
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
regnety_006,91.560,8.440,98.430,1.570,6.06,224,0.875,bicubic
mobilenetv3_rw,91.540,8.460,98.270,1.730,5.48,224,0.875,bicubic
levit_128s,91.500,8.500,98.400,1.600,7.78,224,0.900,bicubic
legacy_seresnet34,91.480,8.520,98.200,1.800,21.96,224,0.875,bilinear
mobilenetv3_large_100,91.480,8.520,98.330,1.670,5.48,224,0.875,bicubic
resnet26,91.460,8.540,98.270,1.730,16.00,224,0.875,bicubic
tf_mobilenetv3_large_100,91.410,8.590,98.250,1.750,5.48,224,0.875,bilinear
tv_densenet121,91.400,8.600,98.250,1.750,7.98,224,0.875,bicubic
mobilenetv2_110d,91.320,8.680,98.180,1.820,4.52,224,0.875,bicubic
tf_efficientnet_lite0,91.280,8.720,98.090,1.910,4.65,224,0.875,bicubic
fbnetc_100,91.260,8.740,97.820,2.180,5.57,224,0.875,bilinear
dla34,91.250,8.750,98.180,1.820,15.74,224,0.875,bilinear
mobilenetv3_large_100,91.480,8.520,98.320,1.680,5.48,224,0.875,bicubic
resnet26,91.450,8.550,98.270,1.730,16.00,224,0.875,bicubic
tf_mobilenetv3_large_100,91.420,8.580,98.260,1.740,5.48,224,0.875,bilinear
tv_densenet121,91.410,8.590,98.250,1.750,7.98,224,0.875,bicubic
mobilenetv2_110d,91.350,8.650,98.190,1.810,4.52,224,0.875,bicubic
tf_efficientnet_lite0,91.300,8.700,98.090,1.910,4.65,224,0.875,bicubic
fbnetc_100,91.260,8.740,97.830,2.170,5.57,224,0.875,bilinear
efficientnet_lite0,91.250,8.750,98.250,1.750,4.65,224,0.875,bicubic
mnasnet_100,91.200,8.800,98.040,1.960,4.38,224,0.875,bicubic
resnet34,91.190,8.810,98.230,1.770,21.80,224,0.875,bilinear
regnetx_008,91.190,8.810,98.370,1.630,7.26,224,0.875,bicubic
hrnet_w18_small_v2,91.170,8.830,98.350,1.650,15.60,224,0.875,bilinear
resnest14d,91.150,8.850,98.350,1.650,10.61,224,0.875,bilinear
mixer_b16_224,91.130,8.870,97.410,2.590,59.88,224,0.875,bicubic
xcit_nano_12_p8_224,91.100,8.900,98.240,1.760,3.05,224,1.000,bicubic
swsl_resnet18,91.090,8.910,98.210,1.790,11.69,224,0.875,bilinear
gluon_resnet34_v1b,91.090,8.910,98.180,1.820,21.80,224,0.875,bicubic
deit_tiny_distilled_patch16_224,91.090,8.910,98.270,1.730,5.91,224,0.900,bicubic
crossvit_9_240,91.070,8.930,98.310,1.690,8.55,240,0.875,bicubic
vgg19_bn,90.990,9.010,98.120,1.880,143.68,224,0.875,bilinear
pit_ti_distilled_224,90.900,9.100,98.230,1.770,5.10,224,0.900,bicubic
regnetx_006,90.750,9.250,98.100,1.900,6.20,224,0.875,bicubic
regnety_004,90.750,9.250,98.080,1.920,4.34,224,0.875,bicubic
dla34,91.230,8.770,98.180,1.820,15.74,224,0.875,bilinear
mnasnet_100,91.200,8.800,98.050,1.950,4.38,224,0.875,bicubic
resnet34,91.200,8.800,98.240,1.760,21.80,224,0.875,bilinear
hrnet_w18_small_v2,91.170,8.830,98.340,1.660,15.60,224,0.875,bilinear
regnetx_008,91.160,8.840,98.380,1.620,7.26,224,0.875,bicubic
mixer_b16_224,91.140,8.860,97.400,2.600,59.88,224,0.875,bicubic
tinynet_b,91.130,8.870,98.070,1.930,3.73,188,0.875,bicubic
resnest14d,91.120,8.880,98.330,1.670,10.61,224,0.875,bilinear
xcit_nano_12_p8_224,91.120,8.880,98.240,1.760,3.05,224,1.000,bicubic
deit_tiny_distilled_patch16_224,91.110,8.890,98.270,1.730,5.91,224,0.900,bicubic
gluon_resnet34_v1b,91.100,8.900,98.180,1.820,21.80,224,0.875,bicubic
swsl_resnet18,91.080,8.920,98.210,1.790,11.69,224,0.875,bilinear
crossvit_9_240,91.050,8.950,98.310,1.690,8.55,240,0.875,bicubic
vgg19_bn,90.990,9.010,98.110,1.890,143.68,224,0.875,bilinear
pit_ti_distilled_224,90.900,9.100,98.220,1.780,5.10,224,0.900,bicubic
regnetx_006,90.770,9.230,98.100,1.900,6.20,224,0.875,bicubic
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_100,90.610,9.390,97.950,2.050,4.42,224,0.875,bilinear
convit_tiny,90.550,9.450,98.210,1.790,5.71,224,0.875,bicubic
crossvit_tiny_240,90.530,9.470,97.950,2.050,7.01,240,0.875,bicubic
vgg16_bn,90.520,9.480,97.990,2.010,138.37,224,0.875,bilinear
ghostnet_100,90.440,9.560,97.840,2.160,5.18,224,0.875,bilinear
pit_ti_224,90.440,9.560,98.020,1.980,4.85,224,0.900,bicubic
tf_mobilenetv3_large_075,90.310,9.690,97.880,2.120,3.99,224,0.875,bilinear
tv_resnet34,90.310,9.690,97.970,2.030,21.80,224,0.875,bilinear
xcit_nano_12_p16_224_dist,90.190,9.810,97.760,2.240,3.05,224,1.000,bicubic
spnasnet_100,90.600,9.400,97.950,2.050,4.42,224,0.875,bilinear
convit_tiny,90.550,9.450,98.220,1.780,5.71,224,0.875,bicubic
crossvit_tiny_240,90.540,9.460,97.950,2.050,7.01,240,0.875,bicubic
vgg16_bn,90.540,9.460,97.990,2.010,138.37,224,0.875,bilinear
ghostnet_100,90.440,9.560,97.830,2.170,5.18,224,0.875,bilinear
pit_ti_224,90.440,9.560,98.010,1.990,4.85,224,0.900,bicubic
tf_mobilenetv3_large_075,90.320,9.680,97.870,2.130,3.99,224,0.875,bilinear
tv_resnet34,90.290,9.710,97.980,2.020,21.80,224,0.875,bilinear
semnasnet_075,90.200,9.800,97.970,2.030,2.91,224,0.875,bicubic
skresnet18,90.170,9.830,97.780,2.220,11.96,224,0.875,bicubic
resnet18d,89.990,10.010,97.840,2.160,11.71,224,0.875,bicubic
hrnet_w18_small,89.900,10.100,97.900,2.100,13.19,224,0.875,bilinear
vit_base_patch32_sam_224,89.870,10.130,97.600,2.400,88.22,224,0.900,bicubic
mobilenetv2_100,89.840,10.160,97.840,2.160,3.50,224,0.875,bicubic
vgg19,89.690,10.310,97.550,2.450,143.67,224,0.875,bilinear
deit_tiny_patch16_224,89.600,10.400,97.960,2.040,5.72,224,0.900,bicubic
regnetx_004,89.450,10.550,97.780,2.220,5.16,224,0.875,bicubic
vit_tiny_r_s16_p8_224,89.400,10.600,97.690,2.310,6.34,224,0.900,bicubic
vgg16,89.380,10.620,97.520,2.480,138.36,224,0.875,bilinear
legacy_seresnet18,89.250,10.750,97.690,2.310,11.78,224,0.875,bicubic
vgg13_bn,89.210,10.790,97.540,2.460,133.05,224,0.875,bilinear
tf_mobilenetv3_large_minimal_100,89.160,10.840,97.320,2.680,3.92,224,0.875,bilinear
xcit_nano_12_p16_224,88.960,11.040,97.410,2.590,3.05,224,1.000,bicubic
gluon_resnet18_v1b,88.670,11.330,97.110,2.890,11.69,224,0.875,bicubic
vgg11_bn,88.390,11.610,97.280,2.720,132.87,224,0.875,bilinear
regnety_002,88.210,11.790,97.420,2.580,3.16,224,0.875,bicubic
resnet18,88.160,11.840,97.120,2.880,11.69,224,0.875,bilinear
vgg13,87.550,12.450,97.120,2.880,133.05,224,0.875,bilinear
regnetx_002,87.360,12.640,96.990,3.010,2.68,224,0.875,bicubic
vgg11,87.330,12.670,97.110,2.890,132.86,224,0.875,bilinear
dla60x_c,87.080,12.920,97.140,2.860,1.32,224,0.875,bilinear
mixer_l16_224,86.960,13.040,94.030,5.970,208.20,224,0.875,bicubic
tf_mobilenetv3_small_100,85.990,14.010,96.410,3.590,2.54,224,0.875,bilinear
dla46x_c,85.470,14.530,96.450,3.550,1.07,224,0.875,bilinear
dla46_c,84.710,15.290,96.210,3.790,1.30,224,0.875,bilinear
xcit_nano_12_p16_224_dist,90.170,9.830,97.760,2.240,3.05,224,1.000,bicubic
resnet18d,89.990,10.010,97.830,2.170,11.71,224,0.875,bicubic
hrnet_w18_small,89.880,10.120,97.900,2.100,13.19,224,0.875,bilinear
vit_base_patch32_sam_224,89.860,10.140,97.600,2.400,88.22,224,0.900,bicubic
mobilenetv2_100,89.830,10.170,97.830,2.170,3.50,224,0.875,bicubic
vgg19,89.680,10.320,97.550,2.450,143.67,224,0.875,bilinear
deit_tiny_patch16_224,89.620,10.380,97.960,2.040,5.72,224,0.900,bicubic
regnetx_004,89.470,10.530,97.770,2.230,5.16,224,0.875,bicubic
vgg16,89.360,10.640,97.520,2.480,138.36,224,0.875,bilinear
vit_tiny_r_s16_p8_224,89.350,10.650,97.700,2.300,6.34,224,0.900,bicubic
legacy_seresnet18,89.260,10.740,97.680,2.320,11.78,224,0.875,bicubic
vgg13_bn,89.200,10.800,97.520,2.480,133.05,224,0.875,bilinear
tf_mobilenetv3_large_minimal_100,89.170,10.830,97.320,2.680,3.92,224,0.875,bilinear
xcit_nano_12_p16_224,88.970,11.030,97.390,2.610,3.05,224,1.000,bicubic
lcnet_100,88.950,11.050,97.380,2.620,2.95,224,0.875,bicubic
gluon_resnet18_v1b,88.660,11.340,97.100,2.900,11.69,224,0.875,bicubic
tinynet_c,88.420,11.580,97.260,2.740,2.46,184,0.875,bicubic
vgg11_bn,88.390,11.610,97.270,2.730,132.87,224,0.875,bilinear
regnety_002,88.190,11.810,97.420,2.580,3.16,224,0.875,bicubic
resnet18,88.150,11.850,97.120,2.880,11.69,224,0.875,bilinear
vgg13,87.570,12.430,97.120,2.880,133.05,224,0.875,bilinear
regnetx_002,87.380,12.620,96.990,3.010,2.68,224,0.875,bicubic
vgg11,87.340,12.660,97.110,2.890,132.86,224,0.875,bilinear
dla60x_c,87.110,12.890,97.140,2.860,1.32,224,0.875,bilinear
mixer_l16_224,86.970,13.030,94.040,5.960,208.20,224,0.875,bicubic
lcnet_075,86.940,13.060,96.530,3.470,2.36,224,0.875,bicubic
tf_mobilenetv3_small_100,85.970,14.030,96.410,3.590,2.54,224,0.875,bilinear
dla46x_c,85.480,14.520,96.440,3.560,1.07,224,0.875,bilinear
tinynet_d,85.430,14.570,96.020,3.980,2.34,152,0.875,bicubic
mobilenetv2_050,84.990,15.010,95.620,4.380,1.97,224,0.875,bicubic
mnasnet_small,84.920,15.080,95.930,4.070,2.03,224,0.875,bicubic
dla46_c,84.670,15.330,96.200,3.800,1.30,224,0.875,bilinear
tf_mobilenetv3_small_075,84.530,15.470,95.890,4.110,2.04,224,0.875,bilinear
lcnet_050,83.000,17.000,95.020,4.980,1.88,224,0.875,bicubic
tf_mobilenetv3_small_minimal_100,82.680,17.320,95.010,4.990,2.04,224,0.875,bilinear
tinynet_e,79.800,20.200,93.980,6.020,2.04,106,0.875,bicubic

1 model top1 top1_err top5 top5_err param_count img_size cropt_pct interpolation
2 beit_large_patch16_384 97.820 97.810 2.180 2.190 99.790 0.210 305.00 384 1.000 bicubic
3 beit_large_patch16_512 97.770 97.780 2.230 2.220 99.810 99.820 0.190 0.180 305.67 512 1.000 bicubic
4 tf_efficientnet_l2_ns 97.770 97.780 2.230 2.220 99.890 0.110 480.31 800 0.960 bicubic
5 tf_efficientnet_l2_ns_475 97.750 2.250 99.820 0.180 480.31 475 0.936 bicubic
6 beit_large_patch16_224 convnext_xlarge_384_in22ft1k 97.470 97.550 2.530 2.450 99.690 99.800 0.310 0.200 304.43 350.20 224 384 0.900 1.000 bicubic
7 beit_large_patch16_224 97.480 2.520 99.690 0.310 304.43 224 0.900 bicubic
8 convnext_large_384_in22ft1k 97.440 2.560 99.780 0.220 197.77 384 1.000 bicubic
9 vit_large_patch16_384 97.420 2.580 99.780 0.220 304.72 384 1.000 bicubic
10 beit_base_patch16_384 97.350 97.330 2.650 2.670 99.710 99.720 0.290 0.280 86.74 384 1.000 bicubic
11 tf_efficientnet_b7_ns convnext_base_384_in22ft1k 97.210 97.280 2.790 2.720 99.700 99.770 0.300 0.230 66.35 88.59 600 384 0.949 1.000 bicubic
12 swin_large_patch4_window12_384 convnext_large_in22ft1k 97.180 97.260 2.820 2.740 99.690 99.650 0.310 0.350 196.74 197.77 384 224 1.000 0.875 bicubic
13 convnext_xlarge_in22ft1k 97.240 2.760 99.730 0.270 350.20 224 0.875 bicubic
14 tf_efficientnet_b7_ns 97.200 2.800 99.700 0.300 66.35 600 0.949 bicubic
15 swin_large_patch4_window12_384 97.180 2.820 99.680 0.320 196.74 384 1.000 bicubic
16 tf_efficientnetv2_xl_in21ft1k 97.150 2.850 99.620 0.380 208.12 512 1.000 bicubic
17 tf_efficientnetv2_l_in21ft1k swin_base_patch4_window12_384 97.110 97.120 2.890 2.880 99.700 99.780 0.300 0.220 118.52 87.90 480 384 1.000 bicubic
18 swin_base_patch4_window12_384 tf_efficientnetv2_l_in21ft1k 97.070 97.110 2.930 2.890 99.770 99.710 0.230 0.290 87.90 118.52 384 480 1.000 bicubic
19 tf_efficientnet_b6_ns vit_base_patch8_224 97.030 97.080 2.970 2.920 99.710 99.620 0.290 0.380 43.04 86.58 528 224 0.942 0.900 bicubic
20 vit_base_patch16_384 tf_efficientnet_b6_ns 97.020 2.980 99.700 99.710 0.300 0.290 86.86 43.04 384 528 1.000 0.942 bicubic
21 ig_resnext101_32x48d vit_base_patch16_384 96.960 97.020 3.040 2.980 99.670 99.710 0.330 0.290 828.41 86.86 224 384 0.875 1.000 bilinear bicubic
22 ig_resnext101_32x48d 96.970 3.030 99.670 0.330 828.41 224 0.875 bilinear
23 tf_efficientnetv2_m_in21ft1k 96.970 3.030 99.610 0.390 54.14 480 1.000 bicubic
24 swin_large_patch4_window7_224 96.950 3.050 99.660 0.340 196.53 224 0.900 bicubic
25 tf_efficientnetv2_m_in21ft1k vit_large_r50_s32_384 96.950 3.050 99.610 99.710 0.390 0.290 54.14 329.09 480 384 1.000 bicubic
26 vit_large_r50_s32_384 xcit_large_24_p16_384_dist 96.950 96.940 3.050 3.060 99.720 99.510 0.280 0.490 329.09 189.10 384 1.000 bicubic
27 xcit_large_24_p16_384_dist dm_nfnet_f6 96.930 96.920 3.070 3.080 99.510 99.720 0.490 0.280 189.10 438.36 384 576 1.000 0.956 bicubic
28 dm_nfnet_f6 cait_m48_448 96.910 96.880 3.090 3.120 99.720 99.620 0.280 0.380 438.36 356.46 576 448 0.956 1.000 bicubic
29 resnetv2_152x4_bitm 96.880 3.120 99.660 0.340 936.53 480 1.000 bilinear
30 tf_efficientnet_b5_ns 96.880 96.870 3.120 3.130 99.640 0.360 30.39 456 0.934 bicubic
31 cait_m48_448 convnext_base_in22ft1k 96.870 96.860 3.130 3.140 99.620 99.650 0.380 0.350 356.46 88.59 448 224 1.000 0.875 bicubic
32 xcit_small_24_p8_384_dist cait_m36_384 96.830 3.170 99.630 99.660 0.370 0.340 47.63 271.22 384 1.000 bicubic
33 cait_m36_384 dm_nfnet_f5 96.820 96.810 3.180 3.190 99.660 99.670 0.340 0.330 271.22 377.21 384 544 1.000 0.954 bicubic
34 dm_nfnet_f5 xcit_small_24_p8_384_dist 96.800 96.810 3.200 3.190 99.670 99.630 0.330 0.370 377.21 47.63 544 384 0.954 1.000 bicubic
35 dm_nfnet_f4 xcit_medium_24_p8_384_dist 96.780 3.220 99.620 99.610 0.380 0.390 316.07 84.32 512 384 0.951 1.000 bicubic
36 ig_resnext101_32x32d 96.780 3.220 99.530 0.470 468.53 224 0.875 bilinear
37 xcit_medium_24_p8_384_dist dm_nfnet_f4 96.780 3.220 99.620 0.380 84.32 316.07 384 512 1.000 0.951 bicubic
38 xcit_large_24_p8_384_dist 96.760 3.240 99.560 0.440 188.93 384 1.000 bicubic
39 dm_nfnet_f3 96.720 96.730 3.280 3.270 99.630 0.370 254.92 416 0.940 bicubic
40 tf_efficientnet_b4_ns 96.710 3.290 99.640 0.360 19.34 380 0.922 bicubic
41 vit_large_patch16_224 96.710 3.290 99.650 0.350 304.33 224 0.900 bicubic
42 tf_efficientnet_b8 96.700 3.300 99.550 99.530 0.450 0.470 87.41 672 0.954 bicubic
43 xcit_medium_24_p16_384_dist 96.690 96.700 3.310 3.300 99.600 0.400 84.40 384 1.000 bicubic
44 swin_base_patch4_window7_224 96.670 96.680 3.330 3.320 99.670 99.660 0.330 0.340 87.77 224 0.900 bicubic
45 beit_base_patch16_224 96.650 96.660 3.350 3.340 99.660 0.340 86.53 224 0.900 bicubic
46 tf_efficientnetv2_l 96.650 3.350 99.570 99.560 0.430 0.440 118.52 480 1.000 bicubic
47 cait_s36_384 xcit_large_24_p8_224_dist 96.630 96.640 3.370 3.360 99.590 99.460 0.410 0.540 68.37 188.93 384 224 1.000 bicubic
48 xcit_large_24_p8_224_dist cait_s36_384 96.620 96.630 3.380 3.370 99.460 99.600 0.540 0.400 188.93 68.37 224 384 1.000 bicubic
49 cait_s24_384 regnetz_e8 96.580 96.600 3.420 3.400 99.550 99.610 0.450 0.390 47.06 57.70 384 320 1.000 bicubic
50 tf_efficientnet_b7 96.580 3.420 99.510 0.490 66.35 600 0.949 bicubic
51 tf_efficientnet_b8_ap cait_s24_384 96.560 96.570 3.440 3.430 99.550 0.450 87.41 47.06 672 384 0.954 1.000 bicubic
52 tf_efficientnetv2_m tf_efficientnet_b8_ap 96.550 3.450 99.570 99.540 0.430 0.460 54.14 87.41 480 672 1.000 0.954 bicubic
53 xcit_small_24_p8_224_dist 96.550 3.450 99.560 99.570 0.440 0.430 47.63 224 1.000 bicubic
54 tf_efficientnetv2_m 96.540 3.460 99.570 0.430 54.14 480 1.000 bicubic
55 resnetv2_152x2_bitm 96.520 3.480 99.590 0.410 236.34 448 1.000 bilinear
56 xcit_medium_24_p8_224_dist 96.500 96.520 3.500 3.480 99.500 99.510 0.500 0.490 84.32 224 1.000 bicubic
57 deit_base_distilled_patch16_384 96.490 96.510 3.510 3.490 99.590 0.410 87.63 384 1.000 bicubic
58 xcit_small_12_p8_384_dist 96.480 3.520 99.480 99.490 0.520 0.510 26.21 384 1.000 bicubic
59 vit_base_r50_s16_384 tf_efficientnetv2_s_in21ft1k 96.470 3.530 99.660 99.570 0.340 0.430 98.95 21.46 384 1.000 bicubic
60 dm_nfnet_f2 96.460 3.540 99.540 0.460 193.78 352 0.920 bicubic
61 ecaresnet269d 96.460 3.540 99.610 0.390 102.09 352 1.000 bicubic
62 tf_efficientnetv2_s_in21ft1k eca_nfnet_l2 96.460 96.450 3.540 3.550 99.570 99.630 0.430 0.370 21.46 56.72 384 1.000 bicubic
63 eca_nfnet_l2 vit_base_r50_s16_384 96.460 96.450 3.540 3.550 99.630 99.660 0.370 0.340 56.72 98.95 384 1.000 bicubic
64 dm_nfnet_f2 ig_resnext101_32x16d 96.450 96.440 3.550 3.560 99.540 0.460 193.78 194.03 352 224 0.920 0.875 bicubic bilinear
ig_resnext101_32x16d 96.430 3.570 99.540 0.460 194.03 224 0.875 bilinear
65 resnetrs420 96.400 3.600 99.540 0.460 191.89 416 1.000 bicubic
66 dm_nfnet_f1 96.370 96.380 3.630 3.620 99.480 99.470 0.520 0.530 132.63 320 0.910 bicubic
67 tf_efficientnet_b6_ap 96.360 96.370 3.640 3.630 99.550 0.450 43.04 528 0.942 bicubic
68 xcit_small_24_p16_384_dist resmlp_big_24_224_in22ft1k 96.360 96.350 3.640 3.650 99.590 99.520 0.410 0.480 47.67 129.14 384 224 1.000 0.875 bicubic
69 tf_efficientnet_b7_ap 96.350 3.650 99.600 99.590 0.400 0.410 66.35 600 0.949 bicubic
70 resmlp_big_24_224_in22ft1k xcit_small_24_p16_384_dist 96.340 3.660 99.510 99.580 0.490 0.420 129.14 47.67 224 384 0.875 1.000 bicubic
seresnet152d 96.330 3.670 99.510 0.490 66.84 320 1.000 bicubic
71 xcit_small_12_p16_384_dist 96.330 3.670 99.490 0.510 26.25 384 1.000 bicubic
72 xcit_large_24_p16_224_dist 96.310 96.320 3.690 3.680 99.500 0.500 189.10 224 1.000 bicubic
73 seresnet152d 96.310 3.690 99.510 0.490 66.84 320 1.000 bicubic
74 vit_base_patch16_224 96.300 3.700 99.560 0.440 86.57 224 0.900 bicubic
75 resnetv2_50x3_bitm tf_efficientnet_b6 96.290 3.710 99.630 99.520 0.370 0.480 217.32 43.04 448 528 1.000 0.942 bilinear bicubic
resnetv2_101x3_bitm 96.290 3.710 99.580 0.420 387.93 448 1.000 bilinear
tf_efficientnet_b6 96.280 3.720 99.520 0.480 43.04 528 0.942 bicubic
76 swsl_resnext101_32x16d 96.280 3.720 99.500 0.500 194.03 224 0.875 bilinear
77 efficientnetv2_rw_m 96.270 3.730 99.560 0.440 53.24 416 1.000 bicubic
78 resnetv2_50x3_bitm 96.270 3.730 99.630 0.370 217.32 448 1.000 bilinear
79 xcit_medium_24_p16_224_dist 96.260 3.740 99.400 0.600 84.40 224 1.000 bicubic
80 xcit_tiny_24_p8_384_dist resnetv2_101x3_bitm 96.250 3.750 99.440 99.580 0.560 0.420 12.11 387.93 384 448 1.000 bicubic bilinear
81 resnetrs350 96.240 3.760 99.470 0.530 163.96 384 1.000 bicubic
82 swsl_resnext101_32x8d 96.230 96.240 3.770 3.760 99.590 0.410 88.79 224 0.875 bilinear
83 vit_large_r50_s32_224 xcit_tiny_24_p8_384_dist 96.190 96.240 3.810 3.760 99.530 99.440 0.470 0.560 328.99 12.11 224 384 0.900 1.000 bicubic
84 resnetv2_152x2_bit_teacher_384 96.170 96.190 3.830 3.810 99.510 99.500 0.490 0.500 236.34 384 1.000 bicubic
85 resnest269e vit_large_r50_s32_224 96.120 96.180 3.880 3.820 99.520 99.530 0.480 0.470 110.93 328.99 416 224 0.928 0.900 bicubic
86 crossvit_18_dagger_408 96.110 96.130 3.890 3.870 99.470 0.530 44.61 408 1.000 bicubic
87 resnest269e 96.130 3.870 99.520 0.480 110.93 416 0.928 bicubic
88 resnet200d 96.110 3.890 99.460 0.540 64.69 320 1.000 bicubic
89 tf_efficientnet_b3_ns 96.110 96.100 3.890 3.900 99.470 99.480 0.530 0.520 12.23 300 0.904 bicubic
90 tf_efficientnet_b5_ap 96.080 3.920 99.540 0.460 30.39 456 0.934 bicubic
91 resnest200e xcit_large_24_p8_224 96.080 3.920 99.470 99.150 0.530 0.850 70.20 188.93 320 224 0.909 1.000 bicubic
92 pit_b_distilled_224 96.080 96.070 3.920 3.930 99.380 0.620 74.79 224 0.900 bicubic
93 resnetrs270 resnest200e 96.070 3.930 99.480 0.520 129.86 70.20 352 320 1.000 0.909 bicubic
94 xcit_large_24_p8_224 resnetrs270 96.060 3.940 99.150 99.480 0.850 0.520 188.93 129.86 224 352 1.000 bicubic
95 vit_small_r26_s32_384 96.060 3.940 99.550 0.450 36.47 384 1.000 bicubic
96 swsl_resnext101_32x4d 96.050 96.040 3.950 3.960 99.540 99.530 0.460 0.470 44.18 224 0.875 bilinear
97 vit_base_patch16_224_miil 96.040 96.030 3.960 3.970 99.350 0.650 86.54 224 0.875 bilinear
98 convnext_large 96.020 3.980 99.470 0.530 197.77 224 0.875 bicubic
99 cait_xs24_384 96.010 3.990 99.430 0.570 26.67 384 1.000 bicubic
100 resnetrs200 regnetz_d8 96.000 96.010 4.000 3.990 99.440 99.520 0.560 0.480 93.21 23.37 320 1.000 bicubic
101 resnetrs200 95.990 4.010 99.440 0.560 93.21 320 1.000 bicubic
102 tf_efficientnet_b5 95.980 4.020 99.450 0.550 30.39 456 0.934 bicubic
103 vit_small_patch16_384 95.980 4.020 99.600 99.590 0.400 0.410 22.20 384 1.000 bicubic
104 resnetrs152 95.960 4.040 99.380 0.620 86.62 320 1.000 bicubic
105 xcit_small_12_p8_224_dist 95.960 4.040 99.420 0.580 26.21 224 1.000 bicubic
106 ig_resnext101_32x8d convnext_base 95.950 4.050 99.390 99.380 0.610 0.620 88.79 88.59 224 0.875 bilinear bicubic
107 eca_nfnet_l1 ig_resnext101_32x8d 95.920 95.940 4.080 4.060 99.500 99.380 0.500 0.620 41.41 88.79 320 224 1.000 0.875 bicubic bilinear
108 eca_nfnet_l1 95.930 4.070 99.490 0.510 41.41 320 1.000 bicubic
109 xcit_small_24_p8_224 95.910 4.090 99.180 0.820 47.63 224 1.000 bicubic
110 vit_base_patch32_384 95.910 95.900 4.090 4.100 99.440 0.560 88.30 384 1.000 bicubic
111 regnety_160 95.900 95.880 4.100 4.120 99.560 0.440 83.59 288 1.000 bicubic
xcit_medium_24_p8_224 95.870 4.130 99.090 0.910 84.32 224 1.000 bicubic
112 resmlp_big_24_distilled_224 95.870 4.130 99.440 0.560 129.14 224 0.875 bicubic
113 regnetz_d resnet152d 95.860 95.870 4.140 4.130 99.440 99.430 0.560 0.570 27.58 60.21 320 0.950 1.000 bicubic
114 resnet152d xcit_medium_24_p8_224 95.850 95.870 4.150 4.130 99.430 99.080 0.570 0.920 60.21 84.32 320 224 1.000 bicubic
115 crossvit_15_dagger_408 regnetz_d32 95.820 95.860 4.180 4.140 99.300 99.430 0.700 0.570 28.50 27.58 408 320 1.000 0.950 bicubic
116 xcit_small_24_p16_224_dist crossvit_15_dagger_408 95.810 95.820 4.190 4.180 99.340 99.310 0.660 0.690 47.67 28.50 224 408 1.000 bicubic
117 deit_base_distilled_patch16_224 xcit_small_24_p16_224_dist 95.780 95.800 4.220 4.200 99.280 99.340 0.720 0.660 87.34 47.67 224 0.900 1.000 bicubic
118 deit_base_distilled_patch16_224 95.750 4.250 99.280 0.720 87.34 224 0.900 bicubic
119 resnet101d 95.750 4.250 99.440 0.560 44.57 320 1.000 bicubic
120 xcit_small_12_p16_224_dist resnetv2_152x2_bit_teacher 95.750 4.250 99.290 99.430 0.710 0.570 26.25 236.34 224 1.000 0.875 bicubic
121 resnetv2_152x2_bit_teacher xcit_small_12_p16_224_dist 95.730 95.740 4.270 4.260 99.430 99.300 0.570 0.700 236.34 26.25 224 0.875 1.000 bicubic
twins_pcpvt_large 95.720 4.280 99.490 0.510 60.99 224 0.900 bicubic
122 twins_svt_large 95.720 4.280 99.370 0.630 99.27 224 0.900 bicubic
123 twins_pcpvt_large 95.720 4.280 99.490 0.510 60.99 224 0.900 bicubic
124 swin_small_patch4_window7_224 95.720 4.280 99.290 0.710 49.61 224 0.900 bicubic
125 tf_efficientnetv2_s 95.710 4.290 99.400 0.600 21.46 384 1.000 bicubic
dm_nfnet_f0 95.710 4.290 99.330 0.670 71.49 256 0.900 bicubic
126 efficientnetv2_rw_s 95.700 4.300 99.380 0.620 23.94 384 1.000 bicubic
127 deit_base_patch16_384 dm_nfnet_f0 95.660 95.690 4.340 4.310 99.240 99.330 0.760 0.670 86.86 71.49 384 256 1.000 0.900 bicubic
128 cait_s24_224 95.640 95.650 4.360 4.350 99.390 0.610 46.92 224 1.000 bicubic
129 tf_efficientnet_b4 deit_base_patch16_384 95.590 95.650 4.410 4.350 99.320 99.240 0.680 0.760 19.34 86.86 380 384 0.922 1.000 bicubic
130 swsl_resnext50_32x4d convnext_small 95.590 95.630 4.410 4.370 99.440 99.260 0.560 0.740 25.03 50.22 224 0.875 bilinear bicubic
131 resnest101e swsl_resnext50_32x4d 95.580 95.600 4.420 4.400 99.270 99.440 0.730 0.560 48.28 25.03 256 224 0.875 bilinear
132 tf_efficientnet_b4 95.590 4.410 99.330 0.670 19.34 380 0.922 bicubic
133 twins_svt_base 95.570 4.430 99.230 0.770 56.07 224 0.900 bicubic
134 efficientnet_b4 resnest101e 95.540 95.560 4.460 4.440 99.400 99.270 0.600 0.730 19.34 48.28 384 256 1.000 0.875 bicubic bilinear
135 jx_nest_small resnet152 95.540 95.560 4.460 4.440 99.230 99.270 0.770 0.730 38.35 60.19 224 0.875 0.950 bicubic
136 jx_nest_base 95.530 95.540 4.470 4.460 99.300 0.700 67.72 224 0.875 bicubic
137 tf_efficientnet_b2_ns jx_nest_small 95.530 95.540 4.470 4.460 99.340 99.220 0.660 0.780 9.11 38.35 260 224 0.890 0.875 bicubic
138 tresnet_xl_448 efficientnet_b4 95.520 4.480 99.340 99.400 0.660 0.600 78.44 19.34 448 384 0.875 1.000 bilinear bicubic
139 tf_efficientnet_b4_ap tf_efficientnet_b2_ns 95.500 95.520 4.500 4.480 99.390 99.340 0.610 0.660 19.34 9.11 380 260 0.922 0.890 bicubic
140 regnety_032 tresnet_xl_448 95.470 95.510 4.530 4.490 99.320 99.340 0.680 0.660 19.44 78.44 288 448 1.000 0.875 bicubic bilinear
141 twins_pcpvt_base tf_efficientnet_b4_ap 95.470 95.490 4.530 4.510 99.380 99.390 0.620 0.610 43.83 19.34 224 380 0.900 0.922 bicubic
142 xcit_tiny_24_p16_384_dist regnety_032 95.460 95.480 4.540 4.520 99.350 99.320 0.650 0.680 12.12 19.44 384 288 1.000 bicubic
143 xcit_tiny_24_p8_224_dist xcit_tiny_24_p16_384_dist 95.460 95.480 4.540 4.520 99.370 99.360 0.630 0.640 12.11 12.12 224 384 1.000 bicubic
144 twins_pcpvt_base 95.460 4.540 99.390 0.610 43.83 224 0.900 bicubic
145 xcit_tiny_24_p8_224_dist 95.460 4.540 99.360 0.640 12.11 224 1.000 bicubic
146 eca_nfnet_l0 95.450 4.550 99.390 0.610 24.14 288 1.000 bicubic
nfnet_l0 95.420 4.580 99.430 0.570 35.07 288 1.000 bicubic
147 xcit_small_12_p8_224 95.420 4.580 99.200 0.800 26.21 224 1.000 bicubic
148 regnetz_c ssl_resnext101_32x16d 95.410 4.590 99.310 99.410 0.690 0.590 13.46 194.03 320 224 0.940 0.875 bicubic bilinear
149 ssl_resnext101_32x16d tresnet_l_448 95.400 4.600 99.410 99.300 0.590 0.700 194.03 55.99 224 448 0.875 bilinear
150 tresnet_m nfnet_l0 95.400 95.390 4.600 4.610 99.150 99.420 0.850 0.580 31.39 35.07 224 288 0.875 1.000 bilinear bicubic
151 regnetz_c16 95.390 4.610 99.310 0.690 13.46 320 0.940 bicubic
152 resnetv2_50x1_bit_distilled 95.390 4.610 99.430 0.570 25.55 224 0.875 bicubic
153 tresnet_l_448 tresnet_m 95.390 95.380 4.610 4.620 99.280 99.150 0.720 0.850 55.99 31.39 448 224 0.875 bilinear
154 pnasnet5large 95.370 95.360 4.630 4.640 99.130 0.870 86.06 331 0.911 bicubic
155 xcit_tiny_12_p8_384_dist 95.340 4.660 99.340 0.660 6.71 384 1.000 bicubic
156 resnetv2_101x1_bitm ssl_resnext101_32x8d 95.330 4.670 99.380 99.310 0.620 0.690 44.54 88.79 448 224 1.000 0.875 bilinear
157 ssl_resnext101_32x8d resnetv2_101x1_bitm 95.320 4.680 99.310 99.370 0.690 0.630 88.79 44.54 224 448 0.875 1.000 bilinear
158 gc_efficientnetv2_rw_t 95.280 4.720 99.220 0.780 13.68 288 1.000 bicubic
159 vit_large_patch32_384 resnetrs101 95.250 4.750 99.320 99.210 0.680 0.790 306.63 63.62 384 288 1.000 0.940 bicubic
160 cait_xxs36_384 vit_large_patch32_384 95.240 4.760 99.330 99.320 0.670 0.680 17.37 306.63 384 1.000 bicubic
161 resnetrs101 cait_xxs36_384 95.230 4.770 99.210 99.320 0.790 0.680 63.62 17.37 288 384 0.940 1.000 bicubic
162 swsl_resnet50 levit_384 95.220 95.210 4.780 4.790 99.400 99.160 0.600 0.840 25.56 39.13 224 0.875 0.900 bilinear bicubic
163 levit_384 resnet51q 95.200 4.800 99.160 99.280 0.840 0.720 39.13 35.70 224 288 0.900 1.000 bicubic bilinear
164 resnet51q swsl_resnet50 95.190 95.200 4.810 4.800 99.280 99.390 0.720 0.610 35.70 25.56 288 224 1.000 0.875 bilinear
165 crossvit_18_dagger_240 95.180 95.190 4.820 4.810 99.120 0.880 44.27 240 0.875 bicubic
nasnetalarge 95.170 4.830 99.130 0.870 88.75 331 0.911 bicubic
166 ecaresnet101d 95.160 4.840 99.230 0.770 44.57 224 0.875 bicubic
167 efficientnet_b3 ssl_resnext101_32x4d 95.150 95.160 4.850 4.840 99.210 99.310 0.790 0.690 12.23 44.18 320 224 1.000 0.875 bicubic bilinear
168 ssl_resnext101_32x4d nasnetalarge 95.140 95.150 4.860 4.850 99.310 99.130 0.690 0.870 44.18 88.75 224 331 0.875 0.911 bilinear bicubic
169 xcit_medium_24_p16_224 efficientnet_b3 95.130 4.870 98.930 99.210 1.070 0.790 84.40 12.23 224 320 1.000 bicubic
170 tf_efficientnetv2_b3 fbnetv3_g 95.120 95.130 4.880 4.870 99.190 99.200 0.810 0.800 14.36 16.62 300 288 0.904 0.950 bicubic bilinear
171 vit_small_r26_s32_224 95.120 95.130 4.880 4.870 99.220 0.780 36.43 224 0.900 bicubic
172 coat_lite_small xcit_medium_24_p16_224 95.110 95.130 4.890 4.870 99.030 98.920 0.970 1.080 19.84 84.40 224 0.900 1.000 bicubic
173 ecaresnet50t tf_efficientnetv2_b3 95.110 95.120 4.890 4.880 99.290 99.200 0.710 0.800 25.57 14.36 320 300 0.950 0.904 bicubic
174 resnet61q 95.110 4.890 99.080 0.920 36.85 288 1.000 bicubic
175 convit_base 95.100 4.900 99.130 99.140 0.870 0.860 86.54 224 0.875 bicubic
176 tresnet_xl xcit_small_24_p16_224 95.080 4.920 99.250 99.060 0.750 0.940 78.44 47.67 224 0.875 1.000 bilinear bicubic
177 efficientnetv2_rw_t coat_lite_small 95.080 4.920 99.220 99.030 0.780 0.970 13.65 19.84 288 224 1.000 0.900 bicubic
178 xcit_small_24_p16_224 crossvit_18_240 95.070 4.930 99.060 99.120 0.940 0.880 47.67 43.27 224 240 1.000 0.875 bicubic
179 crossvit_base_240 95.060 95.070 4.940 4.930 98.980 1.020 105.03 240 0.875 bicubic
180 crossvit_18_240 ecaresnet50t 95.050 95.070 4.950 4.930 99.120 99.290 0.880 0.710 43.27 25.57 240 320 0.875 0.950 bicubic
181 deit_base_patch16_224 efficientnetv2_rw_t 95.020 95.070 4.980 4.930 98.970 99.220 1.030 0.780 86.57 13.65 224 288 0.900 1.000 bicubic
182 visformer_small tresnet_xl 94.970 95.060 5.030 4.940 99.210 99.260 0.790 0.740 40.22 78.44 224 0.900 0.875 bicubic bilinear
183 crossvit_15_dagger_240 halo2botnet50ts_256 94.970 95.010 5.030 4.990 99.150 99.040 0.850 0.960 28.21 22.64 240 256 0.875 0.950 bicubic
184 tf_efficientnet_b3_ap deit_base_patch16_224 94.960 95.010 5.040 4.990 99.110 98.980 0.890 1.020 12.23 86.57 300 224 0.904 0.900 bicubic
185 convnext_tiny 94.990 5.010 99.200 0.800 28.59 224 0.875 bicubic
186 crossvit_15_dagger_240 94.980 5.020 99.160 0.840 28.21 240 0.875 bicubic
187 convmixer_1536_20 94.970 5.030 99.170 0.830 51.63 224 0.960 bicubic
188 resnet101 94.970 5.030 99.080 0.920 44.55 224 0.950 bicubic
189 tf_efficientnet_b3_ap 94.970 5.030 99.110 0.890 12.23 300 0.904 bicubic
190 visformer_small 94.960 5.040 99.210 0.790 40.22 224 0.900 bicubic
191 xcit_large_24_p16_224 94.950 5.050 98.830 1.170 189.10 224 1.000 bicubic
192 convmixer_1536_20 jx_nest_tiny 94.950 5.050 99.170 99.100 0.830 0.900 51.63 17.06 224 0.960 0.875 bicubic
193 cait_xxs24_384 94.940 5.060 99.130 0.870 12.03 384 1.000 bicubic
194 jx_nest_tiny gernet_l 94.940 94.930 5.060 5.070 99.100 99.200 0.900 0.800 17.06 31.08 224 256 0.875 bicubic bilinear
195 resnetv2_101 94.930 5.070 99.110 99.120 0.890 0.880 44.54 224 0.950 bicubic
196 convit_small 94.920 5.080 99.120 99.100 0.880 0.900 27.78 224 0.875 bicubic
197 gernet_l tf_efficientnet_b3 94.920 94.910 5.080 5.090 99.200 99.110 0.800 0.890 31.08 12.23 256 300 0.875 0.904 bilinear bicubic
tf_efficientnet_b3 94.910 5.090 99.100 0.900 12.23 300 0.904 bicubic
vit_small_patch16_224 94.900 5.100 99.280 0.720 22.05 224 0.900 bicubic
198 tresnet_l 94.900 5.100 99.030 0.970 55.99 224 0.875 bilinear
199 mixer_b16_224_miil 94.890 94.880 5.110 5.120 99.080 0.920 59.88 224 0.875 bilinear
200 tf_efficientnet_b1_ns vit_small_patch16_224 94.880 5.120 99.250 99.270 0.750 0.730 7.79 22.05 240 224 0.882 0.900 bicubic
201 xcit_tiny_24_p8_224 94.870 94.880 5.130 5.120 99.190 0.810 12.11 224 1.000 bicubic
202 tf_efficientnet_lite4 94.870 5.130 99.090 0.910 13.01 380 0.920 bilinear
203 xcit_small_12_p16_224 tf_efficientnet_b1_ns 94.810 94.860 5.190 5.140 99.060 99.250 0.940 0.750 26.25 7.79 224 240 1.000 0.882 bicubic
204 seresnext50_32x4d xcit_small_12_p16_224 94.800 94.820 5.200 5.180 99.130 99.060 0.870 0.940 27.56 26.25 224 0.875 1.000 bicubic
205 pit_b_224 seresnext50_32x4d 94.790 94.810 5.210 5.190 98.810 99.130 1.190 0.870 73.76 27.56 224 0.900 0.875 bicubic
206 pit_b_224 94.790 5.210 98.820 1.180 73.76 224 0.900 bicubic
207 lamhalobotnet50ts_256 94.780 5.220 98.980 1.020 22.57 256 0.950 bicubic
208 twins_svt_small 94.770 5.230 99.080 0.920 24.06 224 0.900 bicubic
209 coat_mini 94.760 94.770 5.240 5.230 98.950 1.050 10.34 224 0.900 bicubic
210 resnetv2_50x1_bitm 94.760 94.750 5.240 5.250 99.180 0.820 25.55 448 1.000 bilinear
211 pit_s_distilled_224 94.750 5.250 99.180 0.820 24.04 224 0.900 bicubic
xcit_tiny_12_p8_224_dist 94.740 5.260 99.180 0.820 6.71 224 1.000 bicubic
212 legacy_senet154 94.730 5.270 99.100 0.900 115.09 224 0.875 bilinear
213 crossvit_15_240 94.720 5.280 99.080 0.920 27.53 240 0.875 bicubic
214 gluon_senet154 94.710 5.290 98.970 1.030 115.09 224 0.875 bicubic
215 halonet50ts 94.710 5.290 98.820 1.180 22.73 256 0.940 bicubic
216 resnest50d_4s2x40d 94.710 5.290 99.130 0.870 30.42 224 0.875 bicubic
217 xcit_tiny_12_p8_224_dist 94.710 5.290 99.180 0.820 6.71 224 1.000 bicubic
218 gluon_resnet152_v1s 94.700 5.300 99.060 0.940 60.32 224 0.875 bicubic
219 ssl_resnext50_32x4d 94.700 5.300 99.240 0.760 25.03 224 0.875 bilinear
220 gluon_senet154 regnetz_b16 94.700 94.680 5.300 5.320 98.970 99.160 1.030 0.840 115.09 9.72 224 288 0.875 0.940 bicubic
gluon_resnet152_v1s 94.690 5.310 99.050 0.950 60.32 224 0.875 bicubic
regnetz_b 94.690 5.310 99.160 0.840 9.72 288 0.940 bicubic
crossvit_15_240 94.680 5.320 99.070 0.930 27.53 240 0.875 bicubic
221 efficientnet_el 94.670 5.330 99.130 0.870 10.59 300 0.904 bicubic
222 rexnet_200 gluon_seresnext101_64x4d 94.670 94.660 5.330 5.340 99.090 98.980 0.910 1.020 16.37 88.23 224 0.875 bicubic
223 tresnet_m_448 rexnet_200 94.670 94.660 5.330 5.340 99.170 99.090 0.830 0.910 31.39 16.37 448 224 0.875 bilinear bicubic
224 gluon_seresnext101_64x4d wide_resnet50_2 94.660 5.340 98.970 99.050 1.030 0.950 88.23 68.88 224 0.875 bicubic
225 wide_resnet50_2 tresnet_m_448 94.650 5.350 99.050 99.150 0.950 0.850 68.88 31.39 224 448 0.875 bicubic bilinear
swin_tiny_patch4_window7_224 94.640 5.360 99.120 0.880 28.29 224 0.900 bicubic
226 resnest50d 94.620 5.380 99.030 0.970 27.48 224 0.875 bilinear
227 gcresnet50t swin_tiny_patch4_window7_224 94.610 94.620 5.390 5.380 98.990 99.120 1.010 0.880 25.90 28.29 256 224 0.900 bicubic
228 lamhalobotnet50ts_256 gcresnet50t 94.610 94.620 5.390 5.380 98.610 98.980 1.390 1.020 22.57 25.90 256 0.950 0.900 bicubic
229 twins_pcpvt_small deit_small_distilled_patch16_224 94.600 5.400 99.140 99.100 0.860 0.900 24.11 22.44 224 0.900 bicubic
230 deit_small_distilled_patch16_224 twins_pcpvt_small 94.590 94.600 5.410 5.400 99.090 99.150 0.910 0.850 22.44 24.11 224 0.900 bicubic
231 pit_s_224 vit_small_patch32_384 94.590 94.600 5.410 5.400 98.930 99.140 1.070 0.860 23.46 22.92 224 384 0.900 1.000 bicubic
232 crossvit_small_240 pit_s_224 94.590 5.410 99.120 98.920 0.880 1.080 26.86 23.46 240 224 0.875 0.900 bicubic
233 crossvit_small_240 94.580 5.420 99.120 0.880 26.86 240 0.875 bicubic
234 efficientnet_b3_pruned 94.580 5.420 99.070 0.930 9.86 300 0.904 bicubic
235 lambda_resnet50ts 94.570 5.430 98.650 1.350 21.54 256 0.950 bicubic
236 resnext50_32x4d 94.570 5.430 98.800 1.200 25.03 224 0.950 bicubic
237 tnt_s_patch16_224 94.570 5.430 99.180 0.820 23.76 224 0.900 bicubic
vit_small_patch32_384 94.570 5.430 99.140 0.860 22.92 384 1.000 bicubic
lambda_resnet50ts 94.560 5.440 98.650 1.350 21.54 256 0.950 bicubic
238 repvgg_b3 94.560 5.440 98.910 1.090 123.09 224 0.875 bilinear
239 gernet_m 94.550 5.450 98.920 98.930 1.080 1.070 21.14 224 0.875 bilinear
halo2botnet50ts_256 94.550 5.450 98.760 1.240 22.64 256 0.950 bicubic
240 resmlp_36_distilled_224 94.550 5.450 99.160 0.840 44.69 224 0.875 bicubic
241 xcit_tiny_12_p16_384_dist sehalonet33ts 94.540 94.530 5.460 5.470 99.170 98.760 0.830 1.240 6.72 13.69 384 256 1.000 0.940 bicubic
242 sehalonet33ts xcit_tiny_12_p16_384_dist 94.530 5.470 98.780 99.170 1.220 0.830 13.69 6.72 256 384 0.940 1.000 bicubic
243 regnety_320 94.500 94.520 5.500 5.480 99.170 0.830 145.05 224 0.875 bicubic
244 haloregnetz_b 94.500 94.520 5.500 5.480 98.960 1.040 11.68 224 0.940 bicubic
245 repvgg_b3g4 94.490 94.500 5.510 5.500 99.020 0.980 83.83 224 0.875 bilinear
246 gluon_resnet152_v1d ecaresnet101d_pruned 94.460 94.450 5.540 5.550 99.000 99.100 1.000 0.900 60.21 24.88 224 0.875 bicubic
247 ecaresnet101d_pruned gluon_seresnext101_32x4d 94.440 94.450 5.560 5.550 99.100 99.090 0.900 0.910 24.88 48.96 224 0.875 bicubic
248 gluon_seresnext101_32x4d gluon_resnet152_v1d 94.430 94.440 5.570 5.560 99.090 99.010 0.910 0.990 48.96 60.21 224 0.875 bicubic
249 convmixer_768_32 94.430 5.570 99.110 0.890 21.11 224 0.960 bicubic
halonet50ts 94.420 5.580 98.760 1.240 22.73 256 0.940 bicubic
250 gcresnext50ts 94.410 5.590 98.990 1.010 15.67 256 0.900 bicubic
251 levit_256 94.410 94.400 5.590 5.600 99.060 0.940 18.89 224 0.900 bicubic
252 resnest50d_1s4x24d 94.390 5.610 99.070 0.930 25.68 224 0.875 bicubic
253 vit_base_patch32_224 94.390 5.610 99.060 0.940 88.22 224 0.900 bicubic
254 inception_v4 94.380 5.620 98.820 1.180 42.68 299 0.875 bicubic
255 nf_resnet50 94.380 5.620 99.070 0.930 25.56 288 0.940 bicubic
resnest50d_1s4x24d 94.380 5.620 99.060 0.940 25.68 224 0.875 bicubic
vit_base_patch32_224 94.380 5.620 99.060 0.940 88.22 224 0.900 bicubic
256 efficientnet_b2 94.370 5.630 99.050 0.950 9.11 288 1.000 bicubic
257 inception_v4 tf_efficientnet_el 94.370 94.360 5.630 5.640 98.820 99.100 1.180 0.900 42.68 10.59 299 300 0.875 0.904 bicubic
258 xcit_tiny_12_p8_224 94.370 94.360 5.630 5.640 99.070 0.930 6.71 224 1.000 bicubic
259 tf_efficientnet_el gluon_resnext101_64x4d 94.350 5.650 99.090 98.880 0.910 1.120 10.59 83.46 300 224 0.904 0.875 bicubic
260 resmlp_24_distilled_224 94.340 5.660 99.090 0.910 30.02 224 0.875 bicubic
261 gluon_resnext101_64x4d inception_resnet_v2 94.330 94.340 5.670 5.660 98.880 98.800 1.120 1.200 83.46 55.84 224 299 0.875 0.897 bicubic
262 inception_resnet_v2 sebotnet33ts_256 94.320 94.310 5.680 5.690 98.800 98.600 1.200 1.400 55.84 13.70 299 256 0.897 0.940 bicubic
263 ssl_resnet50 94.320 94.310 5.680 5.690 99.160 99.150 0.840 0.850 25.56 224 0.875 bilinear
resnetv2_50 94.290 5.710 98.930 1.070 25.55 224 0.950 bicubic
regnetx_120 94.290 5.710 99.200 0.800 46.11 224 0.875 bicubic
tf_efficientnet_b2_ap 94.280 5.720 98.950 1.050 9.11 260 0.890 bicubic
rexnet_150 94.270 5.730 99.090 0.910 9.73 224 0.875 bicubic
264 resmlp_big_24_224 94.270 5.730 98.820 1.180 129.14 224 0.875 bicubic
265 seresnet33ts resnetv2_50 94.260 94.270 5.740 5.730 98.780 98.930 1.220 1.070 19.78 25.55 256 224 0.900 0.950 bicubic
266 mixnet_xl rexnet_150 94.220 94.270 5.780 5.730 98.810 99.080 1.190 0.920 11.90 9.73 224 0.875 bicubic
267 xcit_tiny_24_p16_224_dist seresnet33ts 94.220 94.270 5.780 5.730 98.960 98.780 1.040 1.220 12.12 19.78 224 256 1.000 0.900 bicubic
268 ecaresnet50d tf_efficientnet_b2_ap 94.210 94.270 5.790 5.730 99.010 98.950 0.990 1.050 25.58 9.11 224 260 0.875 0.890 bicubic
269 regnetx_320 regnetx_120 94.210 94.260 5.790 5.740 99.050 99.190 0.950 0.810 107.81 46.11 224 0.875 bicubic
270 tf_efficientnet_b2 mixnet_xl 94.200 94.230 5.800 5.770 99.030 98.820 0.970 1.180 9.11 11.90 260 224 0.890 0.875 bicubic
271 gluon_resnet101_v1s regnetx_320 94.180 94.220 5.820 5.780 99.020 99.050 0.980 0.950 44.67 107.81 224 0.875 bicubic
272 gluon_resnet101_v1d tf_efficientnet_b2 94.180 94.210 5.820 5.790 98.950 99.030 1.050 0.970 44.57 9.11 224 260 0.875 0.890 bicubic
273 xcit_tiny_24_p16_224_dist 94.210 5.790 98.960 1.040 12.12 224 1.000 bicubic
274 ecaresnet50d 94.200 5.800 99.020 0.980 25.58 224 0.875 bicubic
275 dpn92 94.180 5.820 98.930 1.070 37.67 224 0.875 bicubic
276 gluon_seresnext50_32x4d resnet50_gn 94.180 5.820 98.910 98.920 1.090 1.080 27.56 25.56 224 0.875 0.940 bicubic
277 legacy_seresnext101_32x4d gluon_seresnext50_32x4d 94.170 5.830 98.970 98.910 1.030 1.090 48.96 27.56 224 0.875 bilinear bicubic
278 regnety_064 gluon_resnet101_v1s 94.140 94.170 5.860 5.830 99.030 99.010 0.970 0.990 30.58 44.67 224 0.875 bicubic
279 gluon_resnet101_v1d 94.170 5.830 98.940 1.060 44.57 224 0.875 bicubic
280 ecaresnetlight 94.140 5.860 98.950 1.050 30.16 224 0.875 bicubic
281 ens_adv_inception_resnet_v2 94.140 94.130 5.860 5.870 98.790 1.210 55.84 299 0.897 bicubic
282 regnety_064 94.130 5.870 99.030 0.970 30.58 224 0.875 bicubic
283 gluon_resnext101_32x4d 94.120 5.880 98.940 1.060 44.18 224 0.875 bicubic
284 tf_efficientnet_lite3 legacy_seresnext101_32x4d 94.110 94.120 5.890 5.880 98.960 98.970 1.040 1.030 8.20 48.96 300 224 0.904 0.875 bilinear
285 cspdarknet53 tf_efficientnet_lite3 94.100 94.120 5.900 5.880 98.980 98.960 1.020 1.040 27.64 8.20 256 300 0.887 0.904 bilinear
286 seresnet50 cspdarknet53 94.080 94.090 5.920 5.910 98.950 98.980 1.050 1.020 28.09 27.64 224 256 0.875 0.887 bicubic bilinear
287 efficientnet_el_pruned 94.080 5.920 99.020 0.980 10.59 300 0.904 bicubic
288 seresnet50 94.080 5.920 98.960 1.040 28.09 224 0.875 bicubic
289 resnet50d 94.070 5.930 98.920 1.080 25.58 224 0.875 bicubic
290 regnety_120 tf_efficientnetv2_b2 94.060 94.070 5.940 5.930 99.020 98.930 0.980 1.070 51.82 10.10 224 260 0.875 0.890 bicubic
291 tf_efficientnetv2_b2 gluon_resnet152_v1b 94.060 94.030 5.940 5.970 98.940 98.740 1.060 1.260 10.10 60.19 260 224 0.890 0.875 bicubic
292 efficientnet_el_pruned hrnet_w48 94.060 94.030 5.940 5.970 99.020 99.040 0.980 0.960 10.59 77.47 300 224 0.904 0.875 bicubic bilinear
293 gluon_xception65 94.040 94.020 5.960 5.980 99.030 99.020 0.970 0.980 39.92 299 0.903 bicubic
294 resnetrs50 94.030 94.020 5.970 5.980 98.830 98.850 1.170 1.150 35.69 224 0.910 bicubic
295 hrnet_w48 regnety_120 94.030 94.010 5.970 5.990 99.030 0.970 77.47 51.82 224 0.875 bilinear bicubic
296 gluon_resnet152_v1b dla102x2 94.020 94.000 5.980 6.000 98.750 99.030 1.250 0.970 60.19 41.28 224 0.875 bicubic bilinear
dla102x2 94.010 5.990 99.030 0.970 41.28 224 0.875 bilinear
297 deit_small_patch16_224 93.990 6.010 98.960 1.040 22.05 224 0.900 bicubic
298 dpn107 93.960 6.040 98.840 98.830 1.160 1.170 86.92 224 0.875 bicubic
299 resnet50 ecaresnet26t 93.950 6.050 98.470 98.920 1.530 1.080 25.56 16.01 224 320 0.950 bicubic
300 skresnext50_32x4d 93.950 6.050 98.830 1.170 27.48 224 0.875 bicubic
301 cait_xxs36_224 93.940 93.930 6.060 6.070 98.880 98.890 1.120 1.110 17.30 224 1.000 bicubic
302 ecaresnet26t resnet50 93.930 6.070 98.930 98.470 1.070 1.530 16.01 25.56 320 224 0.950 bicubic
303 dpn98 93.930 93.920 6.070 6.080 98.920 1.080 61.57 224 0.875 bicubic
304 xception71 gluon_resnet152_v1c 93.900 93.890 6.100 6.110 98.950 98.800 1.050 1.200 42.34 60.21 299 224 0.903 0.875 bicubic
305 regnety_080 regnetx_160 93.900 93.890 6.100 6.110 98.990 99.090 1.010 0.910 39.18 54.28 224 0.875 bicubic
306 regnetx_160 regnety_080 93.900 93.890 6.100 6.110 99.080 99.000 0.920 1.000 54.28 39.18 224 0.875 bicubic
307 vit_base_patch16_sam_224 93.890 6.110 98.890 1.110 86.57 224 0.900 bicubic
308 nf_regnet_b1 93.890 93.880 6.110 6.120 98.750 98.740 1.250 1.260 10.22 288 0.900 bicubic
309 gluon_resnet152_v1c xception71 93.880 6.120 98.800 98.950 1.200 1.050 60.21 42.34 224 299 0.875 0.903 bicubic
310 eca_resnet33ts cspresnet50 93.870 93.860 6.130 6.140 98.890 98.860 1.110 1.140 19.68 21.62 256 0.900 0.887 bicubic bilinear
311 resnext50_32x4d eca_resnet33ts 93.850 93.860 6.150 6.140 98.820 98.890 1.180 1.110 25.03 19.68 224 256 0.875 0.900 bicubic
312 cspresnet50 xcit_tiny_24_p16_224 93.850 6.150 98.870 98.760 1.130 1.240 21.62 12.12 256 224 0.887 1.000 bilinear bicubic
xcit_tiny_24_p16_224 93.850 6.150 98.770 1.230 12.12 224 1.000 bicubic
hrnet_w64 93.850 6.150 98.930 1.070 128.06 224 0.875 bilinear
313 ese_vovnet39b 93.850 6.150 98.900 1.100 24.57 224 0.875 bicubic
314 gcresnet33ts fbnetv3_d 93.820 93.840 6.180 6.160 98.930 98.910 1.070 1.090 19.88 10.31 256 0.900 0.950 bicubic bilinear
315 hrnet_w64 93.840 6.160 98.930 1.070 128.06 224 0.875 bilinear
316 ecaresnet50d_pruned 93.820 6.180 99.000 1.000 19.94 224 0.875 bicubic
317 repvgg_b2g4 gcresnet33ts 93.820 6.180 98.920 98.910 1.080 1.090 61.76 19.88 224 256 0.875 0.900 bilinear bicubic
318 resnext50d_32x4d repvgg_b2g4 93.800 93.810 6.200 6.190 98.730 98.930 1.270 1.070 25.05 61.76 224 0.875 bicubic bilinear
319 resnext50d_32x4d 93.810 6.190 98.740 1.260 25.05 224 0.875 bicubic
320 efficientnet_b2_pruned 93.800 6.200 98.910 1.090 8.31 260 0.890 bicubic
321 dla169 93.800 6.200 98.840 1.160 53.39 224 0.875 bilinear
322 regnetx_080 93.790 6.210 98.900 1.100 39.57 224 0.875 bicubic
323 dla169 cspresnext50 93.780 6.220 98.830 98.840 1.170 1.160 53.39 20.57 224 0.875 bilinear
324 gluon_resnet101_v1b 93.770 6.230 98.690 1.310 44.55 224 0.875 bicubic
325 resnext101_32x8d 93.770 6.230 98.950 1.050 88.79 224 0.875 bilinear
326 gluon_resnet101_v1b xception65 93.770 93.760 6.230 6.240 98.720 98.860 1.280 1.140 44.55 39.92 224 299 0.875 0.903 bicubic
327 cspresnext50 dpn131 93.770 93.750 6.230 6.250 98.840 1.160 20.57 79.25 224 0.875 bilinear bicubic
328 dpn131 efficientnet_em 93.760 93.740 6.240 6.260 98.850 98.930 1.150 1.070 79.25 6.90 224 240 0.875 0.882 bicubic
329 tf_efficientnet_b0_ns 93.760 93.740 6.240 6.260 98.980 1.020 5.29 224 0.875 bicubic
efficientnet_em 93.750 6.250 98.920 1.080 6.90 240 0.882 bicubic
xception65 93.740 6.260 98.870 1.130 39.92 299 0.903 bicubic
330 wide_resnet101_2 93.720 6.280 98.810 1.190 126.89 224 0.875 bilinear
331 hrnet_w40 93.710 6.290 98.800 1.200 57.56 224 0.875 bilinear
332 levit_192 resnetblur50 93.710 6.290 98.790 98.810 1.210 1.190 10.95 25.56 224 0.900 0.875 bicubic
resnetblur50 93.710 6.290 98.800 1.200 25.56 224 0.875 bicubic
333 tf_efficientnet_b1 93.710 6.290 98.800 1.200 7.79 240 0.882 bicubic
334 tf_efficientnetv2_b1 93.700 93.710 6.300 6.290 98.810 98.820 1.190 1.180 8.14 240 0.882 bicubic
335 rexnet_130 levit_192 93.690 93.710 6.310 6.290 98.720 98.800 1.280 1.200 7.56 10.95 224 0.875 0.900 bicubic
336 regnetx_040 gluon_resnet101_v1c 93.670 93.690 6.330 6.310 98.950 98.760 1.050 1.240 22.12 44.57 224 0.875 bicubic
337 resmlp_36_224 regnetx_040 93.670 93.680 6.330 6.320 98.950 98.940 1.050 1.060 44.69 22.12 224 0.875 bicubic
338 gluon_resnext50_32x4d rexnet_130 93.670 93.680 6.330 6.320 98.700 98.710 1.300 1.290 25.03 7.56 224 0.875 bicubic
339 gluon_resnet101_v1c resmlp_36_224 93.660 93.650 6.340 6.350 98.760 98.950 1.240 1.050 44.57 44.69 224 0.875 bicubic
340 xception fbnetv3_b 93.650 6.350 98.770 98.910 1.230 1.090 22.86 8.60 299 256 0.897 0.950 bicubic bilinear
341 regnetx_064 gluon_resnext50_32x4d 93.650 6.350 99.050 98.690 0.950 1.310 26.21 25.03 224 0.875 bicubic
342 tf_efficientnet_b1_ap xception 93.640 6.360 98.780 98.760 1.220 1.240 7.79 22.86 240 299 0.882 0.897 bicubic
343 hrnet_w44 resnet33ts 93.620 93.630 6.380 6.370 98.950 98.760 1.050 1.240 67.06 19.68 224 256 0.875 0.900 bilinear bicubic
344 resnet33ts tf_efficientnet_b1_ap 93.620 93.630 6.380 6.370 98.770 98.800 1.230 1.200 19.68 7.79 256 240 0.900 0.882 bicubic
345 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
346 regnety_040 regnetx_064 93.610 93.620 6.390 6.380 98.960 99.050 1.040 0.950 20.65 26.21 224 0.875 bicubic
347 dpn68b res2net50_26w_6s 93.600 93.610 6.400 6.390 98.710 98.740 1.290 1.260 12.61 37.05 224 0.875 bicubic bilinear
348 gluon_resnet50_v1s hrnet_w44 93.590 93.610 6.410 6.390 98.830 98.960 1.170 1.040 25.68 67.06 224 0.875 bicubic bilinear
349 gluon_inception_v3 regnety_040 93.590 93.610 6.410 6.390 98.840 98.950 1.160 1.050 23.83 20.65 299 224 0.875 bicubic
350 res2net50_26w_6s halonet26t 93.580 93.600 6.420 6.400 98.740 98.640 1.260 1.360 37.05 12.48 224 256 0.875 0.950 bilinear bicubic
351 tf_efficientnet_cc_b1_8e gluon_resnet50_v1s 93.580 93.590 6.420 6.410 98.690 98.840 1.310 1.160 39.72 25.68 240 224 0.882 0.875 bicubic
352 repvgg_b2 93.570 93.590 6.430 6.410 99.070 0.930 89.02 224 0.875 bilinear
353 dla60_res2next 93.570 6.430 98.790 1.210 17.03 224 0.875 bilinear
354 resnet32ts 93.570 6.430 98.750 1.250 17.96 256 0.900 bicubic
355 dla60_res2next tf_efficientnet_cc_b1_8e 93.560 93.570 6.440 6.430 98.800 98.690 1.200 1.310 17.03 39.72 224 240 0.875 0.882 bilinear bicubic
356 gluon_resnet50_v1d eca_halonext26ts 93.550 93.560 6.450 6.440 98.710 98.680 1.290 1.320 25.58 10.76 224 256 0.875 0.940 bicubic
357 res2net101_26w_4s gluon_inception_v3 93.520 93.540 6.480 6.460 98.630 98.830 1.370 1.170 45.21 23.83 224 299 0.875 bilinear bicubic
358 dla102x gluon_resnet50_v1d 93.510 93.530 6.490 6.470 98.850 98.710 1.150 1.290 26.31 25.58 224 0.875 bilinear bicubic
359 dla102x 93.520 6.480 98.850 1.150 26.31 224 0.875 bilinear
360 res2net101_26w_4s 93.520 6.480 98.600 1.400 45.21 224 0.875 bilinear
361 coat_tiny 93.510 6.490 98.690 1.310 5.50 224 0.900 bicubic
362 gmlp_s16_224 93.510 6.490 98.780 1.220 19.42 224 0.875 bicubic
363 coat_tiny selecsls60b 93.500 6.500 98.680 98.840 1.320 1.160 5.50 32.77 224 0.900 0.875 bicubic
364 cait_xxs24_224 93.490 6.510 98.770 1.230 11.96 224 1.000 bicubic
365 coat_lite_mini xception41 93.490 93.480 6.510 6.520 98.780 98.750 1.220 1.250 11.01 26.97 224 299 0.900 0.903 bicubic
366 selecsls60b coat_lite_mini 93.480 93.460 6.520 6.540 98.840 98.780 1.160 1.220 32.77 11.01 224 0.875 0.900 bicubic
367 xception41 legacy_seresnet152 93.480 93.440 6.520 6.560 98.760 98.850 1.240 1.150 26.97 66.82 299 224 0.903 0.875 bicubic bilinear
368 legacy_seresnet152 resmlp_24_224 93.460 93.440 6.540 6.560 98.850 98.810 1.150 1.190 66.82 30.02 224 0.875 bilinear bicubic
369 lambda_resnet26rpt_256 botnet26t_256 93.440 93.430 6.560 6.570 98.880 98.660 1.120 1.340 10.99 12.49 256 0.940 0.950 bicubic
370 botnet26t_256 lambda_resnet26rpt_256 93.440 93.430 6.560 6.570 98.660 98.880 1.340 1.120 12.49 10.99 256 0.950 0.940 bicubic
371 res2net50_26w_8s legacy_seresnext50_32x4d 93.430 6.570 98.670 98.800 1.330 1.200 48.40 27.56 224 0.875 bilinear
372 resmlp_24_224 vit_tiny_patch16_384 93.430 6.570 98.810 98.830 1.190 1.170 30.02 5.79 224 384 0.875 1.000 bicubic
373 vit_tiny_patch16_384 res2net50_26w_8s 93.430 93.420 6.570 6.580 98.840 98.690 1.160 1.310 5.79 48.40 384 224 1.000 0.875 bicubic bilinear
374 hrnet_w30 repvgg_b1 93.410 6.590 98.830 98.790 1.170 1.210 37.71 57.42 224 0.875 bilinear
375 legacy_seresnext50_32x4d lambda_resnet26t 93.410 93.400 6.590 6.600 98.800 98.740 1.200 1.260 27.56 10.96 224 256 0.875 0.940 bilinear bicubic
376 repvgg_b1 hrnet_w30 93.410 93.390 6.590 6.610 98.780 98.830 1.220 1.170 57.42 37.71 224 0.875 bilinear
377 lambda_resnet26t dla60_res2net 93.400 93.380 6.600 6.620 98.760 98.860 1.240 1.140 10.96 20.85 256 224 0.940 0.875 bicubic bilinear
378 dla60_res2net eca_botnext26ts_256 93.380 93.360 6.620 6.640 98.830 98.700 1.170 1.300 20.85 10.59 224 256 0.875 0.950 bilinear bicubic
379 eca_botnext26ts_256 xcit_tiny_12_p16_224_dist 93.360 93.340 6.640 6.660 98.690 98.740 1.310 1.260 10.59 6.72 256 224 0.950 1.000 bicubic
380 xcit_tiny_12_p16_224_dist xcit_nano_12_p8_384_dist 93.340 93.280 6.660 6.720 98.750 98.850 1.250 1.150 6.72 3.05 224 384 1.000 bicubic
381 dla102 mixnet_l 93.290 93.270 6.710 6.730 98.780 98.700 1.220 1.300 33.27 7.33 224 0.875 bilinear bicubic
382 legacy_seresnet101 93.290 93.270 6.710 6.730 98.750 98.740 1.250 1.260 49.33 224 0.875 bilinear
383 mixnet_l dla102 93.290 93.260 6.710 6.740 98.710 98.770 1.290 1.230 7.33 33.27 224 0.875 bicubic bilinear
384 regnetx_032 93.270 93.250 6.730 6.750 98.740 98.730 1.260 1.270 15.30 224 0.875 bicubic
385 resnest26d pit_xs_distilled_224 93.260 93.240 6.740 6.760 98.840 98.830 1.160 1.170 17.07 11.00 224 0.875 0.900 bilinear bicubic
386 tv_resnet152 resnest26d 93.260 93.240 6.740 6.760 98.750 98.850 1.250 1.150 60.19 17.07 224 0.875 bilinear
387 xcit_nano_12_p8_384_dist tv_resnet152 93.250 93.240 6.750 6.760 98.850 98.750 1.150 1.250 3.05 60.19 384 224 1.000 0.875 bicubic bilinear
388 pit_xs_distilled_224 tf_inception_v3 93.230 93.200 6.770 6.800 98.820 98.480 1.180 1.520 11.00 23.83 224 299 0.900 0.875 bicubic
389 tf_inception_v3 dla60x 93.210 93.190 6.790 6.810 98.490 98.710 1.510 1.290 23.83 17.35 299 224 0.875 bicubic bilinear
dla60x 93.210 6.790 98.720 1.280 17.35 224 0.875 bilinear
tf_efficientnet_em 93.200 6.800 98.680 1.320 6.90 240 0.882 bicubic
390 res2net50_26w_4s 93.180 6.820 98.670 1.330 25.70 224 0.875 bilinear
391 eca_halonext26ts tf_efficientnet_em 93.140 93.180 6.860 6.820 98.690 98.670 1.310 1.330 10.76 6.90 256 240 0.940 0.882 bicubic
392 res2next50 93.110 93.140 6.890 6.860 98.660 98.650 1.340 1.350 24.67 224 0.875 bilinear
393 bat_resnext26ts 93.100 6.900 98.720 98.730 1.280 1.270 10.73 256 0.900 bicubic
394 tf_efficientnetv2_b0 93.060 6.940 98.700 1.300 7.14 224 0.875 bicubic
395 tf_mixnet_l levit_128 93.050 93.040 6.950 6.960 98.540 98.680 1.460 1.320 7.33 9.21 224 0.875 0.900 bicubic
396 levit_128 tf_mixnet_l 93.040 6.960 98.690 98.540 1.310 1.460 9.21 7.33 224 0.900 0.875 bicubic
397 repvgg_b1g4 93.040 93.030 6.960 6.970 98.820 1.180 39.97 224 0.875 bilinear
398 regnety_016 res2net50_14w_8s 93.030 6.970 98.690 98.700 1.310 1.300 11.20 25.06 224 0.875 bicubic bilinear
399 efficientnet_b1 93.020 93.030 6.980 6.970 98.710 1.290 7.79 256 1.000 bicubic
400 res2net50_14w_8s selecsls60 93.020 93.010 6.980 6.990 98.700 98.830 1.300 1.170 25.06 30.67 224 0.875 bilinear bicubic
401 selecsls60 adv_inception_v3 93.000 93.010 7.000 6.990 98.830 98.490 1.170 1.510 30.67 23.83 224 299 0.875 bicubic
402 adv_inception_v3 regnety_016 92.990 93.000 7.010 7.000 98.480 98.680 1.520 1.320 23.83 11.20 299 224 0.875 bicubic
403 hardcorenas_f 92.980 7.020 98.620 1.380 8.20 224 0.875 bilinear
404 hardcorenas_e efficientnet_b1_pruned 92.960 92.970 7.040 7.030 98.570 98.520 1.430 1.480 8.07 6.33 224 240 0.875 0.882 bilinear bicubic
405 efficientnet_b1_pruned hardcorenas_e 92.960 92.950 7.040 7.050 98.520 98.570 1.480 1.430 6.33 8.07 240 224 0.882 0.875 bicubic bilinear
406 hrnet_w32 92.950 7.050 98.840 1.160 41.23 224 0.875 bilinear
efficientnet_es 92.940 7.060 98.690 1.310 5.44 224 0.875 bicubic
407 gluon_resnet50_v1c 92.920 7.080 98.710 1.290 25.58 224 0.875 bicubic
408 tv_resnext50_32x4d efficientnet_es 92.910 92.920 7.090 7.080 98.730 98.690 1.270 1.310 25.03 5.44 224 0.875 bilinear bicubic
409 pit_xs_224 92.900 92.910 7.100 7.090 98.790 98.770 1.210 1.230 10.62 224 0.900 bicubic
410 inception_v3 tv_resnext50_32x4d 92.900 92.910 7.100 7.090 98.320 98.720 1.680 1.280 23.83 25.03 299 224 0.875 bicubic bilinear
411 inception_v3 92.900 7.100 98.330 1.670 23.83 299 0.875 bicubic
412 densenet161 92.890 7.110 98.810 1.190 28.68 224 0.875 bicubic
413 tv_resnet101 92.880 7.120 98.660 1.340 44.55 224 0.875 bilinear
414 densenet161 resmlp_12_distilled_224 92.880 92.870 7.120 7.130 98.810 98.620 1.190 1.380 28.68 15.35 224 0.875 bicubic
415 resmlp_12_distilled_224 tf_efficientnet_cc_b0_8e 92.870 7.130 98.630 98.460 1.370 1.540 15.35 24.01 224 0.875 bicubic
416 tf_efficientnet_cc_b0_8e coat_lite_tiny 92.850 92.860 7.150 7.140 98.460 98.630 1.540 1.370 24.01 5.72 224 0.875 0.900 bicubic
417 rexnet_100 92.840 7.160 98.620 1.380 4.80 224 0.875 bicubic
418 tf_efficientnet_cc_b0_4e 92.840 7.160 98.440 1.560 13.31 224 0.875 bicubic
419 coat_lite_tiny seresnext26t_32x4d 92.830 92.820 7.170 7.180 98.640 98.560 1.360 1.440 5.72 16.81 224 0.900 0.875 bicubic
420 res2net50_48w_2s seresnext26ts 92.800 92.810 7.200 7.190 98.470 98.600 1.530 1.400 25.29 10.39 224 256 0.875 0.900 bilinear bicubic
421 seresnext26ts res2net50_48w_2s 92.790 7.210 98.600 98.480 1.400 1.520 10.39 25.29 256 224 0.900 0.875 bicubic bilinear
422 seresnext26t_32x4d tinynet_a 92.770 92.790 7.230 7.210 98.550 98.560 1.450 1.440 16.81 6.19 224 192 0.875 bicubic
hrnet_w18 92.750 7.250 98.650 1.350 21.30 224 0.875 bilinear
423 crossvit_9_dagger_240 92.750 7.250 98.510 1.490 8.78 240 0.875 bicubic
424 dla60 hrnet_w18 92.690 92.750 7.310 7.250 98.630 98.660 1.370 1.340 22.04 21.30 224 0.875 bilinear
425 densenet201 92.690 7.310 98.660 98.650 1.340 1.350 20.01 224 0.875 bicubic
426 resnet26t gmixer_24_224 92.680 7.320 98.600 98.280 1.400 1.720 16.01 24.72 256 224 0.940 0.875 bicubic
427 gmixer_24_224 repvgg_a2 92.670 92.680 7.330 7.320 98.260 98.520 1.740 1.480 24.72 28.21 224 0.875 bicubic bilinear
428 legacy_seresnet50 dla60 92.670 7.330 98.660 98.630 1.340 1.370 28.09 22.04 224 0.875 bilinear
429 repvgg_a2 legacy_seresnet50 92.660 92.670 7.340 7.330 98.530 98.650 1.470 1.350 28.21 28.09 224 0.875 bilinear
430 resnet34d resnet26t 92.640 92.670 7.360 7.330 98.440 98.580 1.560 1.420 21.82 16.01 224 256 0.875 0.940 bicubic
431 mobilenetv2_120d resnet34d 92.610 92.640 7.390 7.360 98.510 98.420 1.490 1.580 5.83 21.82 224 0.875 bicubic
432 tf_efficientnet_b0_ap mobilenetv2_120d 92.600 92.610 7.400 7.390 98.370 98.500 1.630 1.500 5.29 5.83 224 0.875 bicubic
433 tf_efficientnet_b0_ap 92.610 7.390 98.370 1.630 5.29 224 0.875 bicubic
434 hardcorenas_d 92.600 7.400 98.430 1.570 7.50 224 0.875 bilinear
435 legacy_seresnext26_32x4d 92.590 92.580 7.410 7.420 98.420 98.410 1.580 1.590 16.79 224 0.875 bicubic
436 tf_efficientnet_lite2 92.570 92.580 7.430 7.420 98.550 1.450 6.09 260 0.890 bicubic
437 regnetx_016 skresnet34 92.560 92.570 7.440 7.430 98.550 98.520 1.450 1.480 9.19 22.28 224 0.875 bicubic
438 skresnet34 gluon_resnet50_v1b 92.560 7.440 98.510 98.550 1.490 1.450 22.28 25.56 224 0.875 bicubic
439 gluon_resnet50_v1b regnetx_016 92.550 92.540 7.450 7.460 98.550 1.450 25.56 9.19 224 0.875 bicubic
440 efficientnet_b0 92.480 7.520 98.680 1.320 5.29 224 0.875 bicubic
441 selecsls42b 92.480 7.520 98.440 1.560 32.46 224 0.875 bicubic
442 gcresnext26ts 92.470 7.530 98.500 98.490 1.500 1.510 10.48 256 0.900 bicubic
efficientnet_b0 92.470 7.530 98.680 1.320 5.29 224 0.875 bicubic
443 xcit_tiny_12_p16_224 92.460 7.540 98.630 1.370 6.72 224 1.000 bicubic
444 gernet_s 92.440 7.560 98.490 98.500 1.510 1.500 8.17 224 0.875 bilinear
445 seresnext26d_32x4d 92.430 7.570 98.540 1.460 16.81 224 0.875 bicubic
446 eca_resnext26ts xcit_nano_12_p8_224_dist 92.420 7.580 98.610 98.530 1.390 1.470 10.30 3.05 256 224 0.900 1.000 bicubic
447 xcit_nano_12_p8_224_dist eca_resnext26ts 92.410 7.590 98.510 98.620 1.490 1.380 3.05 10.30 224 256 1.000 0.900 bicubic
448 densenetblur121d 92.400 7.600 98.410 1.590 8.00 224 0.875 bicubic
449 tf_efficientnet_b0 92.400 7.600 98.470 1.530 5.29 224 0.875 bicubic
densenetblur121d 92.400 7.600 98.420 1.580 8.00 224 0.875 bicubic
450 convmixer_1024_20_ks9_p14 92.350 7.650 98.420 1.580 24.38 224 0.960 bicubic
451 hardcorenas_c 92.330 7.670 98.340 98.350 1.660 1.650 5.52 224 0.875 bilinear
452 tf_efficientnet_lite1 92.320 92.310 7.680 7.690 98.490 1.510 5.42 240 0.882 bicubic
453 densenet169 92.290 7.710 98.590 1.410 14.15 224 0.875 bicubic
454 mixnet_m 92.260 92.270 7.740 7.730 98.370 98.350 1.630 1.650 5.01 224 0.875 bicubic
455 dpn68 92.260 7.740 98.600 98.610 1.400 1.390 12.61 224 0.875 bicubic
resnet26d 92.250 7.750 98.470 1.530 16.01 224 0.875 bicubic
456 mobilenetv3_large_100_miil 92.250 7.750 98.250 1.750 5.48 224 0.875 bilinear
457 resnext26ts resnet26d 92.210 92.250 7.790 7.750 98.280 98.450 1.720 1.550 10.30 16.01 256 224 0.900 0.875 bicubic
458 tf_mixnet_m resnext26ts 92.170 92.220 7.830 7.780 98.420 98.250 1.580 1.750 5.01 10.30 224 256 0.875 0.900 bicubic
459 vit_small_patch32_224 tf_mixnet_m 92.150 92.200 7.850 7.800 98.510 98.420 1.490 1.580 22.88 5.01 224 0.900 0.875 bicubic
460 resmlp_12_224 vit_small_patch32_224 92.130 92.160 7.870 7.840 98.570 98.510 1.430 1.490 15.35 22.88 224 0.875 0.900 bicubic
461 tv_resnet50 resmlp_12_224 92.110 92.120 7.890 7.880 98.420 98.570 1.580 1.430 25.56 15.35 224 0.875 bilinear bicubic
462 xcit_nano_12_p16_384_dist tv_resnet50 92.100 92.120 7.900 7.880 98.520 98.420 1.480 1.580 3.05 25.56 384 224 1.000 0.875 bicubic bilinear
463 xcit_nano_12_p16_384_dist 92.110 7.890 98.520 1.480 3.05 384 1.000 bicubic
464 tf_efficientnet_es 92.100 7.900 98.430 1.570 5.44 224 0.875 bicubic
465 mobilenetv2_140 92.030 92.050 7.970 7.950 98.250 1.750 6.11 224 0.875 bicubic
466 ese_vovnet19b_dw 92.020 92.010 7.980 7.990 98.520 98.510 1.480 1.490 6.54 224 0.875 bicubic
hardcorenas_b 91.970 8.030 98.400 1.600 5.18 224 0.875 bilinear
467 densenet121 91.940 8.060 98.280 1.720 7.98 224 0.875 bicubic
468 vit_tiny_patch16_224 hardcorenas_b 91.930 8.070 98.330 98.400 1.670 1.600 5.72 5.18 224 0.900 0.875 bicubic bilinear
469 regnety_008 91.890 91.910 8.110 8.090 98.420 1.580 6.26 224 0.875 bicubic
470 vit_tiny_patch16_224 91.910 8.090 98.340 1.660 5.72 224 0.900 bicubic
471 mixnet_s 91.780 8.220 98.300 1.700 4.13 224 0.875 bicubic
472 vit_tiny_r_s16_p8_384 91.720 91.730 8.280 8.270 98.430 1.570 6.36 384 1.000 bicubic
473 efficientnet_es_pruned 91.710 8.290 98.400 98.410 1.600 1.590 5.44 224 0.875 bicubic
474 tf_mixnet_s repvgg_b0 91.690 91.680 8.310 8.320 98.240 98.450 1.760 1.550 4.13 15.82 224 0.875 bicubic bilinear
475 repvgg_b0 tf_mixnet_s 91.670 91.680 8.330 8.320 98.450 98.240 1.550 1.760 15.82 4.13 224 0.875 bilinear bicubic
476 semnasnet_100 91.660 8.340 98.260 98.270 1.740 1.730 3.89 224 0.875 bicubic
477 hardcorenas_a 91.610 91.620 8.390 8.380 98.170 1.830 5.26 224 0.875 bilinear
478 regnety_006 91.580 91.560 8.420 8.440 98.430 1.570 6.06 224 0.875 bicubic
479 mobilenetv3_rw 91.550 91.540 8.450 8.460 98.270 1.730 5.48 224 0.875 bicubic
480 levit_128s 91.500 8.500 98.400 1.600 7.78 224 0.900 bicubic
481 legacy_seresnet34 91.480 8.520 98.200 1.800 21.96 224 0.875 bilinear
482 mobilenetv3_large_100 91.480 8.520 98.330 98.320 1.670 1.680 5.48 224 0.875 bicubic
483 resnet26 91.460 91.450 8.540 8.550 98.270 1.730 16.00 224 0.875 bicubic
484 tf_mobilenetv3_large_100 91.410 91.420 8.590 8.580 98.250 98.260 1.750 1.740 5.48 224 0.875 bilinear
485 tv_densenet121 91.400 91.410 8.600 8.590 98.250 1.750 7.98 224 0.875 bicubic
486 mobilenetv2_110d 91.320 91.350 8.680 8.650 98.180 98.190 1.820 1.810 4.52 224 0.875 bicubic
487 tf_efficientnet_lite0 91.280 91.300 8.720 8.700 98.090 1.910 4.65 224 0.875 bicubic
488 fbnetc_100 91.260 8.740 97.820 97.830 2.180 2.170 5.57 224 0.875 bilinear
dla34 91.250 8.750 98.180 1.820 15.74 224 0.875 bilinear
489 efficientnet_lite0 91.250 8.750 98.250 1.750 4.65 224 0.875 bicubic
490 mnasnet_100 dla34 91.200 91.230 8.800 8.770 98.040 98.180 1.960 1.820 4.38 15.74 224 0.875 bicubic bilinear
491 resnet34 mnasnet_100 91.190 91.200 8.810 8.800 98.230 98.050 1.770 1.950 21.80 4.38 224 0.875 bilinear bicubic
492 regnetx_008 resnet34 91.190 91.200 8.810 8.800 98.370 98.240 1.630 1.760 7.26 21.80 224 0.875 bicubic bilinear
493 hrnet_w18_small_v2 91.170 8.830 98.350 98.340 1.650 1.660 15.60 224 0.875 bilinear
494 resnest14d regnetx_008 91.150 91.160 8.850 8.840 98.350 98.380 1.650 1.620 10.61 7.26 224 0.875 bilinear bicubic
495 mixer_b16_224 91.130 91.140 8.870 8.860 97.410 97.400 2.590 2.600 59.88 224 0.875 bicubic
496 xcit_nano_12_p8_224 tinynet_b 91.100 91.130 8.900 8.870 98.240 98.070 1.760 1.930 3.05 3.73 224 188 1.000 0.875 bicubic
497 swsl_resnet18 resnest14d 91.090 91.120 8.910 8.880 98.210 98.330 1.790 1.670 11.69 10.61 224 0.875 bilinear
498 gluon_resnet34_v1b xcit_nano_12_p8_224 91.090 91.120 8.910 8.880 98.180 98.240 1.820 1.760 21.80 3.05 224 0.875 1.000 bicubic
499 deit_tiny_distilled_patch16_224 91.090 91.110 8.910 8.890 98.270 1.730 5.91 224 0.900 bicubic
500 crossvit_9_240 gluon_resnet34_v1b 91.070 91.100 8.930 8.900 98.310 98.180 1.690 1.820 8.55 21.80 240 224 0.875 bicubic
501 vgg19_bn swsl_resnet18 90.990 91.080 9.010 8.920 98.120 98.210 1.880 1.790 143.68 11.69 224 0.875 bilinear
502 pit_ti_distilled_224 crossvit_9_240 90.900 91.050 9.100 8.950 98.230 98.310 1.770 1.690 5.10 8.55 224 240 0.900 0.875 bicubic
503 regnetx_006 vgg19_bn 90.750 90.990 9.250 9.010 98.100 98.110 1.900 1.890 6.20 143.68 224 0.875 bicubic bilinear
504 regnety_004 pit_ti_distilled_224 90.750 90.900 9.250 9.100 98.080 98.220 1.920 1.780 4.34 5.10 224 0.875 0.900 bicubic
505 regnetx_006 90.770 9.230 98.100 1.900 6.20 224 0.875 bicubic
506 regnety_004 90.770 9.230 98.080 1.920 4.34 224 0.875 bicubic
507 ssl_resnet18 90.700 9.300 98.030 1.970 11.69 224 0.875 bilinear
508 spnasnet_100 90.610 90.600 9.390 9.400 97.950 2.050 4.42 224 0.875 bilinear
509 convit_tiny 90.550 9.450 98.210 98.220 1.790 1.780 5.71 224 0.875 bicubic
510 crossvit_tiny_240 90.530 90.540 9.470 9.460 97.950 2.050 7.01 240 0.875 bicubic
511 vgg16_bn 90.520 90.540 9.480 9.460 97.990 2.010 138.37 224 0.875 bilinear
512 ghostnet_100 90.440 9.560 97.840 97.830 2.160 2.170 5.18 224 0.875 bilinear
513 pit_ti_224 90.440 9.560 98.020 98.010 1.980 1.990 4.85 224 0.900 bicubic
514 tf_mobilenetv3_large_075 90.310 90.320 9.690 9.680 97.880 97.870 2.120 2.130 3.99 224 0.875 bilinear
515 tv_resnet34 90.310 90.290 9.690 9.710 97.970 97.980 2.030 2.020 21.80 224 0.875 bilinear
516 xcit_nano_12_p16_224_dist semnasnet_075 90.190 90.200 9.810 9.800 97.760 97.970 2.240 2.030 3.05 2.91 224 1.000 0.875 bicubic
517 skresnet18 90.170 9.830 97.780 2.220 11.96 224 0.875 bicubic
518 resnet18d xcit_nano_12_p16_224_dist 89.990 90.170 10.010 9.830 97.840 97.760 2.160 2.240 11.71 3.05 224 0.875 1.000 bicubic
519 hrnet_w18_small resnet18d 89.900 89.990 10.100 10.010 97.900 97.830 2.100 2.170 13.19 11.71 224 0.875 bilinear bicubic
520 vit_base_patch32_sam_224 hrnet_w18_small 89.870 89.880 10.130 10.120 97.600 97.900 2.400 2.100 88.22 13.19 224 0.900 0.875 bicubic bilinear
521 mobilenetv2_100 vit_base_patch32_sam_224 89.840 89.860 10.160 10.140 97.840 97.600 2.160 2.400 3.50 88.22 224 0.875 0.900 bicubic
522 vgg19 mobilenetv2_100 89.690 89.830 10.310 10.170 97.550 97.830 2.450 2.170 143.67 3.50 224 0.875 bilinear bicubic
523 deit_tiny_patch16_224 vgg19 89.600 89.680 10.400 10.320 97.960 97.550 2.040 2.450 5.72 143.67 224 0.900 0.875 bicubic bilinear
524 regnetx_004 deit_tiny_patch16_224 89.450 89.620 10.550 10.380 97.780 97.960 2.220 2.040 5.16 5.72 224 0.875 0.900 bicubic
525 vit_tiny_r_s16_p8_224 regnetx_004 89.400 89.470 10.600 10.530 97.690 97.770 2.310 2.230 6.34 5.16 224 0.900 0.875 bicubic
526 vgg16 89.380 89.360 10.620 10.640 97.520 2.480 138.36 224 0.875 bilinear
527 legacy_seresnet18 vit_tiny_r_s16_p8_224 89.250 89.350 10.750 10.650 97.690 97.700 2.310 2.300 11.78 6.34 224 0.875 0.900 bicubic
528 vgg13_bn legacy_seresnet18 89.210 89.260 10.790 10.740 97.540 97.680 2.460 2.320 133.05 11.78 224 0.875 bilinear bicubic
529 tf_mobilenetv3_large_minimal_100 vgg13_bn 89.160 89.200 10.840 10.800 97.320 97.520 2.680 2.480 3.92 133.05 224 0.875 bilinear
530 xcit_nano_12_p16_224 tf_mobilenetv3_large_minimal_100 88.960 89.170 11.040 10.830 97.410 97.320 2.590 2.680 3.05 3.92 224 1.000 0.875 bicubic bilinear
531 gluon_resnet18_v1b xcit_nano_12_p16_224 88.670 88.970 11.330 11.030 97.110 97.390 2.890 2.610 11.69 3.05 224 0.875 1.000 bicubic
532 vgg11_bn lcnet_100 88.390 88.950 11.610 11.050 97.280 97.380 2.720 2.620 132.87 2.95 224 0.875 bilinear bicubic
533 regnety_002 gluon_resnet18_v1b 88.210 88.660 11.790 11.340 97.420 97.100 2.580 2.900 3.16 11.69 224 0.875 bicubic
534 resnet18 tinynet_c 88.160 88.420 11.840 11.580 97.120 97.260 2.880 2.740 11.69 2.46 224 184 0.875 bilinear bicubic
535 vgg13 vgg11_bn 87.550 88.390 12.450 11.610 97.120 97.270 2.880 2.730 133.05 132.87 224 0.875 bilinear
536 regnetx_002 regnety_002 87.360 88.190 12.640 11.810 96.990 97.420 3.010 2.580 2.68 3.16 224 0.875 bicubic
537 vgg11 resnet18 87.330 88.150 12.670 11.850 97.110 97.120 2.890 2.880 132.86 11.69 224 0.875 bilinear
538 dla60x_c vgg13 87.080 87.570 12.920 12.430 97.140 97.120 2.860 2.880 1.32 133.05 224 0.875 bilinear
539 mixer_l16_224 regnetx_002 86.960 87.380 13.040 12.620 94.030 96.990 5.970 3.010 208.20 2.68 224 0.875 bicubic
540 tf_mobilenetv3_small_100 vgg11 85.990 87.340 14.010 12.660 96.410 97.110 3.590 2.890 2.54 132.86 224 0.875 bilinear
541 dla46x_c dla60x_c 85.470 87.110 14.530 12.890 96.450 97.140 3.550 2.860 1.07 1.32 224 0.875 bilinear
542 dla46_c mixer_l16_224 84.710 86.970 15.290 13.030 96.210 94.040 3.790 5.960 1.30 208.20 224 0.875 bilinear bicubic
543 lcnet_075 86.940 13.060 96.530 3.470 2.36 224 0.875 bicubic
544 tf_mobilenetv3_small_100 85.970 14.030 96.410 3.590 2.54 224 0.875 bilinear
545 dla46x_c 85.480 14.520 96.440 3.560 1.07 224 0.875 bilinear
546 tinynet_d 85.430 14.570 96.020 3.980 2.34 152 0.875 bicubic
547 mobilenetv2_050 84.990 15.010 95.620 4.380 1.97 224 0.875 bicubic
548 mnasnet_small 84.920 15.080 95.930 4.070 2.03 224 0.875 bicubic
549 dla46_c 84.670 15.330 96.200 3.800 1.30 224 0.875 bilinear
550 tf_mobilenetv3_small_075 84.530 15.470 95.890 4.110 2.04 224 0.875 bilinear
551 lcnet_050 83.000 17.000 95.020 4.980 1.88 224 0.875 bicubic
552 tf_mobilenetv3_small_minimal_100 82.680 17.320 95.010 4.990 2.04 224 0.875 bilinear
553 tinynet_e 79.800 20.200 93.980 6.020 2.04 106 0.875 bicubic

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