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Add updated validation / test set results, benchmarks still running...

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pull/1354/head
Ross Wightman 2 years ago
parent 92b91af3bb
commit 326ade2999
8 changed files with 4488 additions and 3896 deletions
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results/results-imagenet-a-clean.csv
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@ -1,30 +1,38 @@
model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation
beit_large_patch16_512,98.560,1.440,99.840,0.160,305.67,512,1.000,bicubic
tf_efficientnet_l2_ns,98.550,1.450,99.820,0.180,480.31,800,0.960,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
deit3_large_patch16_384_in21ft1k,98.460,1.540,99.760,0.240,304.76,384,1.000,bicubic
convnext_xlarge_384_in22ft1k,98.350,1.650,99.800,0.200,350.20,384,1.000,bicubic
convnext_large_384_in22ft1k,98.220,1.780,99.730,0.270,197.77,384,1.000,bicubic
vit_large_patch16_384,98.220,1.780,99.800,0.200,304.72,384,1.000,bicubic
beit_large_patch16_224,98.180,1.820,99.760,0.240,304.43,224,0.900,bicubic
deit3_huge_patch14_224_in21ft1k,98.170,1.830,99.730,0.270,632.13,224,1.000,bicubic
deit3_large_patch16_224_in21ft1k,98.170,1.830,99.760,0.240,304.37,224,1.000,bicubic
swinv2_large_window12to24_192to384_22kft1k,98.150,1.850,99.690,0.310,196.74,384,1.000,bicubic
swinv2_base_window12to24_192to384_22kft1k,98.140,1.860,99.780,0.220,87.92,384,1.000,bicubic
swin_large_patch4_window12_384,98.040,1.960,99.690,0.310,196.74,384,1.000,bicubic
convnext_base_384_in22ft1k,97.950,2.050,99.650,0.350,88.59,384,1.000,bicubic
convnext_xlarge_in22ft1k,97.920,2.080,99.680,0.320,350.20,224,0.875,bicubic
tf_efficientnet_b7_ns,97.910,2.090,99.720,0.280,66.35,600,0.949,bicubic
tf_efficientnet_b7_ns,97.920,2.080,99.720,0.280,66.35,600,0.949,bicubic
swin_base_patch4_window12_384,97.890,2.110,99.710,0.290,87.90,384,1.000,bicubic
swinv2_large_window12to16_192to256_22kft1k,97.860,2.140,99.650,0.350,196.74,256,0.900,bicubic
vit_large_r50_s32_384,97.860,2.140,99.670,0.330,329.09,384,1.000,bicubic
vit_base_patch16_384,97.840,2.160,99.670,0.330,86.86,384,1.000,bicubic
deit3_base_patch16_384_in21ft1k,97.830,2.170,99.680,0.320,86.88,384,1.000,bicubic
convnext_large_in22ft1k,97.830,2.170,99.690,0.310,197.77,224,0.875,bicubic
beit_base_patch16_384,97.810,2.190,99.700,0.300,86.74,384,1.000,bicubic
beit_base_patch16_384,97.820,2.180,99.700,0.300,86.74,384,1.000,bicubic
volo_d5_512,97.770,2.230,99.670,0.330,296.09,512,1.150,bicubic
volo_d5_448,97.760,2.240,99.620,0.380,295.91,448,1.150,bicubic
tf_efficientnetv2_l_in21ft1k,97.700,2.300,99.670,0.330,118.52,480,1.000,bicubic
volo_d4_448,97.670,2.330,99.610,0.390,193.41,448,1.150,bicubic
tf_efficientnetv2_xl_in21ft1k,97.660,2.340,99.490,0.510,208.12,512,1.000,bicubic
swin_large_patch4_window7_224,97.650,2.350,99.580,0.420,196.53,224,0.900,bicubic
tf_efficientnetv2_xl_in21ft1k,97.650,2.350,99.490,0.510,208.12,512,1.000,bicubic
swinv2_base_window12to16_192to256_22kft1k,97.650,2.350,99.720,0.280,87.92,256,0.900,bicubic
vit_large_patch16_224,97.640,2.360,99.590,0.410,304.33,224,0.900,bicubic
tf_efficientnet_b6_ns,97.630,2.370,99.580,0.420,43.04,528,0.942,bicubic
ig_resnext101_32x48d,97.620,2.380,99.710,0.290,828.41,224,0.875,bilinear
ig_resnext101_32x48d,97.620,2.380,99.700,0.300,828.41,224,0.875,bilinear
dm_nfnet_f6,97.600,2.400,99.550,0.450,438.36,576,0.956,bicubic
dm_nfnet_f4,97.580,2.420,99.510,0.490,316.07,512,0.951,bicubic
vit_base_patch8_224,97.580,2.420,99.670,0.330,86.58,224,0.900,bicubic
@ -34,9 +42,12 @@ 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
tf_efficientnetv2_m_in21ft1k,97.480,2.520,99.530,0.470,54.14,480,1.000,bicubic
deit3_base_patch16_224_in21ft1k,97.490,2.510,99.600,0.400,86.59,224,1.000,bicubic
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,97.470,2.530,99.600,0.400,88.59,224,0.875,bicubic
convnext_small_384_in22ft1k,97.460,2.540,99.580,0.420,50.22,384,1.000,bicubic
deit3_large_patch16_384,97.420,2.580,99.620,0.380,304.76,384,1.000,bicubic
cait_m36_384,97.400,2.600,99.510,0.490,271.22,384,1.000,bicubic
volo_d5_224,97.390,2.610,99.570,0.430,295.46,224,0.960,bicubic
ig_resnext101_32x32d,97.370,2.630,99.680,0.320,468.53,224,0.875,bilinear
@ -56,307 +67,360 @@ swsl_resnext101_32x8d,97.200,2.800,99.570,0.430,88.79,224,0.875,bilinear
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,97.120,2.880,99.460,0.540,47.67,384,1.000,bicubic
deit3_small_patch16_384_in21ft1k,97.130,2.870,99.500,0.500,22.21,384,1.000,bicubic
xcit_small_24_p16_384_dist,97.120,2.880,99.450,0.550,47.67,384,1.000,bicubic
tf_efficientnet_b8_ap,97.110,2.890,99.660,0.340,87.41,672,0.954,bicubic
beit_base_patch16_224,97.090,2.910,99.610,0.390,86.53,224,0.900,bicubic
eca_nfnet_l2,97.090,2.910,99.510,0.490,56.72,384,1.000,bicubic
volo_d3_224,97.090,2.910,99.470,0.530,86.33,224,0.960,bicubic
tf_efficientnet_b6_ap,97.080,2.920,99.620,0.380,43.04,528,0.942,bicubic
ecaresnet269d,97.080,2.920,99.470,0.530,102.09,352,1.000,bicubic
cait_s24_384,97.080,2.920,99.430,0.570,47.06,384,1.000,bicubic
cait_s24_384,97.070,2.930,99.430,0.570,47.06,384,1.000,bicubic
xcit_large_24_p8_224_dist,97.070,2.930,99.420,0.580,188.93,224,1.000,bicubic
dm_nfnet_f2,97.030,2.970,99.440,0.560,193.78,352,0.920,bicubic
deit3_base_patch16_384,97.020,2.980,99.390,0.610,86.88,384,1.000,bicubic
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
volo_d2_224,97.000,3.000,99.390,0.610,58.68,224,0.960,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
convnext_small_in22ft1k,96.990,3.010,99.410,0.590,50.22,224,0.875,bicubic
efficientnetv2_rw_m,96.980,3.020,99.540,0.460,53.24,416,1.000,bicubic
deit_base_distilled_patch16_384,96.960,3.040,99.480,0.520,87.63,384,1.000,bicubic
seresnextaa101d_32x8d,96.950,3.050,99.390,0.610,93.59,288,1.000,bicubic
tf_efficientnet_b4_ns,96.950,3.050,99.580,0.420,19.34,380,0.922,bicubic
deit3_large_patch16_224,96.940,3.060,99.340,0.660,304.37,224,0.900,bicubic
xcit_small_12_p16_384_dist,96.930,3.070,99.400,0.600,26.25,384,1.000,bicubic
resnetrs420,96.920,3.080,99.460,0.540,191.89,416,1.000,bicubic
volo_d1_384,96.920,3.080,99.520,0.480,26.78,384,1.000,bicubic
xcit_medium_24_p8_224_dist,96.920,3.080,99.390,0.610,84.32,224,1.000,bicubic
volo_d1_384,96.910,3.090,99.520,0.480,26.78,384,1.000,bicubic
resnetrs420,96.910,3.090,99.460,0.540,191.89,416,1.000,bicubic
dm_nfnet_f1,96.910,3.090,99.410,0.590,132.63,320,0.910,bicubic
deit3_huge_patch14_224,96.890,3.110,99.480,0.520,632.13,224,0.900,bicubic
convnext_tiny_384_in22ft1k,96.880,3.120,99.470,0.530,28.59,384,1.000,bicubic
vit_base_patch16_224,96.880,3.120,99.530,0.470,86.57,224,0.900,bicubic
xcit_small_24_p8_224_dist,96.870,3.130,99.480,0.520,47.63,224,1.000,bicubic
resnetv2_152x2_bit_teacher_384,96.830,3.170,99.450,0.550,236.34,384,1.000,bicubic
ig_resnext101_32x16d,96.810,3.190,99.600,0.400,194.03,224,0.875,bilinear
xcit_large_24_p16_224_dist,96.800,3.200,99.350,0.650,189.10,224,1.000,bicubic
vit_large_r50_s32_224,96.790,3.210,99.350,0.650,328.99,224,0.900,bicubic
seresnet152d,96.770,3.230,99.450,0.550,66.84,320,1.000,bicubic
seresnext101_32x8d,96.770,3.230,99.350,0.650,93.57,288,1.000,bicubic
convnext_large,96.760,3.240,99.300,0.700,197.77,224,0.875,bicubic
seresnet152d,96.770,3.230,99.450,0.550,66.84,320,1.000,bicubic
resnetrs350,96.760,3.240,99.370,0.630,163.96,384,1.000,bicubic
tf_efficientnetv2_s_in21ft1k,96.730,3.270,99.420,0.580,21.46,384,1.000,bicubic
swinv2_base_window16_256,96.760,3.240,99.350,0.650,87.92,256,0.900,bicubic
convnext_large,96.760,3.240,99.300,0.700,197.77,224,0.875,bicubic
resnet200d,96.720,3.280,99.330,0.670,64.69,320,1.000,bicubic
tf_efficientnetv2_s_in21ft1k,96.720,3.280,99.420,0.580,21.46,384,1.000,bicubic
seresnext101d_32x8d,96.710,3.290,99.360,0.640,93.59,288,1.000,bicubic
resnetv2_50x3_bitm,96.710,3.290,99.550,0.450,217.32,448,1.000,bilinear
regnetz_040h,96.710,3.290,99.500,0.500,28.94,320,1.000,bicubic
regnetz_040,96.710,3.290,99.470,0.530,27.12,320,1.000,bicubic
eca_nfnet_l1,96.700,3.300,99.290,0.710,41.41,320,1.000,bicubic
resnetrs200,96.700,3.300,99.370,0.630,93.21,320,1.000,bicubic
regnetz_040h,96.710,3.290,99.500,0.500,28.94,320,1.000,bicubic
vit_small_patch16_384,96.700,3.300,99.480,0.520,22.20,384,1.000,bicubic
xcit_small_12_p8_224_dist,96.700,3.300,99.390,0.610,26.21,224,1.000,bicubic
resnetrs200,96.700,3.300,99.370,0.630,93.21,320,1.000,bicubic
eca_nfnet_l1,96.700,3.300,99.290,0.710,41.41,320,1.000,bicubic
xcit_small_12_p8_224_dist,96.690,3.310,99.390,0.610,26.21,224,1.000,bicubic
resnetrs270,96.690,3.310,99.350,0.650,129.86,352,1.000,bicubic
vit_small_r26_s32_384,96.680,3.320,99.580,0.420,36.47,384,1.000,bicubic
tf_efficientnet_b6,96.670,3.330,99.370,0.630,43.04,528,0.942,bicubic
tf_efficientnet_b5_ap,96.670,3.330,99.460,0.540,30.39,456,0.934,bicubic
tf_efficientnet_b5_ap,96.680,3.320,99.460,0.540,30.39,456,0.934,bicubic
pit_b_distilled_224,96.670,3.330,99.350,0.650,74.79,224,0.900,bicubic
regnetz_d8,96.620,3.380,99.450,0.550,23.37,320,1.000,bicubic
tf_efficientnet_b6,96.670,3.330,99.370,0.630,43.04,528,0.942,bicubic
deit3_small_patch16_224_in21ft1k,96.660,3.340,99.330,0.670,22.06,224,1.000,bicubic
resmlp_big_24_224_in22ft1k,96.620,3.380,99.510,0.490,129.14,224,0.875,bicubic
regnetz_d8_evos,96.610,3.390,99.440,0.560,23.46,320,0.950,bicubic
regnetz_d8,96.620,3.380,99.450,0.550,23.37,320,1.000,bicubic
resnest200e,96.610,3.390,99.350,0.650,70.20,320,0.909,bicubic
regnetz_d8_evos,96.610,3.390,99.440,0.560,23.46,320,0.950,bicubic
regnetz_d32,96.600,3.400,99.380,0.620,27.58,320,0.950,bicubic
swsl_resnext101_32x16d,96.600,3.400,99.530,0.470,194.03,224,0.875,bilinear
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
xcit_tiny_24_p8_384_dist,96.540,3.460,99.320,0.680,12.11,384,1.000,bicubic
xcit_tiny_24_p8_384_dist,96.550,3.450,99.320,0.680,12.11,384,1.000,bicubic
swinv2_base_window8_256,96.540,3.460,99.270,0.730,87.92,256,0.900,bicubic
cait_xs24_384,96.540,3.460,99.420,0.580,26.67,384,1.000,bicubic
efficientnetv2_rw_s,96.540,3.460,99.360,0.640,23.94,384,1.000,bicubic
crossvit_18_dagger_408,96.530,3.470,99.260,0.740,44.61,408,1.000,bicubic
regnety_080,96.530,3.470,99.320,0.680,39.18,288,1.000,bicubic
resnest269e,96.520,3.480,99.350,0.650,110.93,416,0.928,bicubic
vit_base_patch32_384,96.490,3.510,99.410,0.590,88.30,384,1.000,bicubic
convnext_base,96.470,3.530,99.230,0.770,88.59,224,0.875,bicubic
resmlp_big_24_distilled_224,96.450,3.550,99.310,0.690,129.14,224,0.875,bicubic
swinv2_small_window16_256,96.460,3.540,99.200,0.800,49.73,256,0.900,bicubic
vit_base_patch16_224_miil,96.450,3.550,99.300,0.700,86.54,224,0.875,bilinear
resmlp_big_24_distilled_224,96.450,3.550,99.310,0.690,129.14,224,0.875,bicubic
swsl_resnext101_32x4d,96.430,3.570,99.470,0.530,44.18,224,0.875,bilinear
regnetv_064,96.410,3.590,99.360,0.640,30.58,288,1.000,bicubic
xcit_large_24_p8_224,96.410,3.590,98.980,1.020,188.93,224,1.000,bicubic
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,96.390,3.610,99.350,0.650,12.23,300,0.904,bicubic
crossvit_15_dagger_408,96.390,3.610,99.160,0.840,28.50,408,1.000,bicubic
cait_s24_224,96.380,3.620,99.150,0.850,46.92,224,1.000,bicubic
resnet152d,96.360,3.640,99.390,0.610,60.21,320,1.000,bicubic
regnety_064,96.360,3.640,99.230,0.770,30.58,288,1.000,bicubic
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
xception65,96.350,3.650,99.240,0.760,39.92,299,0.940,bicubic
tf_efficientnetv2_s,96.340,3.660,99.200,0.800,21.46,384,1.000,bicubic
volo_d1_224,96.330,3.670,99.310,0.690,26.63,224,0.960,bicubic
ig_resnext101_32x8d,96.310,3.690,99.430,0.570,88.79,224,0.875,bilinear
deit3_base_patch16_224,96.300,3.700,99.180,0.820,86.59,224,0.900,bicubic
resnet101d,96.300,3.700,99.230,0.770,44.57,320,1.000,bicubic
swinv2_small_window8_256,96.290,3.710,99.210,0.790,49.73,256,0.900,bicubic
twins_svt_large,96.270,3.730,99.170,0.830,99.27,224,0.900,bicubic
jx_nest_base,96.250,3.750,99.210,0.790,67.72,224,0.875,bicubic
swin_s3_base_224,96.250,3.750,99.140,0.860,71.13,224,0.900,bicubic
jx_nest_base,96.240,3.760,99.210,0.790,67.72,224,0.875,bicubic
swin_s3_small_224,96.230,3.770,99.090,0.910,49.74,224,0.900,bicubic
xcit_small_24_p16_224_dist,96.220,3.780,99.210,0.790,47.67,224,1.000,bicubic
xception65p,96.200,3.800,99.180,0.820,39.82,299,0.940,bicubic
convnext_tiny_in22ft1k,96.220,3.780,99.340,0.660,28.59,224,0.875,bicubic
xception65p,96.210,3.790,99.180,0.820,39.82,299,0.940,bicubic
xcit_small_24_p16_224_dist,96.210,3.790,99.210,0.790,47.67,224,1.000,bicubic
deit3_small_patch16_384,96.200,3.800,99.290,0.710,22.21,384,1.000,bicubic
regnetv_040,96.190,3.810,99.330,0.670,20.64,288,1.000,bicubic
mobilevitv2_175_384_in22ft1k,96.180,3.820,99.130,0.870,14.25,384,1.000,bicubic
swinv2_cr_small_ns_224,96.180,3.820,99.140,0.860,49.70,224,0.900,bicubic
convnext_small,96.170,3.830,99.100,0.900,50.22,224,0.875,bicubic
tf_efficientnet_b4_ap,96.170,3.830,99.280,0.720,19.34,380,0.922,bicubic
twins_svt_base,96.160,3.840,99.060,0.940,56.07,224,0.900,bicubic
deit_base_patch16_384,96.150,3.850,99.140,0.860,86.86,384,1.000,bicubic
tf_efficientnet_b4_ap,96.160,3.840,99.280,0.720,19.34,380,0.922,bicubic
twins_pcpvt_large,96.150,3.850,99.180,0.820,60.99,224,0.900,bicubic
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
deit_base_patch16_384,96.150,3.850,99.140,0.860,86.86,384,1.000,bicubic
dm_nfnet_f0,96.150,3.850,99.250,0.750,71.49,256,0.900,bicubic
sequencer2d_l,96.140,3.860,99.160,0.840,54.30,224,0.875,bicubic
regnetz_c16_evos,96.130,3.870,99.360,0.640,13.49,320,0.950,bicubic
nfnet_l0,96.120,3.880,99.240,0.760,35.07,288,1.000,bicubic
resnetv2_50x1_bit_distilled,96.120,3.880,99.280,0.720,25.55,224,0.875,bicubic
xcit_medium_24_p8_224,96.110,3.890,98.890,1.110,84.32,224,1.000,bicubic
xcit_small_12_p8_224,96.110,3.890,99.160,0.840,26.21,224,1.000,bicubic
resnetv2_101x1_bitm,96.100,3.900,99.280,0.720,44.54,448,1.000,bilinear
resnetv2_152x2_bit_teacher,96.100,3.900,99.270,0.730,236.34,224,0.875,bicubic
resnetv2_101x1_bitm,96.100,3.900,99.280,0.720,44.54,448,1.000,bilinear
deit_base_distilled_patch16_224,96.090,3.910,99.190,0.810,87.34,224,0.900,bicubic
resnext101_64x4d,96.080,3.920,99.240,0.760,83.46,288,1.000,bicubic
xcit_tiny_12_p8_384_dist,96.080,3.920,99.140,0.860,6.71,384,1.000,bicubic
xcit_small_12_p16_224_dist,96.030,3.970,99.140,0.860,26.25,224,1.000,bicubic
regnety_040,96.020,3.980,99.190,0.810,20.65,288,1.000,bicubic
regnety_032,95.970,4.030,99.190,0.810,19.44,288,1.000,bicubic
swinv2_cr_small_224,96.060,3.940,98.870,1.130,49.70,224,0.900,bicubic
mobilevitv2_200_384_in22ft1k,96.040,3.960,99.080,0.920,18.45,384,1.000,bicubic
xcit_small_12_p16_224_dist,96.020,3.980,99.130,0.870,26.25,224,1.000,bicubic
regnety_040,96.010,3.990,99.180,0.820,20.65,288,1.000,bicubic
sequencer2d_s,95.990,4.010,99.050,0.950,27.65,224,0.875,bicubic
tresnet_xl_448,95.970,4.030,99.130,0.870,78.44,448,0.875,bilinear
jx_nest_small,95.970,4.030,99.030,0.970,38.35,224,0.875,bicubic
regnety_032,95.970,4.030,99.190,0.810,19.44,288,1.000,bicubic
jx_nest_small,95.960,4.040,99.030,0.970,38.35,224,0.875,bicubic
eca_nfnet_l0,95.950,4.050,99.210,0.790,24.14,288,1.000,bicubic
xcit_tiny_24_p16_384_dist,95.930,4.070,99.220,0.780,12.12,384,1.000,bicubic
swinv2_tiny_window16_256,95.940,4.060,99.140,0.860,28.35,256,0.900,bicubic
xcit_tiny_24_p16_384_dist,95.920,4.080,99.220,0.780,12.12,384,1.000,bicubic
swin_small_patch4_window7_224,95.910,4.090,99.020,0.980,49.61,224,0.900,bicubic
resnet152,95.900,4.100,99.080,0.920,60.19,224,0.950,bicubic
tf_efficientnet_b4,95.900,4.100,99.170,0.830,19.34,380,0.922,bicubic
resnet51q,95.870,4.130,99.120,0.880,35.70,288,1.000,bilinear
swsl_resnext50_32x4d,95.870,4.130,99.250,0.750,25.03,224,0.875,bilinear
resnet51q,95.870,4.130,99.130,0.870,35.70,288,1.000,bilinear
tresnet_l_448,95.860,4.140,99.120,0.880,55.99,448,0.875,bilinear
cs3darknet_x,95.860,4.140,99.180,0.820,35.05,288,1.000,bicubic
resnest101e,95.860,4.140,99.210,0.790,48.28,256,0.875,bilinear
swsl_resnext50_32x4d,95.860,4.140,99.250,0.750,25.03,224,0.875,bilinear
cait_xxs36_384,95.840,4.160,99.090,0.910,17.37,384,1.000,bicubic
vit_large_patch32_384,95.830,4.170,99.150,0.850,306.63,384,1.000,bicubic
sequencer2d_m,95.810,4.190,99.110,0.890,38.31,224,0.875,bicubic
xcit_tiny_24_p8_224_dist,95.810,4.190,99.210,0.790,12.11,224,1.000,bicubic
regnetz_c16,95.800,4.200,99.100,0.900,13.46,320,0.940,bicubic
ssl_resnext101_32x16d,95.790,4.210,99.180,0.820,194.03,224,0.875,bilinear
twins_pcpvt_base,95.790,4.210,99.130,0.870,43.83,224,0.900,bicubic
resnet61q,95.780,4.220,98.990,1.010,36.85,288,1.000,bicubic
tf_efficientnet_b2_ns,95.770,4.230,99.120,0.880,9.11,260,0.890,bicubic
vit_relpos_base_patch16_clsgap_224,95.760,4.240,99.040,0.960,86.43,224,0.900,bicubic
tf_efficientnet_b2_ns,95.760,4.240,99.120,0.880,9.11,260,0.890,bicubic
gc_efficientnetv2_rw_t,95.740,4.260,99.020,0.980,13.68,288,1.000,bicubic
efficientnet_b3,95.710,4.290,99.040,0.960,12.23,320,1.000,bicubic
tresnet_m,95.710,4.290,99.030,0.970,31.39,224,0.875,bilinear
pnasnet5large,95.710,4.290,98.920,1.080,86.06,331,0.911,bicubic
tresnet_m,95.710,4.290,99.030,0.970,31.39,224,0.875,bilinear
mobilevitv2_150_384_in22ft1k,95.700,4.300,99.140,0.860,10.59,384,1.000,bicubic
crossvit_15_dagger_240,95.690,4.310,98.830,1.170,28.21,240,0.875,bicubic
nasnetalarge,95.680,4.320,98.930,1.070,88.75,331,0.911,bicubic
xcit_tiny_24_p8_224,95.670,4.330,99.050,0.950,12.11,224,1.000,bicubic
pit_b_224,95.640,4.360,98.670,1.330,73.76,224,0.900,bicubic
poolformer_m48,95.640,4.360,98.940,1.060,73.47,224,0.950,bicubic
vit_small_r26_s32_224,95.640,4.360,99.190,0.810,36.43,224,0.900,bicubic
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
resnetv2_101,95.620,4.380,98.990,1.010,44.54,224,0.950,bicubic
resnetv2_50d_evos,95.610,4.390,99.030,0.970,25.59,288,0.950,bicubic
efficientnetv2_rw_t,95.600,4.400,99.070,0.930,13.65,288,1.000,bicubic
vit_relpos_base_patch16_224,95.570,4.430,99.030,0.970,86.43,224,0.900,bicubic
crossvit_18_dagger_240,95.570,4.430,99.060,0.940,44.27,240,0.875,bicubic
convit_base,95.550,4.450,98.870,1.130,86.54,224,0.875,bicubic
convnext_tiny,95.550,4.450,99.000,1.000,28.59,224,0.875,bicubic
coat_lite_small,95.540,4.460,98.860,1.140,19.84,224,0.900,bicubic
xcit_small_24_p16_224,95.530,4.470,98.760,1.240,47.67,224,1.000,bicubic
xcit_medium_24_p16_224,95.530,4.470,98.740,1.260,84.40,224,1.000,bicubic
xcit_small_24_p16_224,95.530,4.470,98.770,1.230,47.67,224,1.000,bicubic
levit_384,95.530,4.470,99.050,0.950,39.13,224,0.900,bicubic
ecaresnet101d,95.530,4.470,99.130,0.870,44.57,224,0.875,bicubic
crossvit_base_240,95.520,4.480,98.820,1.180,105.03,240,0.875,bicubic
xception41p,95.520,4.480,98.910,1.090,26.91,299,0.940,bicubic
convnext_tiny_hnf,95.510,4.490,99.020,0.980,28.59,224,0.950,bicubic
ecaresnet50t,95.510,4.490,99.120,0.880,25.57,320,0.950,bicubic
xception41p,95.510,4.490,98.910,1.090,26.91,299,0.940,bicubic
fbnetv3_g,95.510,4.490,98.990,1.010,16.62,288,0.950,bilinear
vit_relpos_medium_patch16_rpn_224,95.510,4.490,99.080,0.920,38.73,224,0.900,bicubic
ecaresnet50t,95.510,4.490,99.120,0.880,25.57,320,0.950,bicubic
convnext_tiny_hnf,95.510,4.490,99.020,0.980,28.59,224,0.950,bicubic
swinv2_tiny_window8_256,95.500,4.500,99.120,0.880,28.35,256,0.900,bicubic
ssl_resnext101_32x8d,95.490,4.510,99.120,0.880,88.79,224,0.875,bilinear
visformer_small,95.490,4.510,98.900,1.100,40.22,224,0.900,bicubic
ssl_resnext101_32x4d,95.440,4.560,99.130,0.870,44.18,224,0.875,bilinear
vit_relpos_medium_patch16_cls_224,95.480,4.520,98.950,1.050,38.76,224,0.900,bicubic
visformer_small,95.470,4.530,98.900,1.100,40.22,224,0.900,bicubic
vit_relpos_medium_patch16_224,95.460,4.540,98.960,1.040,38.75,224,0.900,bicubic
tresnet_xl,95.440,4.560,99.050,0.950,78.44,224,0.875,bilinear
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
resnetrs101,95.430,4.570,99.030,0.970,63.62,288,0.940,bicubic
ssl_resnext101_32x4d,95.440,4.560,99.130,0.870,44.18,224,0.875,bilinear
crossvit_18_240,95.440,4.560,98.790,1.210,43.27,240,0.875,bicubic
resnetv2_50d_gn,95.430,4.570,99.040,0.960,25.57,288,0.950,bicubic
xcit_large_24_p16_224,95.420,4.580,98.620,1.380,189.10,224,1.000,bicubic
resnetrs101,95.430,4.570,99.030,0.970,63.62,288,0.940,bicubic
halo2botnet50ts_256,95.420,4.580,99.010,0.990,22.64,256,0.950,bicubic
xcit_small_12_p16_224,95.420,4.580,98.840,1.160,26.25,224,1.000,bicubic
halo2botnet50ts_256,95.410,4.590,99.010,0.990,22.64,256,0.950,bicubic
swsl_resnet50,95.400,4.600,99.300,0.700,25.56,224,0.875,bilinear
xcit_large_24_p16_224,95.420,4.580,98.620,1.380,189.10,224,1.000,bicubic
edgenext_small,95.410,4.590,99.100,0.900,5.59,320,1.000,bicubic
swsl_resnet50,95.410,4.590,99.300,0.700,25.56,224,0.875,bilinear
poolformer_m36,95.380,4.620,98.850,1.150,56.17,224,0.950,bicubic
vit_base_patch16_rpn_224,95.380,4.620,98.930,1.070,86.54,224,0.900,bicubic
swinv2_cr_tiny_ns_224,95.370,4.630,98.940,1.060,28.33,224,0.900,bicubic
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,95.310,4.690,98.870,1.130,59.88,224,0.875,bilinear
cs3sedarknet_l,95.310,4.690,99.130,0.870,21.91,288,0.950,bicubic
mixer_b16_224_miil,95.300,4.700,98.880,1.120,59.88,224,0.875,bilinear
tresnet_l,95.290,4.710,99.010,0.990,55.99,224,0.875,bilinear
cait_xxs24_384,95.270,4.730,98.960,1.040,12.03,384,1.000,bicubic
pit_s_distilled_224,95.240,4.760,99.050,0.950,24.04,224,0.900,bicubic
cait_xxs24_384,95.280,4.720,98.960,1.040,12.03,384,1.000,bicubic
jx_nest_tiny,95.240,4.760,98.980,1.020,17.06,224,0.875,bicubic
pit_s_distilled_224,95.240,4.760,99.050,0.950,24.04,224,0.900,bicubic
vit_srelpos_medium_patch16_224,95.230,4.770,98.990,1.010,38.74,224,0.900,bicubic
mobilevitv2_175_in22ft1k,95.230,4.770,98.790,1.210,14.25,256,0.888,bicubic
resnetaa50,95.210,4.790,98.930,1.070,25.56,288,1.000,bicubic
twins_pcpvt_small,95.210,4.790,98.880,1.120,24.11,224,0.900,bicubic
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
convit_small,95.200,4.800,98.900,1.100,27.78,224,0.875,bicubic
tf_efficientnet_b1_ns,95.180,4.820,99.110,0.890,7.79,240,0.882,bicubic
cs3darknet_focus_l,95.170,4.830,98.960,1.040,21.15,288,0.950,bicubic
swin_s3_tiny_224,95.160,4.840,98.940,1.060,28.33,224,0.900,bicubic
mobilevitv2_200_in22ft1k,95.160,4.840,98.950,1.050,18.45,256,0.888,bicubic
tf_efficientnetv2_b3,95.160,4.840,98.820,1.180,14.36,300,0.904,bicubic
halonet50ts,95.150,4.850,98.770,1.230,22.73,256,0.940,bicubic
vit_relpos_small_patch16_224,95.160,4.840,98.950,1.050,21.98,224,0.900,bicubic
lamhalobotnet50ts_256,95.150,4.850,98.880,1.120,22.57,256,0.950,bicubic
swin_tiny_patch4_window7_224,95.140,4.860,98.850,1.150,28.29,224,0.900,bicubic
crossvit_15_240,95.140,4.860,98.930,1.070,27.53,240,0.875,bicubic
crossvit_15_240,95.150,4.850,98.930,1.070,27.53,240,0.875,bicubic
mobilevitv2_150_in22ft1k,95.140,4.860,98.860,1.140,10.59,256,0.888,bicubic
halonet50ts,95.140,4.860,98.770,1.230,22.73,256,0.940,bicubic
xcit_tiny_12_p16_384_dist,95.130,4.870,99.020,0.980,6.72,384,1.000,bicubic
swin_tiny_patch4_window7_224,95.130,4.870,98.850,1.150,28.29,224,0.900,bicubic
cs3darknet_l,95.120,4.880,98.980,1.020,21.16,288,0.950,bicubic
efficientnet_el,95.120,4.880,98.980,1.020,10.59,300,0.904,bicubic
gernet_l,95.100,4.900,98.900,1.100,31.08,256,0.875,bilinear
xcit_tiny_12_p8_224_dist,95.100,4.900,98.910,1.090,6.71,224,1.000,bicubic
gernet_l,95.090,4.910,98.900,1.100,31.08,256,0.875,bilinear
poolformer_s36,95.090,4.910,98.910,1.090,30.86,224,0.900,bicubic
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
wide_resnet50_2,95.080,4.920,98.970,1.030,68.88,224,0.875,bicubic
convmixer_1536_20,95.070,4.930,99.030,0.970,51.63,224,0.960,bicubic
legacy_senet154,95.070,4.930,98.830,1.170,115.09,224,0.875,bilinear
wide_resnet50_2,95.070,4.930,98.970,1.030,68.88,224,0.875,bicubic
vit_small_patch32_384,95.060,4.940,98.990,1.010,22.92,384,1.000,bicubic
convmixer_1536_20,95.060,4.940,99.030,0.970,51.63,224,0.960,bicubic
regnetz_b16,95.060,4.940,99.050,0.950,9.72,288,0.940,bicubic
vit_small_patch32_384,95.050,4.950,98.990,1.010,22.92,384,1.000,bicubic
gluon_resnet152_v1s,95.040,4.960,98.930,1.070,60.32,224,0.875,bicubic
tnt_s_patch16_224,95.040,4.960,98.840,1.160,23.76,224,0.900,bicubic
tnt_s_patch16_224,95.040,4.960,98.830,1.170,23.76,224,0.900,bicubic
seresnext50_32x4d,95.030,4.970,98.880,1.120,27.56,224,0.875,bicubic
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
vit_srelpos_small_patch16_224,95.030,4.970,98.960,1.040,21.97,224,0.900,bicubic
resnetv2_50x1_bitm,95.010,4.990,99.060,0.940,25.55,448,1.000,bilinear
tf_efficientnet_b3,95.010,4.990,98.910,1.090,12.23,300,0.904,bicubic
levit_256,95.010,4.990,98.890,1.110,18.89,224,0.900,bicubic
deit3_small_patch16_224,95.000,5.000,98.460,1.540,22.06,224,0.900,bicubic
vit_base_patch32_224,95.000,5.000,99.030,0.970,88.22,224,0.900,bicubic
tresnet_m_448,94.990,5.010,98.980,1.020,31.39,448,0.875,bilinear
coat_mini,94.970,5.030,98.780,1.220,10.34,224,0.900,bicubic
resnest50d_4s2x40d,94.960,5.040,99.070,0.930,30.42,224,0.875,bicubic
rexnet_200,94.950,5.050,99.010,0.990,16.37,224,0.875,bicubic
gluon_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
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
gluon_senet154,94.920,5.080,98.760,1.240,115.09,224,0.875,bicubic
mobilevitv2_175,94.890,5.110,98.860,1.140,14.25,256,0.888,bicubic
resmlp_36_distilled_224,94.880,5.120,98.840,1.160,44.69,224,0.875,bicubic
tf_efficientnet_lite4,94.880,5.120,99.020,0.980,13.01,380,0.920,bilinear
ssl_resnext50_32x4d,94.870,5.130,98.890,1.110,25.03,224,0.875,bilinear
gcresnet50t,94.850,5.150,98.790,1.210,25.90,256,0.900,bicubic
seresnet33ts,94.860,5.140,98.790,1.210,19.78,256,0.900,bicubic
resnest50d,94.850,5.150,98.880,1.120,27.48,224,0.875,bilinear
seresnet33ts,94.850,5.150,98.790,1.210,19.78,256,0.900,bicubic
gcresnet50t,94.850,5.150,98.790,1.210,25.90,256,0.900,bicubic
crossvit_small_240,94.830,5.170,99.020,0.980,26.86,240,0.875,bicubic
lambda_resnet50ts,94.790,5.210,98.460,1.540,21.54,256,0.950,bicubic
cspresnext50,94.830,5.170,98.770,1.230,20.57,256,0.887,bilinear
mobilevitv2_200,94.830,5.170,98.710,1.290,18.45,256,0.888,bicubic
sehalonet33ts,94.780,5.220,98.570,1.430,13.69,256,0.940,bicubic
lambda_resnet50ts,94.780,5.220,98.460,1.540,21.54,256,0.950,bicubic
ecaresnetlight,94.770,5.230,98.800,1.200,30.16,224,0.875,bicubic
sehalonet33ts,94.770,5.230,98.570,1.430,13.69,256,0.940,bicubic
resnest50d_1s4x24d,94.760,5.240,98.980,1.020,25.68,224,0.875,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,94.700,5.300,98.660,1.340,11.68,224,0.940,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
edgenext_small_rw,94.660,5.340,98.790,1.210,7.83,320,1.000,bicubic
resmlp_big_24_224,94.660,5.340,98.480,1.520,129.14,224,0.875,bicubic
gluon_resnext101_64x4d,94.660,5.340,98.650,1.350,83.46,224,0.875,bicubic
darknet53,94.630,5.370,98.890,1.110,41.61,288,1.000,bicubic
efficientnet_b3_pruned,94.630,5.370,98.760,1.240,9.86,300,0.904,bicubic
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
ecaresnet50d,94.620,5.380,98.890,1.110,25.58,224,0.875,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
sebotnet33ts_256,94.580,5.420,98.500,1.500,13.70,256,0.940,bicubic
repvgg_b3,94.570,5.430,98.780,1.220,123.09,224,0.875,bilinear
sebotnet33ts_256,94.570,5.430,98.500,1.500,13.70,256,0.940,bicubic
mobilevitv2_150,94.550,5.450,98.710,1.290,10.59,256,0.888,bicubic
nf_resnet50,94.550,5.450,98.790,1.210,25.56,288,0.940,bicubic
poolformer_s24,94.550,5.450,98.880,1.120,21.39,224,0.900,bicubic
resnext50_32x4d,94.550,5.450,98.610,1.390,25.03,224,0.950,bicubic
seresnet50,94.550,5.450,98.750,1.250,28.09,224,0.875,bicubic
nf_resnet50,94.550,5.450,98.790,1.210,25.56,288,0.940,bicubic
inception_resnet_v2,94.550,5.450,98.780,1.220,55.84,299,0.897,bicubic
gluon_resnext101_32x4d,94.540,5.460,98.630,1.370,44.18,224,0.875,bicubic
regnety_320,94.540,5.460,98.850,1.150,145.05,224,0.875,bicubic
xcit_tiny_24_p16_224_dist,94.540,5.460,98.780,1.220,12.12,224,1.000,bicubic
regnety_320,94.540,5.460,98.860,1.140,145.05,224,0.875,bicubic
resnext50_32x4d,94.540,5.460,98.610,1.390,25.03,224,0.950,bicubic
inception_resnet_v2,94.530,5.470,98.780,1.220,55.84,299,0.897,bicubic
xcit_tiny_24_p16_224_dist,94.530,5.470,98.780,1.220,12.12,224,1.000,bicubic
repvgg_b3g4,94.520,5.480,98.970,1.030,83.83,224,0.875,bilinear
convmixer_768_32,94.500,5.500,98.850,1.150,21.11,224,0.960,bicubic
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
gcresnext50ts,94.490,5.510,98.670,1.330,15.67,256,0.900,bicubic
regnety_120,94.480,5.520,98.810,1.190,51.82,224,0.875,bicubic
rexnet_150,94.480,5.520,98.790,1.210,9.73,224,0.875,bicubic
cspresnext50,94.470,5.530,98.680,1.320,20.57,224,0.875,bilinear
darknetaa53,94.470,5.530,98.760,1.240,36.02,288,1.000,bilinear
gcresnet33ts,94.470,5.530,98.770,1.230,19.88,256,0.900,bicubic
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_50,94.430,5.570,98.740,1.260,25.55,224,0.950,bicubic
regnetx_320,94.460,5.540,98.740,1.260,107.81,224,0.875,bicubic
ssl_resnet50,94.440,5.560,98.920,1.080,25.56,224,0.875,bilinear
resnetv2_50,94.430,5.570,98.730,1.270,25.55,224,0.950,bicubic
tf_efficientnetv2_b2,94.420,5.580,98.570,1.430,10.10,260,0.890,bicubic
tf_efficientnet_el,94.400,5.600,98.710,1.290,10.59,300,0.904,bicubic
efficientnet_el_pruned,94.400,5.600,98.740,1.260,10.59,300,0.904,bicubic
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
legacy_seresnext101_32x4d,94.370,5.630,98.650,1.350,48.96,224,0.875,bilinear
tf_efficientnet_b2,94.360,5.640,98.610,1.390,9.11,260,0.890,bicubic
resnet50_gn,94.350,5.650,98.710,1.290,25.56,224,0.940,bicubic
resnet50,94.340,5.660,98.440,1.560,25.56,224,0.950,bicubic
gluon_seresnext50_32x4d,94.330,5.670,98.610,1.390,27.56,224,0.875,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
ecaresnet26t,94.320,5.680,98.720,1.280,16.01,320,0.950,bicubic
dpn107,94.310,5.690,98.470,1.530,86.92,224,0.875,bicubic
resnetrs50,94.300,5.700,98.640,1.360,35.69,224,0.910,bicubic
xception71,94.280,5.720,98.640,1.360,42.34,299,0.903,bicubic
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
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
cait_xxs36_224,94.260,5.740,98.720,1.280,17.30,224,1.000,bicubic
skresnext50_32x4d,94.250,5.750,98.460,1.540,27.48,224,0.875,bicubic
regnetx_120,94.240,5.760,98.650,1.350,46.11,224,0.875,bicubic
gluon_resnet101_v1d,94.230,5.770,98.560,1.440,44.57,224,0.875,bicubic
dpn92,94.230,5.770,98.730,1.270,37.67,224,0.875,bicubic
gluon_resnet101_v1d,94.230,5.770,98.550,1.450,44.57,224,0.875,bicubic
ecaresnet50d_pruned,94.220,5.780,98.730,1.270,19.94,224,0.875,bicubic
tf_efficientnet_lite3,94.210,5.790,98.640,1.360,8.20,300,0.904,bilinear
resmlp_36_224,94.200,5.800,98.660,1.340,44.69,224,0.875,bicubic
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
eca_resnet33ts,94.190,5.810,98.760,1.240,19.68,256,0.900,bicubic
mixnet_xl,94.190,5.810,98.340,1.660,11.90,224,0.875,bicubic
resnext50d_32x4d,94.180,5.820,98.570,1.430,25.05,224,0.875,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
resnext50d_32x4d,94.190,5.810,98.560,1.440,25.05,224,0.875,bicubic
levit_192,94.180,5.820,98.540,1.460,10.95,224,0.900,bicubic
gluon_resnet152_v1c,94.160,5.840,98.640,1.360,60.21,224,0.875,bicubic
gmlp_s16_224,94.150,5.850,98.500,1.500,19.42,224,0.875,bicubic
efficientnet_b2_pruned,94.140,5.860,98.530,1.470,8.31,260,0.890,bicubic
ens_adv_inception_resnet_v2,94.160,5.840,98.600,1.400,55.84,299,0.897,bicubic
gmlp_s16_224,94.160,5.840,98.500,1.500,19.42,224,0.875,bicubic
efficientnet_b2_pruned,94.150,5.850,98.530,1.470,8.31,260,0.890,bicubic
vit_base_patch16_224_sam,94.140,5.860,98.670,1.330,86.57,224,0.900,bicubic
regnetx_160,94.130,5.870,98.740,1.260,54.28,224,0.875,bicubic
nf_regnet_b1,94.120,5.880,98.620,1.380,10.22,288,0.900,bicubic
dpn98,94.110,5.890,98.580,1.420,61.57,224,0.875,bicubic
dpn98,94.120,5.880,98.580,1.420,61.57,224,0.875,bicubic
nf_regnet_b1,94.110,5.890,98.630,1.370,10.22,288,0.900,bicubic
ese_vovnet39b,94.090,5.910,98.660,1.340,24.57,224,0.875,bicubic
xcit_tiny_24_p16_224,94.070,5.930,98.510,1.490,12.12,224,1.000,bicubic
xcit_tiny_24_p16_224,94.070,5.930,98.530,1.470,12.12,224,1.000,bicubic
gluon_resnet152_v1b,94.070,5.930,98.460,1.540,60.19,224,0.875,bicubic
coat_lite_mini,94.050,5.950,98.560,1.440,11.01,224,0.900,bicubic
eca_halonext26ts,94.050,5.950,98.490,1.510,10.76,256,0.940,bicubic
halonet26t,94.020,5.980,98.500,1.500,12.48,256,0.950,bicubic
eca_halonext26ts,94.040,5.960,98.490,1.510,10.76,256,0.940,bicubic
hrnet_w64,94.020,5.980,98.620,1.380,128.06,224,0.875,bilinear
resmlp_24_224,94.020,5.980,98.330,1.670,30.02,224,0.875,bicubic
hrnet_w64,94.010,5.990,98.610,1.390,128.06,224,0.875,bilinear
halonet26t,94.010,5.990,98.500,1.500,12.48,256,0.950,bicubic
dpn131,93.990,6.010,98.720,1.280,79.25,224,0.875,bicubic
dla102x2,93.970,6.030,98.500,1.500,41.28,224,0.875,bilinear
mobilevitv2_125,93.970,6.030,98.560,1.440,7.48,256,0.888,bicubic
fbnetv3_b,93.970,6.030,98.630,1.370,8.60,256,0.950,bilinear
dla102x2,93.960,6.040,98.490,1.510,41.28,224,0.875,bilinear
resnetblur50,93.940,6.060,98.580,1.420,25.56,224,0.875,bicubic
tf_efficientnetv2_b1,93.940,6.060,98.620,1.380,8.14,240,0.882,bicubic
fbnetv3_d,93.930,6.070,98.740,1.260,10.31,256,0.950,bilinear
@ -375,217 +439,227 @@ 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
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
cspresnet50,93.730,6.270,98.640,1.360,21.62,256,0.887,bilinear
vit_relpos_base_patch32_plus_rpn_256,93.730,6.270,98.070,1.930,119.42,256,0.900,bicubic
legacy_seresnext50_32x4d,93.730,6.270,98.580,1.420,27.56,224,0.875,bilinear
wide_resnet101_2,93.720,6.280,98.540,1.460,126.89,224,0.875,bilinear
lambda_resnet26rpt_256,93.710,6.290,98.510,1.490,10.99,256,0.940,bicubic
lambda_resnet26rpt_256,93.720,6.280,98.520,1.480,10.99,256,0.940,bicubic
wide_resnet101_2,93.710,6.290,98.540,1.460,126.89,224,0.875,bilinear
dpn68b,93.690,6.310,98.520,1.480,12.61,224,0.875,bicubic
tf_efficientnet_b1_ap,93.690,6.310,98.360,1.640,7.79,240,0.882,bicubic
tf_efficientnet_b1_ap,93.680,6.320,98.360,1.640,7.79,240,0.882,bicubic
gluon_resnet101_v1c,93.670,6.330,98.420,1.580,44.57,224,0.875,bicubic
vit_tiny_patch16_384,93.660,6.340,98.600,1.400,5.79,384,1.000,bicubic
tf_efficientnet_b0_ns,93.640,6.360,98.640,1.360,5.29,224,0.875,bicubic
vit_tiny_patch16_384,93.650,6.350,98.600,1.400,5.79,384,1.000,bicubic
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_224,93.600,6.400,98.450,1.550,11.96,224,1.000,bicubic
resnet33ts,93.600,6.400,98.540,1.460,19.68,256,0.900,bicubic
resnet33ts,93.600,6.400,98.530,1.470,19.68,256,0.900,bicubic
cait_xxs24_224,93.600,6.400,98.440,1.560,11.96,224,1.000,bicubic
coat_tiny,93.590,6.410,98.420,1.580,5.50,224,0.900,bicubic
regnetx_040,93.560,6.440,98.550,1.450,22.12,224,0.875,bicubic
hrnet_w44,93.550,6.450,98.700,1.300,67.06,224,0.875,bilinear
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,93.520,6.480,98.500,1.500,26.31,224,0.875,bilinear
xcit_nano_12_p8_384_dist,93.520,6.480,98.540,1.460,3.05,384,1.000,bicubic
botnet26t_256,93.510,6.490,98.300,1.700,12.49,256,0.950,bicubic
dla102x,93.510,6.490,98.510,1.490,26.31,224,0.875,bilinear
xcit_nano_12_p8_384_dist,93.500,6.500,98.540,1.460,3.05,384,1.000,bicubic
repvgg_b2,93.500,6.500,98.730,1.270,89.02,224,0.875,bilinear
tf_efficientnet_b1,93.500,6.500,98.360,1.640,7.79,240,0.882,bicubic
repvgg_b2,93.490,6.510,98.730,1.270,89.02,224,0.875,bilinear
hrnet_w40,93.490,6.510,98.580,1.420,57.56,224,0.875,bilinear
tf_efficientnet_b1,93.490,6.510,98.360,1.640,7.79,240,0.882,bicubic
resnet32ts,93.470,6.530,98.490,1.510,17.96,256,0.900,bicubic
xception,93.470,6.530,98.530,1.470,22.86,299,0.897,bicubic
gluon_inception_v3,93.450,6.550,98.570,1.430,23.83,299,0.875,bicubic
resnet32ts,93.460,6.540,98.490,1.510,17.96,256,0.900,bicubic
mixnet_l,93.450,6.550,98.220,1.780,7.33,224,0.875,bicubic
gluon_inception_v3,93.450,6.550,98.570,1.430,23.83,299,0.875,bicubic
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_8s,93.420,6.580,98.170,1.830,48.40,224,0.875,bilinear
res2net50_26w_6s,93.410,6.590,98.280,1.720,37.05,224,0.875,bilinear
xcit_tiny_12_p16_224_dist,93.400,6.600,98.480,1.520,6.72,224,1.000,bicubic
legacy_seresnet152,93.400,6.600,98.350,1.650,66.82,224,0.875,bilinear
legacy_seresnet152,93.390,6.610,98.340,1.660,66.82,224,0.875,bilinear
cs3darknet_m,93.360,6.640,98.600,1.400,9.31,288,0.950,bicubic
dla169,93.340,6.660,98.590,1.410,53.39,224,0.875,bilinear
levit_128,93.330,6.670,98.380,1.620,9.21,224,0.900,bicubic
bat_resnext26ts,93.330,6.670,98.350,1.650,10.73,256,0.900,bicubic
repvgg_b1,93.330,6.670,98.510,1.490,57.42,224,0.875,bilinear
resnest26d,93.330,6.670,98.630,1.370,17.07,224,0.875,bilinear
tf_inception_v3,93.320,6.680,98.030,1.970,23.83,299,0.875,bicubic
tv_resnet152,93.320,6.680,98.390,1.610,60.19,224,0.875,bilinear
repvgg_b1,93.320,6.680,98.510,1.490,57.42,224,0.875,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
levit_128,93.320,6.680,98.380,1.620,9.21,224,0.900,bicubic
legacy_seresnet101,93.300,6.700,98.510,1.490,49.33,224,0.875,bilinear
tv_resnet152,93.310,6.690,98.390,1.610,60.19,224,0.875,bilinear
mobilevitv2_100,93.300,6.700,98.280,1.720,4.90,256,0.888,bicubic
legacy_seresnet101,93.290,6.710,98.510,1.490,49.33,224,0.875,bilinear
selecsls60b,93.290,6.710,98.280,1.720,32.77,224,0.875,bicubic
efficientnet_b1,93.250,6.750,98.290,1.710,7.79,256,1.000,bicubic
efficientnet_b1,93.240,6.760,98.300,1.700,7.79,256,1.000,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
mobilevit_s,93.170,6.830,98.440,1.560,5.58,256,0.900,bicubic
hrnet_w30,93.200,6.800,98.410,1.590,37.71,224,0.875,bilinear
mobilevit_s,93.180,6.820,98.440,1.560,5.58,256,0.900,bicubic
dla60_res2next,93.170,6.830,98.400,1.600,17.03,224,0.875,bilinear
dla60_res2net,93.160,6.840,98.400,1.600,20.85,224,0.875,bilinear
efficientnet_es,93.140,6.860,98.420,1.580,5.44,224,0.875,bicubic
dla60x,93.120,6.880,98.510,1.490,17.35,224,0.875,bilinear
pit_xs_224,93.120,6.880,98.330,1.670,10.62,224,0.900,bicubic
regnetx_032,93.120,6.880,98.390,1.610,15.30,224,0.875,bicubic
dla60x,93.110,6.890,98.510,1.490,17.35,224,0.875,bilinear
pit_xs_224,93.110,6.890,98.330,1.670,10.62,224,0.900,bicubic
tf_efficientnetv2_b0,93.110,6.890,98.390,1.610,7.14,224,0.875,bicubic
dla102,93.060,6.940,98.540,1.460,33.27,224,0.875,bilinear
dla102,93.060,6.940,98.550,1.450,33.27,224,0.875,bilinear
regnety_016,93.030,6.970,98.350,1.650,11.20,224,0.875,bicubic
gluon_resnet50_v1c,93.030,6.970,98.390,1.610,25.58,224,0.875,bicubic
regnety_016,93.030,6.970,98.360,1.640,11.20,224,0.875,bicubic
rexnet_100,93.030,6.970,98.190,1.810,4.80,224,0.875,bicubic
selecsls60,93.020,6.980,98.310,1.690,30.67,224,0.875,bicubic
selecsls60,93.020,6.980,98.300,1.700,30.67,224,0.875,bicubic
repvgg_b1g4,92.980,7.020,98.430,1.570,39.97,224,0.875,bilinear
legacy_seresnet50,92.960,7.040,98.180,1.820,28.09,224,0.875,bilinear
hardcorenas_f,92.950,7.050,98.160,1.840,8.20,224,0.875,bilinear
cs3darknet_focus_m,92.970,7.030,98.390,1.610,9.30,288,0.950,bicubic
legacy_seresnet50,92.970,7.030,98.190,1.810,28.09,224,0.875,bilinear
hardcorenas_f,92.960,7.040,98.160,1.840,8.20,224,0.875,bilinear
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_240,92.890,7.110,98.250,1.750,8.78,240,0.875,bicubic
adv_inception_v3,92.880,7.120,98.140,1.860,23.83,299,0.875,bicubic
res2next50,92.860,7.140,98.190,1.810,24.67,224,0.875,bilinear
resmlp_12_distilled_224,92.830,7.170,98.140,1.860,15.35,224,0.875,bicubic
tf_efficientnet_cc_b0_8e,92.830,7.170,98.180,1.820,24.01,224,0.875,bicubic
resmlp_12_distilled_224,92.840,7.160,98.140,1.860,15.35,224,0.875,bicubic
gmixer_24_224,92.830,7.170,97.880,2.120,24.72,224,0.875,bicubic
seresnext26t_32x4d,92.820,7.180,98.370,1.630,16.81,224,0.875,bicubic
tf_efficientnet_cc_b0_8e,92.830,7.170,98.180,1.820,24.01,224,0.875,bicubic
tv_resnet101,92.820,7.180,98.250,1.750,44.55,224,0.875,bilinear
seresnext26t_32x4d,92.820,7.180,98.370,1.630,16.81,224,0.875,bicubic
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,92.770,7.230,98.260,1.740,10.48,256,0.900,bicubic
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
tv_resnext50_32x4d,92.750,7.250,98.280,1.720,25.03,224,0.875,bilinear
densenet201,92.740,7.260,98.230,1.770,20.01,224,0.875,bicubic
res2net50_14w_8s,92.740,7.260,98.180,1.820,25.06,224,0.875,bilinear
inception_v3,92.720,7.280,97.970,2.030,23.83,299,0.875,bicubic
seresnext26d_32x4d,92.700,7.300,98.150,1.850,16.81,224,0.875,bicubic
efficientnet_b0,92.690,7.310,98.070,1.930,5.29,224,0.875,bicubic
seresnext26ts,92.690,7.310,98.290,1.710,10.39,256,0.900,bicubic
seresnext26d_32x4d,92.690,7.310,98.150,1.850,16.81,224,0.875,bicubic
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
poolformer_s12,92.620,7.380,98.200,1.800,11.92,224,0.900,bicubic
poolformer_s12,92.630,7.370,98.200,1.800,11.92,224,0.900,bicubic
tf_efficientnet_lite1,92.620,7.380,98.080,1.920,5.42,240,0.882,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,92.580,7.420,98.110,1.890,8.07,224,0.875,bilinear
res2net50_48w_2s,92.550,7.450,98.080,1.920,25.29,224,0.875,bilinear
tf_efficientnet_cc_b0_4e,92.590,7.410,98.080,1.920,13.31,224,0.875,bicubic
hardcorenas_e,92.570,7.430,98.100,1.900,8.07,224,0.875,bilinear
gluon_resnet50_v1b,92.540,7.460,98.170,1.830,25.56,224,0.875,bicubic
res2net50_48w_2s,92.540,7.460,98.080,1.920,25.29,224,0.875,bilinear
densenet161,92.500,7.500,98.290,1.710,28.68,224,0.875,bicubic
xcit_tiny_12_p16_224,92.500,7.500,98.240,1.760,6.72,224,1.000,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
convmixer_1024_20_ks9_p14,92.430,7.570,98.270,1.730,24.38,224,0.960,bicubic
mixnet_m,92.430,7.570,97.860,2.140,5.01,224,0.875,bicubic
mobilenetv2_120d,92.400,7.600,98.050,1.950,5.83,224,0.875,bicubic
hardcorenas_d,92.390,7.610,98.080,1.920,7.50,224,0.875,bilinear
skresnet34,92.390,7.610,98.150,1.850,22.28,224,0.875,bicubic
tf_mixnet_m,92.330,7.670,97.890,2.110,5.01,224,0.875,bicubic
hrnet_w18,92.320,7.680,98.250,1.750,21.30,224,0.875,bilinear
tf_mixnet_m,92.320,7.680,97.890,2.110,5.01,224,0.875,bicubic
selecsls42b,92.280,7.720,98.140,1.860,32.46,224,0.875,bicubic
ese_vovnet19b_dw,92.280,7.720,98.090,1.910,6.54,224,0.875,bicubic
selecsls42b,92.280,7.720,98.130,1.870,32.46,224,0.875,bicubic
mobilenetv3_large_100_miil,92.270,7.730,97.640,2.360,5.48,224,0.875,bilinear
tf_efficientnet_b0,92.250,7.750,98.000,2.000,5.29,224,0.875,bicubic
dla60,92.230,7.770,98.110,1.890,22.04,224,0.875,bilinear
tf_efficientnet_b0,92.250,7.750,97.990,2.010,5.29,224,0.875,bicubic
resmlp_12_224,92.210,7.790,98.160,1.840,15.35,224,0.875,bicubic
dla60,92.210,7.790,98.100,1.900,22.04,224,0.875,bilinear
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
regnetx_016,92.160,7.840,98.200,1.800,9.19,224,0.875,bicubic
gernet_s,92.140,7.860,98.200,1.800,8.17,224,0.875,bilinear
xcit_nano_12_p8_224_dist,92.100,7.900,98.150,1.850,3.05,224,1.000,bicubic
resnet26d,92.070,7.930,97.970,2.030,16.01,224,0.875,bicubic
vit_tiny_r_s16_p8_384,92.040,7.960,98.290,1.710,6.36,384,1.000,bicubic
vit_small_patch32_224,92.040,7.960,98.230,1.770,22.88,224,0.900,bicubic
dpn68,92.030,7.970,98.050,1.950,12.61,224,0.875,bicubic
hardcorenas_c,92.020,7.980,97.840,2.160,5.52,224,0.875,bilinear
vit_small_patch32_224,92.030,7.970,98.230,1.770,22.88,224,0.900,bicubic
hardcorenas_c,92.030,7.970,97.840,2.160,5.52,224,0.875,bilinear
tf_efficientnet_es,91.980,8.020,97.860,2.140,5.44,224,0.875,bicubic
levit_128s,91.950,8.050,98.070,1.930,7.78,224,0.900,bicubic
repvgg_a2,91.940,8.060,98.150,1.850,28.21,224,0.875,bilinear
densenet169,91.930,8.070,98.100,1.900,14.15,224,0.875,bicubic
levit_128s,91.930,8.070,98.070,1.930,7.78,224,0.900,bicubic
densenet169,91.920,8.080,98.100,1.900,14.15,224,0.875,bicubic
densenetblur121d,91.910,8.090,98.070,1.930,8.00,224,0.875,bicubic
tv_resnet50,91.890,8.110,98.040,1.960,25.56,224,0.875,bilinear
resnext26ts,91.870,8.130,97.920,2.080,10.30,256,0.900,bicubic
tv_resnet50,91.900,8.100,98.040,1.960,25.56,224,0.875,bilinear
mixer_b16_224,91.870,8.130,97.250,2.750,59.88,224,0.875,bicubic
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
resnext26ts,91.870,8.130,97.920,2.080,10.30,256,0.900,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
mobilenetv2_140,91.830,8.170,97.850,2.150,6.11,224,0.875,bicubic
mixnet_s,91.820,8.180,97.690,2.310,4.13,224,0.875,bicubic
vit_tiny_patch16_224,91.770,8.230,98.040,1.960,5.72,224,0.900,bicubic
regnety_008,91.720,8.280,98.180,1.820,6.26,224,0.875,bicubic
mobilevitv2_075,91.760,8.240,97.860,2.140,2.87,256,0.888,bicubic
hardcorenas_b,91.760,8.240,97.780,2.220,5.18,224,0.875,bilinear
resnest14d,91.720,8.280,97.870,2.130,10.61,224,0.875,bilinear
regnety_008,91.720,8.280,98.180,1.820,6.26,224,0.875,bicubic
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_b0,91.430,8.570,97.990,2.010,15.82,224,0.875,bilinear
regnety_006,91.380,8.620,97.710,2.290,6.06,224,0.875,bicubic
tf_mixnet_s,91.510,8.490,97.610,2.390,4.13,224,0.875,bicubic
repvgg_b0,91.400,8.600,97.990,2.010,15.82,224,0.875,bilinear
regnety_006,91.370,8.630,97.710,2.290,6.06,224,0.875,bicubic
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_large_100,91.330,8.670,97.720,2.280,5.48,224,0.875,bicubic
semnasnet_100,91.280,8.720,97.560,2.440,3.89,224,0.875,bicubic
tf_mobilenetv3_large_100,91.220,8.780,97.660,2.340,5.48,224,0.875,bilinear
mobilenetv3_rw,91.210,8.790,97.660,2.340,5.48,224,0.875,bicubic
hrnet_w18_small_v2,91.190,8.810,97.900,2.100,15.60,224,0.875,bilinear
efficientnet_es_pruned,91.180,8.820,97.750,2.250,5.44,224,0.875,bicubic
resnet34,91.130,8.870,97.620,2.380,21.80,224,0.875,bilinear
efficientnet_lite0,91.120,8.880,97.620,2.380,4.65,224,0.875,bicubic
resnet26,91.120,8.880,97.750,2.250,16.00,224,0.875,bicubic
efficientnet_lite0,91.110,8.890,97.630,2.370,4.65,224,0.875,bicubic
edgenext_x_small,91.090,8.910,97.550,2.450,2.34,256,0.900,bicubic
regnetx_008,91.050,8.950,97.710,2.290,7.26,224,0.875,bicubic
tf_efficientnet_lite0,91.050,8.950,97.590,2.410,4.65,224,0.875,bicubic
tf_efficientnet_lite0,91.040,8.960,97.590,2.410,4.65,224,0.875,bicubic
xcit_nano_12_p8_224,91.020,8.980,97.790,2.210,3.05,224,1.000,bicubic
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
gluon_resnet34_v1b,90.960,9.040,97.640,2.360,21.80,224,0.875,bicubic
tinynet_b,90.920,9.080,97.670,2.330,3.73,188,0.875,bicubic
pit_ti_distilled_224,90.900,9.100,97.720,2.280,5.10,224,0.900,bicubic
legacy_seresnet34,90.900,9.100,97.580,2.420,21.96,224,0.875,bilinear
tv_densenet121,90.890,9.110,97.710,2.290,7.98,224,0.875,bicubic
mobilevit_xs,90.840,9.160,97.920,2.080,2.32,256,0.900,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
mobilevit_xs,90.820,9.180,97.920,2.080,2.32,256,0.900,bicubic
dla34,90.780,9.220,97.660,2.340,15.74,224,0.875,bilinear
fbnetc_100,90.710,9.290,97.210,2.790,5.57,224,0.875,bilinear
deit_tiny_distilled_patch16_224,90.710,9.290,97.570,2.430,5.91,224,0.900,bicubic
swsl_resnet18,90.690,9.310,97.700,2.300,11.69,224,0.875,bilinear
crossvit_9_240,90.650,9.350,97.740,2.260,8.55,240,0.875,bicubic
convit_tiny,90.650,9.350,97.740,2.260,5.71,224,0.875,bicubic
convit_tiny,90.640,9.360,97.740,2.260,5.71,224,0.875,bicubic
crossvit_9_240,90.630,9.370,97.740,2.260,8.55,240,0.875,bicubic
regnety_004,90.510,9.490,97.540,2.460,4.34,224,0.875,bicubic
mnasnet_100,90.510,9.490,97.470,2.530,4.38,224,0.875,bicubic
regnety_004,90.490,9.510,97.540,2.460,4.34,224,0.875,bicubic
regnetx_006,90.350,9.650,97.440,2.560,6.20,224,0.875,bicubic
spnasnet_100,90.350,9.650,97.190,2.810,4.42,224,0.875,bilinear
regnetx_006,90.360,9.640,97.430,2.570,6.20,224,0.875,bicubic
spnasnet_100,90.340,9.660,97.190,2.810,4.42,224,0.875,bilinear
crossvit_tiny_240,90.240,9.760,97.590,2.410,7.01,240,0.875,bicubic
ssl_resnet18,90.220,9.780,97.550,2.450,11.69,224,0.875,bilinear
ssl_resnet18,90.210,9.790,97.550,2.450,11.69,224,0.875,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_075,90.070,9.930,97.430,2.570,2.91,224,0.875,bicubic
semnasnet_075,90.060,9.940,97.430,2.570,2.91,224,0.875,bicubic
ghostnet_100,90.030,9.970,97.370,2.630,5.18,224,0.875,bilinear
pit_ti_224,89.950,10.050,97.450,2.550,4.85,224,0.900,bicubic
pit_ti_224,89.950,10.050,97.440,2.560,4.85,224,0.900,bicubic
tv_resnet34,89.930,10.070,97.340,2.660,21.80,224,0.875,bilinear
vit_base_patch32_224_sam,89.750,10.250,97.000,3.000,88.22,224,0.900,bicubic
deit_tiny_patch16_224,89.680,10.320,97.450,2.550,5.72,224,0.900,bicubic
xcit_nano_12_p16_224_dist,89.690,10.310,97.100,2.900,3.05,224,1.000,bicubic
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
skresnet18,89.660,10.340,97.230,2.770,11.96,224,0.875,bicubic
deit_tiny_patch16_224,89.660,10.340,97.450,2.550,5.72,224,0.900,bicubic
skresnet18,89.660,10.340,97.240,2.760,11.96,224,0.875,bicubic
mobilenetv2_100,89.610,10.390,97.150,2.850,3.50,224,0.875,bicubic
resnet18d,89.270,10.730,97.140,2.860,11.71,224,0.875,bicubic
resnet18d,89.280,10.720,97.140,2.860,11.71,224,0.875,bicubic
vit_tiny_r_s16_p8_224,89.180,10.820,97.230,2.770,6.34,224,0.900,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
resnet14t,89.040,10.960,96.600,3.400,10.08,224,0.950,bilinear
hrnet_w18_small,89.030,10.970,97.110,2.890,13.19,224,0.875,bilinear
tf_mobilenetv3_large_minimal_100,88.970,11.030,96.850,3.150,3.92,224,0.875,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_100,88.800,11.200,96.730,3.270,2.95,224,0.875,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,88.400,11.600,96.680,3.320,11.69,224,0.875,bicubic
tinynet_c,87.770,12.230,96.370,3.630,2.46,184,0.875,bicubic
edgenext_xx_small,88.350,11.650,96.520,3.480,1.33,256,0.900,bicubic
mobilevitv2_050,88.230,11.770,96.990,3.010,1.37,256,0.888,bicubic
tinynet_c,87.780,12.220,96.370,3.630,2.46,184,0.875,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
mobilevit_xxs,87.190,12.810,96.100,3.900,1.27,256,0.900,bicubic
mixer_l16_224,87.150,12.850,93.510,6.490,208.20,224,0.875,bicubic
mixer_l16_224,87.140,12.860,93.520,6.480,208.20,224,0.875,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
mobilenetv3_small_100,85.220,14.780,95.620,4.380,2.54,224,0.875,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
dla60x_c,86.270,13.730,96.170,3.830,1.32,224,0.875,bilinear
resnet10t,86.210,13.790,95.660,4.340,5.44,224,0.950,bilinear
regnetx_002,86.200,13.800,95.980,4.020,2.68,224,0.875,bicubic
lcnet_075,85.990,14.010,95.690,4.310,2.36,224,0.875,bicubic
mobilenetv3_small_100,85.220,14.780,95.630,4.370,2.54,224,0.875,bicubic
tf_mobilenetv3_small_100,85.190,14.810,95.770,4.230,2.54,224,0.875,bilinear
tinynet_d,84.760,15.240,95.180,4.820,2.34,152,0.875,bicubic
mnasnet_small,84.440,15.560,95.180,4.820,2.03,224,0.875,bicubic
dla46x_c,84.250,15.750,95.270,4.730,1.07,224,0.875,bilinear
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
mobilenetv3_small_075,83.040,16.960,94.090,5.910,2.04,224,0.875,bicubic
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
dla46x_c,84.250,15.750,95.260,4.740,1.07,224,0.875,bilinear
mobilenetv2_050,83.890,16.110,94.720,5.280,1.97,224,0.875,bicubic
dla46_c,83.640,16.360,94.920,5.080,1.30,224,0.875,bilinear
tf_mobilenetv3_small_075,83.520,16.480,94.800,5.200,2.04,224,0.875,bilinear
mobilenetv3_small_075,83.040,16.960,94.100,5.900,2.04,224,0.875,bicubic
lcnet_050,81.780,18.220,93.720,6.280,1.88,224,0.875,bicubic
tf_mobilenetv3_small_minimal_100,81.400,18.600,93.680,6.320,2.04,224,0.875,bilinear
tinynet_e,78.900,21.100,92.560,7.440,2.04,106,0.875,bicubic
mobilenetv3_small_050,76.990,23.010,91.300,8.700,1.59,224,0.875,bicubic

1 model top1 top1_err top5 top5_err param_count img_size cropt_pct crop_pct interpolation
2 beit_large_patch16_512 98.560 1.440 99.840 0.160 305.67 512 1.000 1.000 bicubic
3 tf_efficientnet_l2_ns 98.550 1.450 99.820 0.180 480.31 800 0.960 0.960 bicubic
4 beit_large_patch16_384 98.520 1.480 99.820 0.180 305.00 384 1.000 1.000 bicubic
5 tf_efficientnet_l2_ns_475 98.500 1.500 99.830 0.170 480.31 475 0.936 0.936 bicubic
6 deit3_large_patch16_384_in21ft1k 98.460 1.540 99.760 0.240 304.76 384 1.000 bicubic
7 convnext_xlarge_384_in22ft1k 98.350 1.650 99.800 0.200 350.20 384 1.000 1.000 bicubic
8 convnext_large_384_in22ft1k 98.220 1.780 99.730 0.270 197.77 384 1.000 1.000 bicubic
9 vit_large_patch16_384 98.220 1.780 99.800 0.200 304.72 384 1.000 1.000 bicubic
10 beit_large_patch16_224 98.180 1.820 99.760 0.240 304.43 224 0.900 0.900 bicubic
11 deit3_huge_patch14_224_in21ft1k 98.170 1.830 99.730 0.270 632.13 224 1.000 bicubic
12 deit3_large_patch16_224_in21ft1k 98.170 1.830 99.760 0.240 304.37 224 1.000 bicubic
13 swinv2_large_window12to24_192to384_22kft1k 98.150 1.850 99.690 0.310 196.74 384 1.000 bicubic
14 swinv2_base_window12to24_192to384_22kft1k 98.140 1.860 99.780 0.220 87.92 384 1.000 bicubic
15 swin_large_patch4_window12_384 98.040 1.960 99.690 0.310 196.74 384 1.000 1.000 bicubic
16 convnext_base_384_in22ft1k 97.950 2.050 99.650 0.350 88.59 384 1.000 1.000 bicubic
17 convnext_xlarge_in22ft1k 97.920 2.080 99.680 0.320 350.20 224 0.875 0.875 bicubic
18 tf_efficientnet_b7_ns 97.910 97.920 2.090 2.080 99.720 0.280 66.35 600 0.949 0.949 bicubic
19 swin_base_patch4_window12_384 97.890 2.110 99.710 0.290 87.90 384 1.000 1.000 bicubic
20 swinv2_large_window12to16_192to256_22kft1k 97.860 2.140 99.650 0.350 196.74 256 0.900 bicubic
21 vit_large_r50_s32_384 97.860 2.140 99.670 0.330 329.09 384 1.000 1.000 bicubic
22 vit_base_patch16_384 97.840 2.160 99.670 0.330 86.86 384 1.000 1.000 bicubic
23 deit3_base_patch16_384_in21ft1k 97.830 2.170 99.680 0.320 86.88 384 1.000 bicubic
24 convnext_large_in22ft1k 97.830 2.170 99.690 0.310 197.77 224 0.875 0.875 bicubic
25 beit_base_patch16_384 97.810 97.820 2.190 2.180 99.700 0.300 86.74 384 1.000 1.000 bicubic
26 volo_d5_512 97.770 2.230 99.670 0.330 296.09 512 1.150 1.150 bicubic
27 volo_d5_448 97.760 2.240 99.620 0.380 295.91 448 1.150 1.150 bicubic
28 tf_efficientnetv2_l_in21ft1k 97.700 2.300 99.670 0.330 118.52 480 1.000 1.000 bicubic
29 volo_d4_448 97.670 2.330 99.610 0.390 193.41 448 1.150 1.150 bicubic
30 tf_efficientnetv2_xl_in21ft1k 97.660 2.340 99.490 0.510 208.12 512 1.000 bicubic
31 swin_large_patch4_window7_224 97.650 2.350 99.580 0.420 196.53 224 0.900 0.900 bicubic
32 tf_efficientnetv2_xl_in21ft1k swinv2_base_window12to16_192to256_22kft1k 97.650 2.350 99.490 99.720 0.510 0.280 208.12 87.92 512 256 1.000 0.900 bicubic
33 vit_large_patch16_224 97.640 2.360 99.590 0.410 304.33 224 0.900 0.900 bicubic
34 tf_efficientnet_b6_ns 97.630 2.370 99.580 0.420 43.04 528 0.942 0.942 bicubic
35 ig_resnext101_32x48d 97.620 2.380 99.710 99.700 0.290 0.300 828.41 224 0.875 0.875 bilinear
36 dm_nfnet_f6 97.600 2.400 99.550 0.450 438.36 576 0.956 0.956 bicubic
37 dm_nfnet_f4 97.580 2.420 99.510 0.490 316.07 512 0.951 0.951 bicubic
38 vit_base_patch8_224 97.580 2.420 99.670 0.330 86.58 224 0.900 0.900 bicubic
42 xcit_large_24_p16_384_dist 97.520 2.480 99.480 0.520 189.10 384 1.000 1.000 bicubic
43 tf_efficientnet_b5_ns 97.500 2.500 99.630 0.370 30.39 456 0.934 0.934 bicubic
44 resnetv2_152x4_bitm 97.490 2.510 99.610 0.390 936.53 480 1.000 1.000 bilinear
45 tf_efficientnetv2_m_in21ft1k deit3_base_patch16_224_in21ft1k 97.480 97.490 2.520 2.510 99.530 99.600 0.470 0.400 54.14 86.59 480 224 1.000 1.000 bicubic
46 cait_m48_448 97.480 2.520 99.550 0.450 356.46 448 1.000 1.000 bicubic
47 tf_efficientnetv2_m_in21ft1k 97.480 2.520 99.530 0.470 54.14 480 1.000 bicubic
48 convnext_base_in22ft1k 97.470 2.530 99.600 0.400 88.59 224 0.875 0.875 bicubic
49 convnext_small_384_in22ft1k 97.460 2.540 99.580 0.420 50.22 384 1.000 bicubic
50 deit3_large_patch16_384 97.420 2.580 99.620 0.380 304.76 384 1.000 bicubic
51 cait_m36_384 97.400 2.600 99.510 0.490 271.22 384 1.000 1.000 bicubic
52 volo_d5_224 97.390 2.610 99.570 0.430 295.46 224 0.960 0.960 bicubic
53 ig_resnext101_32x32d 97.370 2.630 99.680 0.320 468.53 224 0.875 0.875 bilinear
67 regnetz_e8 97.200 2.800 99.500 0.500 57.70 320 1.000 1.000 bicubic
68 vit_base_r50_s16_384 97.180 2.820 99.560 0.440 98.95 384 1.000 1.000 bicubic
69 tf_efficientnetv2_m 97.140 2.860 99.410 0.590 54.14 480 1.000 1.000 bicubic
70 xcit_small_24_p16_384_dist deit3_small_patch16_384_in21ft1k 97.120 97.130 2.880 2.870 99.460 99.500 0.540 0.500 47.67 22.21 384 1.000 1.000 bicubic
71 xcit_small_24_p16_384_dist 97.120 2.880 99.450 0.550 47.67 384 1.000 bicubic
72 tf_efficientnet_b8_ap 97.110 2.890 99.660 0.340 87.41 672 0.954 0.954 bicubic
73 beit_base_patch16_224 97.090 2.910 99.610 0.390 86.53 224 0.900 0.900 bicubic
74 eca_nfnet_l2 97.090 2.910 99.510 0.490 56.72 384 1.000 1.000 bicubic
75 volo_d3_224 97.090 2.910 99.470 0.530 86.33 224 0.960 0.960 bicubic
76 tf_efficientnet_b6_ap 97.080 2.920 99.620 0.380 43.04 528 0.942 0.942 bicubic
77 ecaresnet269d 97.080 2.920 99.470 0.530 102.09 352 1.000 1.000 bicubic
78 cait_s24_384 97.080 97.070 2.920 2.930 99.430 0.570 47.06 384 1.000 1.000 bicubic
79 xcit_large_24_p8_224_dist 97.070 2.930 99.420 0.580 188.93 224 1.000 1.000 bicubic
80 dm_nfnet_f2 deit3_base_patch16_384 97.030 97.020 2.970 2.980 99.440 99.390 0.560 0.610 193.78 86.88 352 384 0.920 1.000 bicubic
81 dm_nfnet_f2 97.020 2.980 99.440 0.560 193.78 352 0.920 bicubic
82 resnetv2_152x2_bitm 97.010 2.990 99.590 0.410 236.34 448 1.000 1.000 bilinear
83 tf_efficientnet_b7 97.010 2.990 99.520 0.480 66.35 600 0.949 0.949 bicubic
84 volo_d2_224 97.000 3.000 99.390 0.610 58.68 224 0.960 0.960 bicubic
85 resnetv2_101x3_bitm 96.990 3.010 99.490 0.510 387.93 448 1.000 1.000 bilinear
86 efficientnetv2_rw_m convnext_small_in22ft1k 96.980 96.990 3.020 3.010 99.530 99.410 0.470 0.590 53.24 50.22 416 224 1.000 0.875 bicubic
87 efficientnetv2_rw_m 96.980 3.020 99.540 0.460 53.24 416 1.000 bicubic
88 deit_base_distilled_patch16_384 96.960 3.040 99.480 0.520 87.63 384 1.000 1.000 bicubic
89 seresnextaa101d_32x8d 96.950 3.050 99.390 0.610 93.59 288 1.000 bicubic
90 tf_efficientnet_b4_ns 96.950 3.050 99.580 0.420 19.34 380 0.922 0.922 bicubic
91 deit3_large_patch16_224 96.940 3.060 99.340 0.660 304.37 224 0.900 bicubic
92 xcit_small_12_p16_384_dist 96.930 3.070 99.400 0.600 26.25 384 1.000 1.000 bicubic
resnetrs420 96.920 3.080 99.460 0.540 191.89 416 1.000 bicubic
volo_d1_384 96.920 3.080 99.520 0.480 26.78 384 1.000 bicubic
93 xcit_medium_24_p8_224_dist 96.920 3.080 99.390 0.610 84.32 224 1.000 1.000 bicubic
94 volo_d1_384 96.910 3.090 99.520 0.480 26.78 384 1.000 bicubic
95 resnetrs420 96.910 3.090 99.460 0.540 191.89 416 1.000 bicubic
96 dm_nfnet_f1 96.910 3.090 99.410 0.590 132.63 320 0.910 0.910 bicubic
97 deit3_huge_patch14_224 96.890 3.110 99.480 0.520 632.13 224 0.900 bicubic
98 convnext_tiny_384_in22ft1k 96.880 3.120 99.470 0.530 28.59 384 1.000 bicubic
99 vit_base_patch16_224 96.880 3.120 99.530 0.470 86.57 224 0.900 0.900 bicubic
100 xcit_small_24_p8_224_dist 96.870 3.130 99.480 0.520 47.63 224 1.000 1.000 bicubic
101 resnetv2_152x2_bit_teacher_384 96.830 3.170 99.450 0.550 236.34 384 1.000 1.000 bicubic
102 ig_resnext101_32x16d 96.810 3.190 99.600 0.400 194.03 224 0.875 0.875 bilinear
103 xcit_large_24_p16_224_dist 96.800 3.200 99.350 0.650 189.10 224 1.000 1.000 bicubic
104 vit_large_r50_s32_224 96.790 3.210 99.350 0.650 328.99 224 0.900 0.900 bicubic
seresnet152d 96.770 3.230 99.450 0.550 66.84 320 1.000 bicubic
105 seresnext101_32x8d 96.770 3.230 99.350 0.650 93.57 288 1.000 1.000 bicubic
106 convnext_large seresnet152d 96.760 96.770 3.240 3.230 99.300 99.450 0.700 0.550 197.77 66.84 224 320 0.875 1.000 bicubic
107 resnetrs350 96.760 3.240 99.370 0.630 163.96 384 1.000 1.000 bicubic
108 tf_efficientnetv2_s_in21ft1k swinv2_base_window16_256 96.730 96.760 3.270 3.240 99.420 99.350 0.580 0.650 21.46 87.92 384 256 1.000 0.900 bicubic
109 convnext_large 96.760 3.240 99.300 0.700 197.77 224 0.875 bicubic
110 resnet200d 96.720 3.280 99.330 0.670 64.69 320 1.000 1.000 bicubic
111 tf_efficientnetv2_s_in21ft1k 96.720 3.280 99.420 0.580 21.46 384 1.000 bicubic
112 seresnext101d_32x8d 96.710 3.290 99.360 0.640 93.59 288 1.000 bicubic
113 resnetv2_50x3_bitm 96.710 3.290 99.550 0.450 217.32 448 1.000 1.000 bilinear
regnetz_040h 96.710 3.290 99.500 0.500 28.94 320 1.000 bicubic
114 regnetz_040 96.710 3.290 99.470 0.530 27.12 320 1.000 1.000 bicubic
115 eca_nfnet_l1 regnetz_040h 96.700 96.710 3.300 3.290 99.290 99.500 0.710 0.500 41.41 28.94 320 1.000 1.000 bicubic
resnetrs200 96.700 3.300 99.370 0.630 93.21 320 1.000 bicubic
116 vit_small_patch16_384 96.700 3.300 99.480 0.520 22.20 384 1.000 1.000 bicubic
117 xcit_small_12_p8_224_dist resnetrs200 96.700 3.300 99.390 99.370 0.610 0.630 26.21 93.21 224 320 1.000 1.000 bicubic
118 eca_nfnet_l1 96.700 3.300 99.290 0.710 41.41 320 1.000 bicubic
119 xcit_small_12_p8_224_dist 96.690 3.310 99.390 0.610 26.21 224 1.000 bicubic
120 resnetrs270 96.690 3.310 99.350 0.650 129.86 352 1.000 1.000 bicubic
121 vit_small_r26_s32_384 96.680 3.320 99.580 0.420 36.47 384 1.000 1.000 bicubic
122 tf_efficientnet_b6 tf_efficientnet_b5_ap 96.670 96.680 3.330 3.320 99.370 99.460 0.630 0.540 43.04 30.39 528 456 0.942 0.934 bicubic
tf_efficientnet_b5_ap 96.670 3.330 99.460 0.540 30.39 456 0.934 bicubic
123 pit_b_distilled_224 96.670 3.330 99.350 0.650 74.79 224 0.900 0.900 bicubic
124 regnetz_d8 tf_efficientnet_b6 96.620 96.670 3.380 3.330 99.450 99.370 0.550 0.630 23.37 43.04 320 528 1.000 0.942 bicubic
125 deit3_small_patch16_224_in21ft1k 96.660 3.340 99.330 0.670 22.06 224 1.000 bicubic
126 resmlp_big_24_224_in22ft1k 96.620 3.380 99.510 0.490 129.14 224 0.875 0.875 bicubic
127 regnetz_d8_evos regnetz_d8 96.610 96.620 3.390 3.380 99.440 99.450 0.560 0.550 23.46 23.37 320 0.950 1.000 bicubic
128 resnest200e 96.610 3.390 99.350 0.650 70.20 320 0.909 0.909 bicubic
129 regnetz_d8_evos 96.610 3.390 99.440 0.560 23.46 320 0.950 bicubic
130 regnetz_d32 96.600 3.400 99.380 0.620 27.58 320 0.950 0.950 bicubic
131 swsl_resnext101_32x16d 96.600 3.400 99.530 0.470 194.03 224 0.875 0.875 bilinear
132 xcit_medium_24_p16_224_dist 96.590 3.410 99.270 0.730 84.40 224 1.000 1.000 bicubic
133 resnetrs152 96.580 3.420 99.240 0.760 86.62 320 1.000 1.000 bicubic
134 cait_xs24_384 xcit_tiny_24_p8_384_dist 96.550 3.450 99.420 99.320 0.580 0.680 26.67 12.11 384 1.000 1.000 bicubic
135 xcit_tiny_24_p8_384_dist swinv2_base_window8_256 96.540 3.460 99.320 99.270 0.680 0.730 12.11 87.92 384 256 1.000 0.900 bicubic
136 cait_xs24_384 96.540 3.460 99.420 0.580 26.67 384 1.000 bicubic
137 efficientnetv2_rw_s 96.540 3.460 99.360 0.640 23.94 384 1.000 1.000 bicubic
138 crossvit_18_dagger_408 96.530 3.470 99.260 0.740 44.61 408 1.000 1.000 bicubic
139 regnety_080 96.530 3.470 99.320 0.680 39.18 288 1.000 1.000 bicubic
140 resnest269e 96.520 3.480 99.350 0.650 110.93 416 0.928 0.928 bicubic
141 vit_base_patch32_384 96.490 3.510 99.410 0.590 88.30 384 1.000 1.000 bicubic
142 convnext_base 96.470 3.530 99.230 0.770 88.59 224 0.875 0.875 bicubic
143 resmlp_big_24_distilled_224 swinv2_small_window16_256 96.450 96.460 3.550 3.540 99.310 99.200 0.690 0.800 129.14 49.73 224 256 0.875 0.900 bicubic
144 vit_base_patch16_224_miil 96.450 3.550 99.300 0.700 86.54 224 0.875 0.875 bilinear
145 resmlp_big_24_distilled_224 96.450 3.550 99.310 0.690 129.14 224 0.875 bicubic
146 swsl_resnext101_32x4d 96.430 3.570 99.470 0.530 44.18 224 0.875 0.875 bilinear
147 regnetv_064 96.410 3.590 99.360 0.640 30.58 288 1.000 1.000 bicubic
148 xcit_large_24_p8_224 96.410 3.590 98.980 1.020 188.93 224 1.000 1.000 bicubic
149 xcit_small_24_p8_224 96.400 3.600 99.150 0.850 47.63 224 1.000 1.000 bicubic
crossvit_15_dagger_408 96.390 3.610 99.160 0.840 28.50 408 1.000 bicubic
150 tf_efficientnet_b3_ns 96.390 3.610 99.350 0.650 12.23 300 0.904 0.904 bicubic
151 crossvit_15_dagger_408 96.390 3.610 99.160 0.840 28.50 408 1.000 bicubic
152 cait_s24_224 96.380 3.620 99.150 0.850 46.92 224 1.000 1.000 bicubic
resnet152d 96.360 3.640 99.390 0.610 60.21 320 1.000 bicubic
153 regnety_064 96.360 3.640 99.230 0.770 30.58 288 1.000 1.000 bicubic
154 resnet152d 96.360 3.640 99.390 0.610 60.21 320 1.000 bicubic
155 regnety_160 96.350 3.650 99.330 0.670 83.59 288 1.000 1.000 bicubic
156 tf_efficientnet_b5 96.350 3.650 99.310 0.690 30.39 456 0.934 0.934 bicubic
157 xception65 96.350 3.650 99.240 0.760 39.92 299 0.940 0.940 bicubic
158 tf_efficientnetv2_s 96.340 3.660 99.200 0.800 21.46 384 1.000 1.000 bicubic
159 volo_d1_224 96.330 3.670 99.310 0.690 26.63 224 0.960 0.960 bicubic
160 ig_resnext101_32x8d 96.310 3.690 99.430 0.570 88.79 224 0.875 0.875 bilinear
161 deit3_base_patch16_224 96.300 3.700 99.180 0.820 86.59 224 0.900 bicubic
162 resnet101d 96.300 3.700 99.230 0.770 44.57 320 1.000 1.000 bicubic
163 swinv2_small_window8_256 96.290 3.710 99.210 0.790 49.73 256 0.900 bicubic
164 twins_svt_large 96.270 3.730 99.170 0.830 99.27 224 0.900 0.900 bicubic
165 jx_nest_base 96.250 3.750 99.210 0.790 67.72 224 0.875 bicubic
166 swin_s3_base_224 96.250 3.750 99.140 0.860 71.13 224 0.900 0.900 bicubic
jx_nest_base 96.240 3.760 99.210 0.790 67.72 224 0.875 bicubic
167 swin_s3_small_224 96.230 3.770 99.090 0.910 49.74 224 0.900 0.900 bicubic
168 xcit_small_24_p16_224_dist convnext_tiny_in22ft1k 96.220 3.780 99.210 99.340 0.790 0.660 47.67 28.59 224 1.000 0.875 bicubic
169 xception65p 96.200 96.210 3.800 3.790 99.180 0.820 39.82 299 0.940 0.940 bicubic
170 xcit_small_24_p16_224_dist 96.210 3.790 99.210 0.790 47.67 224 1.000 bicubic
171 deit3_small_patch16_384 96.200 3.800 99.290 0.710 22.21 384 1.000 bicubic
172 regnetv_040 96.190 3.810 99.330 0.670 20.64 288 1.000 1.000 bicubic
173 mobilevitv2_175_384_in22ft1k 96.180 3.820 99.130 0.870 14.25 384 1.000 bicubic
174 swinv2_cr_small_ns_224 96.180 3.820 99.140 0.860 49.70 224 0.900 bicubic
175 convnext_small 96.170 3.830 99.100 0.900 50.22 224 0.875 0.875 bicubic
tf_efficientnet_b4_ap 96.170 3.830 99.280 0.720 19.34 380 0.922 bicubic
176 twins_svt_base 96.160 3.840 99.060 0.940 56.07 224 0.900 0.900 bicubic
177 deit_base_patch16_384 tf_efficientnet_b4_ap 96.150 96.160 3.850 3.840 99.140 99.280 0.860 0.720 86.86 19.34 384 380 1.000 0.922 bicubic
178 twins_pcpvt_large 96.150 3.850 99.180 0.820 60.99 224 0.900 0.900 bicubic
dm_nfnet_f0 96.150 3.850 99.250 0.750 71.49 256 0.900 bicubic
179 efficientnet_b4 96.150 3.850 99.190 0.810 19.34 384 1.000 1.000 bicubic
180 deit_base_patch16_384 96.150 3.850 99.140 0.860 86.86 384 1.000 bicubic
181 dm_nfnet_f0 96.150 3.850 99.250 0.750 71.49 256 0.900 bicubic
182 sequencer2d_l 96.140 3.860 99.160 0.840 54.30 224 0.875 bicubic
183 regnetz_c16_evos 96.130 3.870 99.360 0.640 13.49 320 0.950 0.950 bicubic
184 nfnet_l0 96.120 3.880 99.240 0.760 35.07 288 1.000 1.000 bicubic
185 resnetv2_50x1_bit_distilled 96.120 3.880 99.280 0.720 25.55 224 0.875 0.875 bicubic
186 xcit_medium_24_p8_224 96.110 3.890 98.890 1.110 84.32 224 1.000 1.000 bicubic
187 xcit_small_12_p8_224 96.110 3.890 99.160 0.840 26.21 224 1.000 1.000 bicubic
resnetv2_101x1_bitm 96.100 3.900 99.280 0.720 44.54 448 1.000 bilinear
188 resnetv2_152x2_bit_teacher 96.100 3.900 99.270 0.730 236.34 224 0.875 0.875 bicubic
189 resnetv2_101x1_bitm 96.100 3.900 99.280 0.720 44.54 448 1.000 bilinear
190 deit_base_distilled_patch16_224 96.090 3.910 99.190 0.810 87.34 224 0.900 0.900 bicubic
191 resnext101_64x4d 96.080 3.920 99.240 0.760 83.46 288 1.000 1.000 bicubic
192 xcit_tiny_12_p8_384_dist 96.080 3.920 99.140 0.860 6.71 384 1.000 1.000 bicubic
193 xcit_small_12_p16_224_dist swinv2_cr_small_224 96.030 96.060 3.970 3.940 99.140 98.870 0.860 1.130 26.25 49.70 224 1.000 0.900 bicubic
194 regnety_040 mobilevitv2_200_384_in22ft1k 96.020 96.040 3.980 3.960 99.190 99.080 0.810 0.920 20.65 18.45 288 384 1.000 1.000 bicubic
195 regnety_032 xcit_small_12_p16_224_dist 95.970 96.020 4.030 3.980 99.190 99.130 0.810 0.870 19.44 26.25 288 224 1.000 1.000 bicubic
196 regnety_040 96.010 3.990 99.180 0.820 20.65 288 1.000 bicubic
197 sequencer2d_s 95.990 4.010 99.050 0.950 27.65 224 0.875 bicubic
198 tresnet_xl_448 95.970 4.030 99.130 0.870 78.44 448 0.875 0.875 bilinear
199 jx_nest_small regnety_032 95.970 4.030 99.030 99.190 0.970 0.810 38.35 19.44 224 288 0.875 1.000 bicubic
200 jx_nest_small 95.960 4.040 99.030 0.970 38.35 224 0.875 bicubic
201 eca_nfnet_l0 95.950 4.050 99.210 0.790 24.14 288 1.000 1.000 bicubic
202 xcit_tiny_24_p16_384_dist swinv2_tiny_window16_256 95.930 95.940 4.070 4.060 99.220 99.140 0.780 0.860 12.12 28.35 384 256 1.000 0.900 bicubic
203 xcit_tiny_24_p16_384_dist 95.920 4.080 99.220 0.780 12.12 384 1.000 bicubic
204 swin_small_patch4_window7_224 95.910 4.090 99.020 0.980 49.61 224 0.900 0.900 bicubic
205 resnet152 95.900 4.100 99.080 0.920 60.19 224 0.950 0.950 bicubic
206 tf_efficientnet_b4 95.900 4.100 99.170 0.830 19.34 380 0.922 0.922 bicubic
207 resnet51q 95.870 4.130 99.120 99.130 0.880 0.870 35.70 288 1.000 1.000 bilinear
swsl_resnext50_32x4d 95.870 4.130 99.250 0.750 25.03 224 0.875 bilinear
208 tresnet_l_448 95.860 4.140 99.120 0.880 55.99 448 0.875 0.875 bilinear
209 cs3darknet_x 95.860 4.140 99.180 0.820 35.05 288 1.000 bicubic
210 resnest101e 95.860 4.140 99.210 0.790 48.28 256 0.875 0.875 bilinear
211 swsl_resnext50_32x4d 95.860 4.140 99.250 0.750 25.03 224 0.875 bilinear
212 cait_xxs36_384 95.840 4.160 99.090 0.910 17.37 384 1.000 1.000 bicubic
213 vit_large_patch32_384 95.830 4.170 99.150 0.850 306.63 384 1.000 1.000 bicubic
214 sequencer2d_m 95.810 4.190 99.110 0.890 38.31 224 0.875 bicubic
215 xcit_tiny_24_p8_224_dist 95.810 4.190 99.210 0.790 12.11 224 1.000 1.000 bicubic
216 regnetz_c16 95.800 4.200 99.100 0.900 13.46 320 0.940 0.940 bicubic
217 ssl_resnext101_32x16d 95.790 4.210 99.180 0.820 194.03 224 0.875 0.875 bilinear
218 twins_pcpvt_base 95.790 4.210 99.130 0.870 43.83 224 0.900 0.900 bicubic
219 resnet61q 95.780 4.220 98.990 1.010 36.85 288 1.000 1.000 bicubic
220 tf_efficientnet_b2_ns vit_relpos_base_patch16_clsgap_224 95.770 95.760 4.230 4.240 99.120 99.040 0.880 0.960 9.11 86.43 260 224 0.890 0.900 bicubic
221 tf_efficientnet_b2_ns 95.760 4.240 99.120 0.880 9.11 260 0.890 bicubic
222 gc_efficientnetv2_rw_t 95.740 4.260 99.020 0.980 13.68 288 1.000 1.000 bicubic
223 efficientnet_b3 95.710 4.290 99.040 0.960 12.23 320 1.000 1.000 bicubic
tresnet_m 95.710 4.290 99.030 0.970 31.39 224 0.875 bilinear
224 pnasnet5large 95.710 4.290 98.920 1.080 86.06 331 0.911 0.911 bicubic
225 tresnet_m 95.710 4.290 99.030 0.970 31.39 224 0.875 bilinear
226 mobilevitv2_150_384_in22ft1k 95.700 4.300 99.140 0.860 10.59 384 1.000 bicubic
227 crossvit_15_dagger_240 95.690 4.310 98.830 1.170 28.21 240 0.875 0.875 bicubic
228 nasnetalarge 95.680 4.320 98.930 1.070 88.75 331 0.911 0.911 bicubic
229 xcit_tiny_24_p8_224 95.670 4.330 99.050 0.950 12.11 224 1.000 1.000 bicubic
230 pit_b_224 95.640 4.360 98.670 1.330 73.76 224 0.900 bicubic
231 poolformer_m48 95.640 4.360 98.940 1.060 73.47 224 0.950 0.950 bicubic
232 vit_small_r26_s32_224 95.640 4.360 99.190 0.810 36.43 224 0.900 0.900 bicubic
233 pit_b_224 resnetv2_101 95.640 95.620 4.360 4.380 98.670 98.990 1.330 1.010 73.76 44.54 224 0.900 0.950 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
234 resnetv2_50d_evos 95.610 4.390 99.030 0.970 25.59 288 0.950 0.950 bicubic
235 efficientnetv2_rw_t 95.600 4.400 99.070 0.930 13.65 288 1.000 bicubic
236 vit_relpos_base_patch16_224 95.570 4.430 99.030 0.970 86.43 224 0.900 bicubic
237 crossvit_18_dagger_240 95.570 4.430 99.060 0.940 44.27 240 0.875 0.875 bicubic
238 convit_base 95.550 4.450 98.870 1.130 86.54 224 0.875 0.875 bicubic
239 convnext_tiny 95.550 4.450 99.000 1.000 28.59 224 0.875 0.875 bicubic
240 coat_lite_small 95.540 4.460 98.860 1.140 19.84 224 0.900 0.900 bicubic
xcit_small_24_p16_224 95.530 4.470 98.760 1.240 47.67 224 1.000 bicubic
241 xcit_medium_24_p16_224 95.530 4.470 98.740 1.260 84.40 224 1.000 1.000 bicubic
242 xcit_small_24_p16_224 95.530 4.470 98.770 1.230 47.67 224 1.000 bicubic
243 levit_384 95.530 4.470 99.050 0.950 39.13 224 0.900 0.900 bicubic
244 ecaresnet101d 95.530 4.470 99.130 0.870 44.57 224 0.875 0.875 bicubic
245 crossvit_base_240 95.520 4.480 98.820 1.180 105.03 240 0.875 0.875 bicubic
246 xception41p 95.520 95.510 4.480 4.490 98.910 1.090 26.91 299 0.940 0.940 bicubic
convnext_tiny_hnf 95.510 4.490 99.020 0.980 28.59 224 0.950 bicubic
ecaresnet50t 95.510 4.490 99.120 0.880 25.57 320 0.950 bicubic
247 fbnetv3_g 95.510 4.490 98.990 1.010 16.62 288 0.950 0.950 bilinear
248 vit_relpos_medium_patch16_rpn_224 95.510 4.490 99.080 0.920 38.73 224 0.900 bicubic
249 ecaresnet50t 95.510 4.490 99.120 0.880 25.57 320 0.950 bicubic
250 convnext_tiny_hnf 95.510 4.490 99.020 0.980 28.59 224 0.950 bicubic
251 swinv2_tiny_window8_256 95.500 4.500 99.120 0.880 28.35 256 0.900 bicubic
252 ssl_resnext101_32x8d 95.490 4.510 99.120 0.880 88.79 224 0.875 0.875 bilinear
253 visformer_small vit_relpos_medium_patch16_cls_224 95.490 95.480 4.510 4.520 98.900 98.950 1.100 1.050 40.22 38.76 224 0.900 0.900 bicubic
254 ssl_resnext101_32x4d visformer_small 95.440 95.470 4.560 4.530 99.130 98.900 0.870 1.100 44.18 40.22 224 0.875 0.900 bilinear bicubic
255 vit_relpos_medium_patch16_224 95.460 4.540 98.960 1.040 38.75 224 0.900 bicubic
256 tresnet_xl 95.440 4.560 99.050 0.950 78.44 224 0.875 0.875 bilinear
crossvit_18_240 95.440 4.560 98.790 1.210 43.27 240 0.875 bicubic
257 deit_base_patch16_224 95.440 4.560 98.840 1.160 86.57 224 0.900 0.900 bicubic
258 resnetrs101 ssl_resnext101_32x4d 95.430 95.440 4.570 4.560 99.030 99.130 0.970 0.870 63.62 44.18 288 224 0.940 0.875 bicubic bilinear
259 crossvit_18_240 95.440 4.560 98.790 1.210 43.27 240 0.875 bicubic
260 resnetv2_50d_gn 95.430 4.570 99.040 0.960 25.57 288 0.950 0.950 bicubic
261 xcit_large_24_p16_224 resnetrs101 95.420 95.430 4.580 4.570 98.620 99.030 1.380 0.970 189.10 63.62 224 288 1.000 0.940 bicubic
262 halo2botnet50ts_256 95.420 4.580 99.010 0.990 22.64 256 0.950 bicubic
263 xcit_small_12_p16_224 95.420 4.580 98.840 1.160 26.25 224 1.000 1.000 bicubic
264 halo2botnet50ts_256 xcit_large_24_p16_224 95.410 95.420 4.590 4.580 99.010 98.620 0.990 1.380 22.64 189.10 256 224 0.950 1.000 bicubic
265 swsl_resnet50 edgenext_small 95.400 95.410 4.600 4.590 99.300 99.100 0.700 0.900 25.56 5.59 224 320 0.875 1.000 bilinear bicubic
266 swsl_resnet50 95.410 4.590 99.300 0.700 25.56 224 0.875 bilinear
267 poolformer_m36 95.380 4.620 98.850 1.150 56.17 224 0.950 0.950 bicubic
268 vit_base_patch16_rpn_224 95.380 4.620 98.930 1.070 86.54 224 0.900 bicubic
269 swinv2_cr_tiny_ns_224 95.370 4.630 98.940 1.060 28.33 224 0.900 bicubic
270 vit_small_patch16_224 95.370 4.630 99.150 0.850 22.05 224 0.900 0.900 bicubic
271 resnet101 95.360 4.640 98.860 1.140 44.55 224 0.950 0.950 bicubic
272 tf_efficientnet_b3_ap 95.320 4.680 98.900 1.100 12.23 300 0.904 0.904 bicubic
273 mixer_b16_224_miil cs3sedarknet_l 95.310 4.690 98.870 99.130 1.130 0.870 59.88 21.91 224 288 0.875 0.950 bilinear bicubic
274 mixer_b16_224_miil 95.300 4.700 98.880 1.120 59.88 224 0.875 bilinear
275 tresnet_l 95.290 4.710 99.010 0.990 55.99 224 0.875 0.875 bilinear
276 cait_xxs24_384 95.270 95.280 4.730 4.720 98.960 1.040 12.03 384 1.000 1.000 bicubic
pit_s_distilled_224 95.240 4.760 99.050 0.950 24.04 224 0.900 bicubic
277 jx_nest_tiny 95.240 4.760 98.980 1.020 17.06 224 0.875 0.875 bicubic
278 pit_s_distilled_224 95.240 4.760 99.050 0.950 24.04 224 0.900 bicubic
279 vit_srelpos_medium_patch16_224 95.230 4.770 98.990 1.010 38.74 224 0.900 bicubic
280 mobilevitv2_175_in22ft1k 95.230 4.770 98.790 1.210 14.25 256 0.888 bicubic
281 resnetaa50 95.210 4.790 98.930 1.070 25.56 288 1.000 bicubic
282 twins_pcpvt_small 95.210 4.790 98.880 1.120 24.11 224 0.900 0.900 bicubic
convit_small 95.200 4.800 98.900 1.100 27.78 224 0.875 bicubic
283 twins_svt_small 95.200 4.800 98.880 1.120 24.06 224 0.900 0.900 bicubic
284 tf_efficientnet_b1_ns convit_small 95.170 95.200 4.830 4.800 99.120 98.900 0.880 1.100 7.79 27.78 240 224 0.882 0.875 bicubic
285 tf_efficientnet_b1_ns 95.180 4.820 99.110 0.890 7.79 240 0.882 bicubic
286 cs3darknet_focus_l 95.170 4.830 98.960 1.040 21.15 288 0.950 bicubic
287 swin_s3_tiny_224 95.160 4.840 98.940 1.060 28.33 224 0.900 0.900 bicubic
288 mobilevitv2_200_in22ft1k 95.160 4.840 98.950 1.050 18.45 256 0.888 bicubic
289 tf_efficientnetv2_b3 95.160 4.840 98.820 1.180 14.36 300 0.904 0.904 bicubic
290 halonet50ts vit_relpos_small_patch16_224 95.150 95.160 4.850 4.840 98.770 98.950 1.230 1.050 22.73 21.98 256 224 0.940 0.900 bicubic
291 lamhalobotnet50ts_256 95.150 4.850 98.880 1.120 22.57 256 0.950 0.950 bicubic
292 swin_tiny_patch4_window7_224 crossvit_15_240 95.140 95.150 4.860 4.850 98.850 98.930 1.150 1.070 28.29 27.53 224 240 0.900 0.875 bicubic
293 crossvit_15_240 mobilevitv2_150_in22ft1k 95.140 4.860 98.930 98.860 1.070 1.140 27.53 10.59 240 256 0.875 0.888 bicubic
294 halonet50ts 95.140 4.860 98.770 1.230 22.73 256 0.940 bicubic
295 xcit_tiny_12_p16_384_dist 95.130 4.870 99.020 0.980 6.72 384 1.000 1.000 bicubic
296 swin_tiny_patch4_window7_224 95.130 4.870 98.850 1.150 28.29 224 0.900 bicubic
297 cs3darknet_l 95.120 4.880 98.980 1.020 21.16 288 0.950 bicubic
298 efficientnet_el 95.120 4.880 98.980 1.020 10.59 300 0.904 0.904 bicubic
299 gernet_l xcit_tiny_12_p8_224_dist 95.100 4.900 98.900 98.910 1.100 1.090 31.08 6.71 256 224 0.875 1.000 bilinear bicubic
300 gernet_l 95.090 4.910 98.900 1.100 31.08 256 0.875 bilinear
301 poolformer_s36 95.090 4.910 98.910 1.090 30.86 224 0.900 0.900 bicubic
xcit_tiny_12_p8_224_dist 95.090 4.910 98.910 1.090 6.71 224 1.000 bicubic
302 ecaresnet101d_pruned 95.080 4.920 98.980 1.020 24.88 224 0.875 0.875 bicubic
303 wide_resnet50_2 95.080 4.920 98.970 1.030 68.88 224 0.875 bicubic
304 convmixer_1536_20 95.070 4.930 99.030 0.970 51.63 224 0.960 bicubic
305 legacy_senet154 95.070 4.930 98.830 1.170 115.09 224 0.875 0.875 bilinear
wide_resnet50_2 95.070 4.930 98.970 1.030 68.88 224 0.875 bicubic
vit_small_patch32_384 95.060 4.940 98.990 1.010 22.92 384 1.000 bicubic
convmixer_1536_20 95.060 4.940 99.030 0.970 51.63 224 0.960 bicubic
306 regnetz_b16 95.060 4.940 99.050 0.950 9.72 288 0.940 0.940 bicubic
307 vit_small_patch32_384 95.050 4.950 98.990 1.010 22.92 384 1.000 bicubic
308 gluon_resnet152_v1s 95.040 4.960 98.930 1.070 60.32 224 0.875 0.875 bicubic
309 tnt_s_patch16_224 95.040 4.960 98.840 98.830 1.160 1.170 23.76 224 0.900 0.900 bicubic
310 seresnext50_32x4d 95.030 4.970 98.880 1.120 27.56 224 0.875 0.875 bicubic
311 levit_256 vit_srelpos_small_patch16_224 95.020 95.030 4.980 4.970 98.890 98.960 1.110 1.040 18.89 21.97 224 0.900 0.900 bicubic
tf_efficientnet_b3 95.020 4.980 98.910 1.090 12.23 300 0.904 bicubic
312 resnetv2_50x1_bitm 95.010 4.990 99.060 0.940 25.55 448 1.000 1.000 bilinear
313 tf_efficientnet_b3 95.010 4.990 98.910 1.090 12.23 300 0.904 bicubic
314 levit_256 95.010 4.990 98.890 1.110 18.89 224 0.900 bicubic
315 deit3_small_patch16_224 95.000 5.000 98.460 1.540 22.06 224 0.900 bicubic
316 vit_base_patch32_224 95.000 5.000 99.030 0.970 88.22 224 0.900 0.900 bicubic
317 tresnet_m_448 94.990 5.010 98.980 1.020 31.39 448 0.875 0.875 bilinear
318 coat_mini 94.970 5.030 98.780 1.220 10.34 224 0.900 0.900 bicubic
319 resnest50d_4s2x40d 94.960 5.040 99.070 0.930 30.42 224 0.875 0.875 bicubic
320 rexnet_200 94.950 5.050 99.010 0.990 16.37 224 0.875 0.875 bicubic
gluon_senet154 94.920 5.080 98.760 1.240 115.09 224 0.875 bicubic
321 gluon_seresnext101_32x4d 94.920 5.080 98.810 1.190 48.96 224 0.875 0.875 bicubic
322 gluon_seresnext101_64x4d 94.920 5.080 98.830 1.170 88.23 224 0.875 0.875 bicubic
323 tf_efficientnet_lite4 gluon_senet154 94.890 94.920 5.110 5.080 99.020 98.760 0.980 1.240 13.01 115.09 380 224 0.920 0.875 bilinear bicubic
324 mobilevitv2_175 94.890 5.110 98.860 1.140 14.25 256 0.888 bicubic
325 resmlp_36_distilled_224 94.880 5.120 98.840 1.160 44.69 224 0.875 0.875 bicubic
326 tf_efficientnet_lite4 94.880 5.120 99.020 0.980 13.01 380 0.920 bilinear
327 ssl_resnext50_32x4d 94.870 5.130 98.890 1.110 25.03 224 0.875 0.875 bilinear
328 gcresnet50t seresnet33ts 94.850 94.860 5.150 5.140 98.790 1.210 25.90 19.78 256 0.900 0.900 bicubic
329 resnest50d 94.850 5.150 98.880 1.120 27.48 224 0.875 0.875 bilinear
330 seresnet33ts gcresnet50t 94.850 5.150 98.790 1.210 19.78 25.90 256 0.900 0.900 bicubic
331 crossvit_small_240 94.830 5.170 99.020 0.980 26.86 240 0.875 0.875 bicubic
332 lambda_resnet50ts cspresnext50 94.790 94.830 5.210 5.170 98.460 98.770 1.540 1.230 21.54 20.57 256 0.950 0.887 bicubic bilinear
333 mobilevitv2_200 94.830 5.170 98.710 1.290 18.45 256 0.888 bicubic
334 sehalonet33ts 94.780 5.220 98.570 1.430 13.69 256 0.940 bicubic
335 lambda_resnet50ts 94.780 5.220 98.460 1.540 21.54 256 0.950 bicubic
336 ecaresnetlight 94.770 5.230 98.800 1.200 30.16 224 0.875 0.875 bicubic
337 sehalonet33ts resnest50d_1s4x24d 94.770 94.750 5.230 5.250 98.570 98.980 1.430 1.020 13.69 25.68 256 224 0.940 0.875 bicubic
resnest50d_1s4x24d 94.760 5.240 98.980 1.020 25.68 224 0.875 bicubic
338 gluon_resnet152_v1d 94.740 5.260 98.740 1.260 60.21 224 0.875 0.875 bicubic
339 gluon_resnet101_v1s 94.720 5.280 98.820 1.180 44.67 224 0.875 0.875 bicubic
340 deit_small_distilled_patch16_224 94.710 5.290 99.030 0.970 22.44 224 0.900 0.900 bicubic
341 haloregnetz_b 94.700 5.300 98.660 1.340 11.68 224 0.940 0.940 bicubic
342 xcit_tiny_12_p8_224 94.690 5.310 98.830 1.170 6.71 224 1.000 1.000 bicubic
resmlp_big_24_224 94.670 5.330 98.480 1.520 129.14 224 0.875 bicubic
343 cspdarknet53 94.660 5.340 98.800 1.200 27.64 256 0.887 0.887 bilinear
344 edgenext_small_rw 94.660 5.340 98.790 1.210 7.83 320 1.000 bicubic
345 resmlp_big_24_224 94.660 5.340 98.480 1.520 129.14 224 0.875 bicubic
346 gluon_resnext101_64x4d 94.660 5.340 98.650 1.350 83.46 224 0.875 0.875 bicubic
347 darknet53 94.630 5.370 98.890 1.110 41.61 288 1.000 bicubic
348 efficientnet_b3_pruned 94.630 5.370 98.760 1.240 9.86 300 0.904 0.904 bicubic
ecaresnet50d 94.630 5.370 98.890 1.110 25.58 224 0.875 bicubic
349 gernet_m 94.620 5.380 98.860 1.140 21.14 224 0.875 0.875 bilinear
350 ecaresnet50d 94.620 5.380 98.890 1.110 25.58 224 0.875 bicubic
351 efficientnet_b2 94.610 5.390 98.710 1.290 9.11 288 1.000 1.000 bicubic
352 pit_s_224 94.590 5.410 98.700 1.300 23.46 224 0.900 0.900 bicubic
353 sebotnet33ts_256 94.580 5.420 98.500 1.500 13.70 256 0.940 bicubic
354 repvgg_b3 94.570 5.430 98.780 1.220 123.09 224 0.875 0.875 bilinear
355 sebotnet33ts_256 mobilevitv2_150 94.570 94.550 5.430 5.450 98.500 98.710 1.500 1.290 13.70 10.59 256 0.940 0.888 bicubic
356 nf_resnet50 94.550 5.450 98.790 1.210 25.56 288 0.940 bicubic
357 poolformer_s24 94.550 5.450 98.880 1.120 21.39 224 0.900 0.900 bicubic
resnext50_32x4d 94.550 5.450 98.610 1.390 25.03 224 0.950 bicubic
358 seresnet50 94.550 5.450 98.750 1.250 28.09 224 0.875 0.875 bicubic
nf_resnet50 94.550 5.450 98.790 1.210 25.56 288 0.940 bicubic
inception_resnet_v2 94.550 5.450 98.780 1.220 55.84 299 0.897 bicubic
359 gluon_resnext101_32x4d 94.540 5.460 98.630 1.370 44.18 224 0.875 0.875 bicubic
360 regnety_320 94.540 5.460 98.850 98.860 1.150 1.140 145.05 224 0.875 0.875 bicubic
361 xcit_tiny_24_p16_224_dist resnext50_32x4d 94.540 5.460 98.780 98.610 1.220 1.390 12.12 25.03 224 1.000 0.950 bicubic
362 inception_resnet_v2 94.530 5.470 98.780 1.220 55.84 299 0.897 bicubic
363 xcit_tiny_24_p16_224_dist 94.530 5.470 98.780 1.220 12.12 224 1.000 bicubic
364 repvgg_b3g4 94.520 5.480 98.970 1.030 83.83 224 0.875 0.875 bilinear
365 convmixer_768_32 94.500 5.500 98.850 1.150 21.11 224 0.960 0.960 bicubic
gcresnext50ts 94.490 5.510 98.670 1.330 15.67 256 0.900 bicubic
366 tf_efficientnet_b2_ap 94.490 5.510 98.620 1.380 9.11 260 0.890 0.890 bicubic
367 gcresnext50ts 94.490 5.510 98.670 1.330 15.67 256 0.900 bicubic
368 regnety_120 94.480 5.520 98.810 1.190 51.82 224 0.875 0.875 bicubic
369 rexnet_150 94.480 5.520 98.790 1.210 9.73 224 0.875 0.875 bicubic
370 cspresnext50 darknetaa53 94.470 5.530 98.680 98.760 1.320 1.240 20.57 36.02 224 288 0.875 1.000 bilinear
371 gcresnet33ts 94.470 5.530 98.770 1.230 19.88 256 0.900 0.900 bicubic
regnetx_320 94.460 5.540 98.740 1.260 107.81 224 0.875 bicubic
372 resmlp_24_distilled_224 94.460 5.540 98.770 1.230 30.02 224 0.875 0.875 bicubic
373 ssl_resnet50 regnetx_320 94.450 94.460 5.550 5.540 98.920 98.740 1.080 1.260 25.56 107.81 224 0.875 0.875 bilinear bicubic
374 resnetv2_50 ssl_resnet50 94.430 94.440 5.570 5.560 98.740 98.920 1.260 1.080 25.55 25.56 224 0.950 0.875 bicubic bilinear
375 resnetv2_50 94.430 5.570 98.730 1.270 25.55 224 0.950 bicubic
376 tf_efficientnetv2_b2 94.420 5.580 98.570 1.430 10.10 260 0.890 0.890 bicubic
377 tf_efficientnet_el 94.400 5.600 98.710 1.290 10.59 300 0.904 0.904 bicubic
378 efficientnet_el_pruned 94.400 5.600 98.740 1.260 10.59 300 0.904 0.904 bicubic
379 deit_small_patch16_224 94.390 5.610 98.690 1.310 22.05 224 0.900 0.900 bicubic
380 inception_v4 94.380 5.620 98.580 1.420 42.68 299 0.875 0.875 bicubic
381 legacy_seresnext101_32x4d 94.360 94.370 5.640 5.630 98.650 1.350 48.96 224 0.875 0.875 bilinear
382 tf_efficientnet_b2 94.360 5.640 98.610 1.390 9.11 260 0.890 0.890 bicubic
383 resnet50_gn 94.350 5.650 98.710 1.290 25.56 224 0.940 0.940 bicubic
384 resnet50 94.340 5.660 98.440 1.560 25.56 224 0.950 0.950 bicubic
385 gluon_seresnext50_32x4d 94.330 5.670 98.610 1.390 27.56 224 0.875 0.875 bicubic
386 ecaresnet26t 94.310 94.320 5.690 5.680 98.720 1.280 16.01 320 0.950 0.950 bicubic
387 dpn107 94.300 94.310 5.700 5.690 98.470 1.530 86.92 224 0.875 0.875 bicubic
388 resnetrs50 94.300 5.700 98.640 1.360 35.69 224 0.910 0.910 bicubic
389 xception71 94.280 5.720 98.640 1.360 42.34 299 0.903 0.903 bicubic
cait_xxs36_224 94.260 5.740 98.720 1.280 17.30 224 1.000 bicubic
390 gluon_xception65 94.260 5.740 98.570 1.430 39.92 299 0.903 0.903 bicubic
391 resnet50d 94.260 5.740 98.720 1.280 25.58 224 0.875 0.875 bicubic
392 skresnext50_32x4d cait_xxs36_224 94.260 5.740 98.460 98.720 1.540 1.280 27.48 17.30 224 0.875 1.000 bicubic
393 skresnext50_32x4d 94.250 5.750 98.460 1.540 27.48 224 0.875 bicubic
394 regnetx_120 94.240 5.760 98.650 1.350 46.11 224 0.875 0.875 bicubic
gluon_resnet101_v1d 94.230 5.770 98.560 1.440 44.57 224 0.875 bicubic
395 dpn92 94.230 5.770 98.730 1.270 37.67 224 0.875 0.875 bicubic
396 gluon_resnet101_v1d 94.230 5.770 98.550 1.450 44.57 224 0.875 bicubic
397 ecaresnet50d_pruned 94.220 5.780 98.730 1.270 19.94 224 0.875 0.875 bicubic
398 tf_efficientnet_lite3 94.210 5.790 98.640 1.360 8.20 300 0.904 bilinear
399 resmlp_36_224 94.200 5.800 98.660 1.340 44.69 224 0.875 0.875 bicubic
400 tf_efficientnet_lite3 eca_resnet33ts 94.200 94.190 5.800 5.810 98.640 98.760 1.360 1.240 8.20 19.68 300 256 0.904 0.900 bilinear bicubic
eca_resnet33ts 94.190 5.810 98.770 1.230 19.68 256 0.900 bicubic
401 mixnet_xl 94.190 5.810 98.340 1.660 11.90 224 0.875 0.875 bicubic
402 resnext50d_32x4d 94.180 94.190 5.820 5.810 98.570 98.560 1.430 1.440 25.05 224 0.875 0.875 bicubic
403 levit_192 94.170 94.180 5.830 5.820 98.550 98.540 1.450 1.460 10.95 224 0.900 0.900 bicubic
ens_adv_inception_resnet_v2 94.160 5.840 98.600 1.400 55.84 299 0.897 bicubic
404 gluon_resnet152_v1c 94.160 5.840 98.640 1.360 60.21 224 0.875 0.875 bicubic
405 gmlp_s16_224 ens_adv_inception_resnet_v2 94.150 94.160 5.850 5.840 98.500 98.600 1.500 1.400 19.42 55.84 224 299 0.875 0.897 bicubic
406 efficientnet_b2_pruned gmlp_s16_224 94.140 94.160 5.860 5.840 98.530 98.500 1.470 1.500 8.31 19.42 260 224 0.890 0.875 bicubic
407 efficientnet_b2_pruned 94.150 5.850 98.530 1.470 8.31 260 0.890 bicubic
408 vit_base_patch16_224_sam 94.140 5.860 98.670 1.330 86.57 224 0.900 0.900 bicubic
409 regnetx_160 94.130 5.870 98.740 1.260 54.28 224 0.875 0.875 bicubic
410 nf_regnet_b1 dpn98 94.120 5.880 98.620 98.580 1.380 1.420 10.22 61.57 288 224 0.900 0.875 bicubic
411 dpn98 nf_regnet_b1 94.110 5.890 98.580 98.630 1.420 1.370 61.57 10.22 224 288 0.875 0.900 bicubic
412 ese_vovnet39b 94.090 5.910 98.660 1.340 24.57 224 0.875 0.875 bicubic
413 xcit_tiny_24_p16_224 94.070 5.930 98.510 98.530 1.490 1.470 12.12 224 1.000 1.000 bicubic
414 gluon_resnet152_v1b 94.070 5.930 98.460 1.540 60.19 224 0.875 0.875 bicubic
415 coat_lite_mini 94.050 5.950 98.560 1.440 11.01 224 0.900 0.900 bicubic
416 eca_halonext26ts 94.050 94.040 5.950 5.960 98.490 1.510 10.76 256 0.940 0.940 bicubic
417 halonet26t hrnet_w64 94.020 5.980 98.500 98.620 1.500 1.380 12.48 128.06 256 224 0.950 0.875 bicubic bilinear
418 resmlp_24_224 94.020 5.980 98.330 1.670 30.02 224 0.875 0.875 bicubic
419 hrnet_w64 halonet26t 94.010 5.990 98.610 98.500 1.390 1.500 128.06 12.48 224 256 0.875 0.950 bilinear bicubic
420 dpn131 93.990 6.010 98.720 1.280 79.25 224 0.875 0.875 bicubic
421 dla102x2 93.970 6.030 98.500 1.500 41.28 224 0.875 bilinear
422 mobilevitv2_125 93.970 6.030 98.560 1.440 7.48 256 0.888 bicubic
423 fbnetv3_b 93.970 6.030 98.630 1.370 8.60 256 0.950 0.950 bilinear
dla102x2 93.960 6.040 98.490 1.510 41.28 224 0.875 bilinear
424 resnetblur50 93.940 6.060 98.580 1.420 25.56 224 0.875 0.875 bicubic
425 tf_efficientnetv2_b1 93.940 6.060 98.620 1.380 8.14 240 0.882 0.882 bicubic
426 fbnetv3_d 93.930 6.070 98.740 1.260 10.31 256 0.950 0.950 bilinear
439 gluon_resnet50_v1d 93.770 6.230 98.390 1.610 25.58 224 0.875 0.875 bicubic
440 gluon_resnet101_v1b 93.750 6.250 98.380 1.620 44.55 224 0.875 0.875 bicubic
441 res2net101_26w_4s 93.750 6.250 98.310 1.690 45.21 224 0.875 0.875 bilinear
442 cspresnet50 93.740 93.730 6.260 6.270 98.640 1.360 21.62 256 0.887 0.887 bilinear
443 vit_relpos_base_patch32_plus_rpn_256 93.730 6.270 98.070 1.930 119.42 256 0.900 bicubic
444 legacy_seresnext50_32x4d 93.730 6.270 98.580 1.420 27.56 224 0.875 0.875 bilinear
445 wide_resnet101_2 lambda_resnet26rpt_256 93.720 6.280 98.540 98.520 1.460 1.480 126.89 10.99 224 256 0.875 0.940 bilinear bicubic
446 lambda_resnet26rpt_256 wide_resnet101_2 93.710 6.290 98.510 98.540 1.490 1.460 10.99 126.89 256 224 0.940 0.875 bicubic bilinear
447 dpn68b 93.690 6.310 98.520 1.480 12.61 224 0.875 0.875 bicubic
448 tf_efficientnet_b1_ap 93.690 93.680 6.310 6.320 98.360 1.640 7.79 240 0.882 0.882 bicubic
449 gluon_resnet101_v1c 93.670 6.330 98.420 1.580 44.57 224 0.875 0.875 bicubic
450 vit_tiny_patch16_384 93.660 93.650 6.340 6.350 98.600 1.400 5.79 384 1.000 1.000 bicubic
451 tf_efficientnet_b0_ns 93.640 93.630 6.360 6.370 98.640 1.360 5.29 224 0.875 0.875 bicubic
452 gluon_resnet50_v1s 93.620 6.380 98.460 1.540 25.68 224 0.875 0.875 bicubic
453 cait_xxs24_224 resnet33ts 93.600 6.400 98.450 98.530 1.550 1.470 11.96 19.68 224 256 1.000 0.900 bicubic
454 resnet33ts cait_xxs24_224 93.600 6.400 98.540 98.440 1.460 1.560 19.68 11.96 256 224 0.900 1.000 bicubic
455 coat_tiny 93.590 6.410 98.420 1.580 5.50 224 0.900 0.900 bicubic
456 regnetx_040 93.560 6.440 98.550 1.450 22.12 224 0.875 bicubic
457 hrnet_w44 93.550 6.450 98.700 1.300 67.06 224 0.875 0.875 bilinear
regnetx_040 93.550 6.450 98.550 1.450 22.12 224 0.875 bicubic
458 hrnet_w32 93.530 6.470 98.460 1.540 41.23 224 0.875 0.875 bilinear
459 dla102x 93.520 6.480 98.500 1.500 26.31 224 0.875 bilinear
460 xcit_nano_12_p8_384_dist 93.520 6.480 98.540 1.460 3.05 384 1.000 bicubic
461 botnet26t_256 93.510 6.490 98.300 1.700 12.49 256 0.950 0.950 bicubic
462 dla102x tf_efficientnet_b1 93.510 93.500 6.490 6.500 98.510 98.360 1.490 1.640 26.31 7.79 224 240 0.875 0.882 bilinear bicubic
463 xcit_nano_12_p8_384_dist repvgg_b2 93.500 93.490 6.500 6.510 98.540 98.730 1.460 1.270 3.05 89.02 384 224 1.000 0.875 bicubic bilinear
repvgg_b2 93.500 6.500 98.730 1.270 89.02 224 0.875 bilinear
464 hrnet_w40 93.490 6.510 98.580 1.420 57.56 224 0.875 0.875 bilinear
tf_efficientnet_b1 93.490 6.510 98.360 1.640 7.79 240 0.882 bicubic
resnet32ts 93.470 6.530 98.490 1.510 17.96 256 0.900 bicubic
465 xception 93.470 6.530 98.530 1.470 22.86 299 0.897 0.897 bicubic
466 gluon_inception_v3 resnet32ts 93.450 93.460 6.550 6.540 98.570 98.490 1.430 1.510 23.83 17.96 299 256 0.875 0.900 bicubic
467 mixnet_l 93.450 6.550 98.220 1.780 7.33 224 0.875 0.875 bicubic
468 gluon_inception_v3 93.450 6.550 98.570 1.430 23.83 299 0.875 bicubic
469 xception41 93.430 6.570 98.430 1.570 26.97 299 0.903 0.903 bicubic
470 res2net50_26w_8s 93.410 93.420 6.590 6.580 98.180 98.170 1.820 1.830 48.40 224 0.875 0.875 bilinear
471 res2net50_26w_6s 93.410 6.590 98.280 1.720 37.05 224 0.875 0.875 bilinear
472 xcit_tiny_12_p16_224_dist 93.400 6.600 98.480 1.520 6.72 224 1.000 1.000 bicubic
473 legacy_seresnet152 93.400 93.390 6.600 6.610 98.350 98.340 1.650 1.660 66.82 224 0.875 0.875 bilinear
474 cs3darknet_m 93.360 6.640 98.600 1.400 9.31 288 0.950 bicubic
475 dla169 93.340 6.660 98.590 1.410 53.39 224 0.875 0.875 bilinear
476 levit_128 93.330 6.670 98.380 1.620 9.21 224 0.900 bicubic
477 bat_resnext26ts 93.330 6.670 98.350 1.650 10.73 256 0.900 0.900 bicubic
478 repvgg_b1 resnest26d 93.330 6.670 98.510 98.630 1.490 1.370 57.42 17.07 224 0.875 0.875 bilinear
479 tf_inception_v3 93.320 6.680 98.030 1.970 23.83 299 0.875 0.875 bicubic
480 tv_resnet152 repvgg_b1 93.320 6.680 98.390 98.510 1.610 1.490 60.19 57.42 224 0.875 0.875 bilinear
481 tf_mixnet_l 93.320 6.680 98.030 1.970 7.33 224 0.875 0.875 bicubic
482 resnest26d tv_resnet152 93.320 93.310 6.680 6.690 98.630 98.390 1.370 1.610 17.07 60.19 224 0.875 0.875 bilinear
483 levit_128 mobilevitv2_100 93.320 93.300 6.680 6.700 98.380 98.280 1.620 1.720 9.21 4.90 224 256 0.900 0.888 bicubic
484 legacy_seresnet101 93.300 93.290 6.700 6.710 98.510 1.490 49.33 224 0.875 0.875 bilinear
485 selecsls60b 93.290 6.710 98.280 1.720 32.77 224 0.875 0.875 bicubic
486 efficientnet_b1 93.250 93.240 6.750 6.760 98.290 98.300 1.710 1.700 7.79 256 1.000 1.000 bicubic
487 coat_lite_tiny 93.230 6.770 98.260 1.740 5.72 224 0.900 0.900 bicubic
488 hrnet_w30 93.190 93.200 6.810 6.800 98.410 1.590 37.71 224 0.875 0.875 bilinear
489 dla60_res2net mobilevit_s 93.180 6.820 98.420 98.440 1.580 1.560 20.85 5.58 224 256 0.875 0.900 bilinear bicubic
490 dla60_res2next 93.180 93.170 6.820 6.830 98.410 98.400 1.590 1.600 17.03 224 0.875 0.875 bilinear
491 mobilevit_s dla60_res2net 93.170 93.160 6.830 6.840 98.440 98.400 1.560 1.600 5.58 20.85 256 224 0.900 0.875 bicubic bilinear
492 efficientnet_es 93.140 6.860 98.420 1.580 5.44 224 0.875 0.875 bicubic
493 dla60x 93.120 6.880 98.510 1.490 17.35 224 0.875 bilinear
494 pit_xs_224 93.120 6.880 98.330 1.670 10.62 224 0.900 bicubic
495 regnetx_032 93.120 6.880 98.390 1.610 15.30 224 0.875 0.875 bicubic
dla60x 93.110 6.890 98.510 1.490 17.35 224 0.875 bilinear
pit_xs_224 93.110 6.890 98.330 1.670 10.62 224 0.900 bicubic
496 tf_efficientnetv2_b0 93.110 6.890 98.390 1.610 7.14 224 0.875 0.875 bicubic
497 dla102 93.060 6.940 98.540 98.550 1.460 1.450 33.27 224 0.875 0.875 bilinear
498 regnety_016 93.030 6.970 98.350 1.650 11.20 224 0.875 bicubic
499 gluon_resnet50_v1c 93.030 6.970 98.390 1.610 25.58 224 0.875 0.875 bicubic
regnety_016 93.030 6.970 98.360 1.640 11.20 224 0.875 bicubic
500 rexnet_100 93.030 6.970 98.190 1.810 4.80 224 0.875 0.875 bicubic
501 selecsls60 93.020 6.980 98.310 98.300 1.690 1.700 30.67 224 0.875 0.875 bicubic
502 repvgg_b1g4 92.980 7.020 98.430 1.570 39.97 224 0.875 0.875 bilinear
503 legacy_seresnet50 cs3darknet_focus_m 92.960 92.970 7.040 7.030 98.180 98.390 1.820 1.610 28.09 9.30 224 288 0.875 0.950 bilinear bicubic
504 hardcorenas_f legacy_seresnet50 92.950 92.970 7.050 7.030 98.160 98.190 1.840 1.810 8.20 28.09 224 0.875 0.875 bilinear
505 hardcorenas_f 92.960 7.040 98.160 1.840 8.20 224 0.875 bilinear
506 tf_efficientnet_em 92.930 7.070 98.200 1.800 6.90 240 0.882 0.882 bicubic
adv_inception_v3 92.890 7.110 98.140 1.860 23.83 299 0.875 bicubic
507 crossvit_9_dagger_240 92.890 7.110 98.250 1.750 8.78 240 0.875 0.875 bicubic
508 adv_inception_v3 92.880 7.120 98.140 1.860 23.83 299 0.875 bicubic
509 res2next50 92.860 7.140 98.190 1.810 24.67 224 0.875 0.875 bilinear
510 resmlp_12_distilled_224 92.830 92.840 7.170 7.160 98.140 1.860 15.35 224 0.875 0.875 bicubic
tf_efficientnet_cc_b0_8e 92.830 7.170 98.180 1.820 24.01 224 0.875 bicubic
511 gmixer_24_224 92.830 7.170 97.880 2.120 24.72 224 0.875 0.875 bicubic
512 seresnext26t_32x4d tf_efficientnet_cc_b0_8e 92.820 92.830 7.180 7.170 98.370 98.180 1.630 1.820 16.81 24.01 224 0.875 0.875 bicubic
513 tv_resnet101 92.820 7.180 98.250 1.750 44.55 224 0.875 0.875 bilinear
514 seresnext26t_32x4d 92.820 7.180 98.370 1.630 16.81 224 0.875 bicubic
515 gcresnext26ts 92.780 7.220 98.260 1.740 10.48 256 0.900 bicubic
516 efficientnet_b1_pruned 92.770 7.230 98.040 1.960 6.33 240 0.882 0.882 bicubic
gcresnext26ts 92.770 7.230 98.260 1.740 10.48 256 0.900 bicubic
densenet201 92.750 7.250 98.230 1.770 20.01 224 0.875 bicubic
517 resnet26t 92.750 7.250 98.230 1.770 16.01 256 0.940 0.940 bicubic
518 tv_resnext50_32x4d 92.750 7.250 98.270 98.280 1.730 1.720 25.03 224 0.875 0.875 bilinear
519 densenet201 92.740 7.260 98.230 1.770 20.01 224 0.875 bicubic
520 res2net50_14w_8s 92.740 7.260 98.180 1.820 25.06 224 0.875 0.875 bilinear
521 inception_v3 92.720 7.280 97.970 2.030 23.83 299 0.875 0.875 bicubic
seresnext26d_32x4d 92.700 7.300 98.150 1.850 16.81 224 0.875 bicubic
522 efficientnet_b0 92.690 7.310 98.070 1.930 5.29 224 0.875 0.875 bicubic
523 seresnext26ts 92.690 7.310 98.290 1.710 10.39 256 0.900 0.900 bicubic
524 seresnext26d_32x4d 92.690 7.310 98.150 1.850 16.81 224 0.875 bicubic
525 resnet34d 92.680 7.320 98.310 1.690 21.82 224 0.875 0.875 bicubic
526 tf_efficientnet_lite2 92.650 7.350 98.230 1.770 6.09 260 0.890 0.890 bicubic
527 legacy_seresnext26_32x4d 92.640 7.360 98.130 1.870 16.79 224 0.875 0.875 bicubic
528 poolformer_s12 92.620 92.630 7.380 7.370 98.200 1.800 11.92 224 0.900 0.900 bicubic
529 tf_efficientnet_lite1 92.620 7.380 98.080 1.920 5.42 240 0.882 0.882 bicubic
530 eca_resnext26ts 92.610 7.390 98.260 1.740 10.30 256 0.900 0.900 bicubic
531 tf_efficientnet_cc_b0_4e 92.600 92.590 7.400 7.410 98.080 1.920 13.31 224 0.875 0.875 bicubic
532 hardcorenas_e 92.580 92.570 7.420 7.430 98.110 98.100 1.890 1.900 8.07 224 0.875 0.875 bilinear
res2net50_48w_2s 92.550 7.450 98.080 1.920 25.29 224 0.875 bilinear
533 gluon_resnet50_v1b 92.540 7.460 98.170 1.830 25.56 224 0.875 0.875 bicubic
534 res2net50_48w_2s 92.540 7.460 98.080 1.920 25.29 224 0.875 bilinear
535 densenet161 92.500 7.500 98.290 1.710 28.68 224 0.875 0.875 bicubic
536 xcit_tiny_12_p16_224 92.500 7.500 98.240 1.760 6.72 224 1.000 1.000 bicubic
537 res2net50_26w_4s 92.490 7.510 98.060 1.940 25.70 224 0.875 0.875 bilinear
538 tinynet_a 92.440 7.560 98.080 1.920 6.19 192 0.875 0.875 bicubic
539 mixnet_m convmixer_1024_20_ks9_p14 92.430 7.570 97.870 98.270 2.130 1.730 5.01 24.38 224 0.875 0.960 bicubic
540 convmixer_1024_20_ks9_p14 mixnet_m 92.420 92.430 7.580 7.570 98.270 97.860 1.730 2.140 24.38 5.01 224 0.960 0.875 bicubic
hardcorenas_d 92.400 7.600 98.070 1.930 7.50 224 0.875 bilinear
541 mobilenetv2_120d 92.400 7.600 98.050 1.950 5.83 224 0.875 0.875 bicubic
542 hardcorenas_d 92.390 7.610 98.080 1.920 7.50 224 0.875 bilinear
543 skresnet34 92.390 7.610 98.150 1.850 22.28 224 0.875 0.875 bicubic
tf_mixnet_m 92.330 7.670 97.890 2.110 5.01 224 0.875 bicubic
544 hrnet_w18 92.320 7.680 98.250 1.750 21.30 224 0.875 0.875 bilinear
545 tf_mixnet_m 92.320 7.680 97.890 2.110 5.01 224 0.875 bicubic
546 selecsls42b 92.280 7.720 98.140 1.860 32.46 224 0.875 bicubic
547 ese_vovnet19b_dw 92.280 7.720 98.090 1.910 6.54 224 0.875 0.875 bicubic
selecsls42b 92.280 7.720 98.130 1.870 32.46 224 0.875 bicubic
548 mobilenetv3_large_100_miil 92.270 7.730 97.640 2.360 5.48 224 0.875 0.875 bilinear
549 tf_efficientnet_b0 92.250 7.750 98.000 97.990 2.000 2.010 5.29 224 0.875 0.875 bicubic
dla60 92.230 7.770 98.110 1.890 22.04 224 0.875 bilinear
550 resmlp_12_224 92.210 7.790 98.160 1.840 15.35 224 0.875 0.875 bicubic
551 dla60 92.210 7.790 98.100 1.900 22.04 224 0.875 bilinear
552 tf_efficientnet_b0_ap 92.200 7.800 98.020 1.980 5.29 224 0.875 0.875 bicubic
553 regnetx_016 92.160 7.840 98.210 98.200 1.790 1.800 9.19 224 0.875 0.875 bicubic
554 gernet_s 92.140 7.860 98.190 98.200 1.810 1.800 8.17 224 0.875 0.875 bilinear
555 xcit_nano_12_p8_224_dist 92.100 7.900 98.160 98.150 1.840 1.850 3.05 224 1.000 1.000 bicubic
556 resnet26d 92.070 7.930 97.970 2.030 16.01 224 0.875 0.875 bicubic
557 vit_tiny_r_s16_p8_384 92.040 7.960 98.290 1.710 6.36 384 1.000 1.000 bicubic
vit_small_patch32_224 92.040 7.960 98.230 1.770 22.88 224 0.900 bicubic
558 dpn68 92.030 7.970 98.050 1.950 12.61 224 0.875 0.875 bicubic
559 hardcorenas_c vit_small_patch32_224 92.020 92.030 7.980 7.970 97.840 98.230 2.160 1.770 5.52 22.88 224 0.875 0.900 bilinear bicubic
560 hardcorenas_c 92.030 7.970 97.840 2.160 5.52 224 0.875 bilinear
561 tf_efficientnet_es 91.980 8.020 97.860 2.140 5.44 224 0.875 0.875 bicubic
levit_128s 91.950 8.050 98.070 1.930 7.78 224 0.900 bicubic
562 repvgg_a2 91.940 8.060 98.150 1.850 28.21 224 0.875 0.875 bilinear
563 densenet169 levit_128s 91.930 8.070 98.100 98.070 1.900 1.930 14.15 7.78 224 0.875 0.900 bicubic
564 densenet169 91.920 8.080 98.100 1.900 14.15 224 0.875 bicubic
565 densenetblur121d 91.910 8.090 98.070 1.930 8.00 224 0.875 0.875 bicubic
566 tv_resnet50 91.890 91.900 8.110 8.100 98.040 1.960 25.56 224 0.875 0.875 bilinear
resnext26ts 91.870 8.130 97.920 2.080 10.30 256 0.900 bicubic
567 mixer_b16_224 91.870 8.130 97.250 2.750 59.88 224 0.875 0.875 bicubic
568 mobilenetv2_140 resnext26ts 91.840 91.870 8.160 8.130 97.850 97.920 2.150 2.080 6.11 10.30 224 256 0.875 0.900 bicubic
mixnet_s 91.830 8.170 97.690 2.310 4.13 224 0.875 bicubic
569 xcit_nano_12_p16_384_dist 91.830 8.170 98.020 1.980 3.05 384 1.000 1.000 bicubic
570 hardcorenas_b mobilenetv2_140 91.780 91.830 8.220 8.170 97.780 97.850 2.220 2.150 5.18 6.11 224 0.875 0.875 bilinear bicubic
571 mixnet_s 91.820 8.180 97.690 2.310 4.13 224 0.875 bicubic
572 vit_tiny_patch16_224 91.770 8.230 98.040 1.960 5.72 224 0.900 0.900 bicubic
573 regnety_008 mobilevitv2_075 91.720 91.760 8.280 8.240 98.180 97.860 1.820 2.140 6.26 2.87 224 256 0.875 0.888 bicubic
574 hardcorenas_b 91.760 8.240 97.780 2.220 5.18 224 0.875 bilinear
575 resnest14d 91.720 8.280 97.870 2.130 10.61 224 0.875 0.875 bilinear
576 regnety_008 91.720 8.280 98.180 1.820 6.26 224 0.875 bicubic
577 densenet121 91.580 8.420 98.030 1.970 7.98 224 0.875 0.875 bicubic
578 tf_mixnet_s 91.510 8.490 97.620 97.610 2.380 2.390 4.13 224 0.875 0.875 bicubic
579 repvgg_b0 91.430 91.400 8.570 8.600 97.990 2.010 15.82 224 0.875 0.875 bilinear
580 regnety_006 91.380 91.370 8.620 8.630 97.710 2.290 6.06 224 0.875 0.875 bicubic
581 hardcorenas_a 91.350 8.650 97.860 2.140 5.26 224 0.875 0.875 bilinear
582 mobilenetv3_large_100 91.330 8.670 97.710 97.720 2.290 2.280 5.48 224 0.875 0.875 bicubic
583 semnasnet_100 91.270 91.280 8.730 8.720 97.560 2.440 3.89 224 0.875 0.875 bicubic
584 tf_mobilenetv3_large_100 91.240 91.220 8.760 8.780 97.660 2.340 5.48 224 0.875 0.875 bilinear
585 mobilenetv3_rw 91.210 8.790 97.660 2.340 5.48 224 0.875 0.875 bicubic
586 hrnet_w18_small_v2 91.190 8.810 97.900 2.100 15.60 224 0.875 0.875 bilinear
587 efficientnet_es_pruned 91.180 8.820 97.750 2.250 5.44 224 0.875 0.875 bicubic
588 resnet34 91.130 8.870 97.620 2.380 21.80 224 0.875 0.875 bilinear
efficientnet_lite0 91.120 8.880 97.620 2.380 4.65 224 0.875 bicubic
589 resnet26 91.120 8.880 97.750 2.250 16.00 224 0.875 0.875 bicubic
590 efficientnet_lite0 91.110 8.890 97.630 2.370 4.65 224 0.875 bicubic
591 edgenext_x_small 91.090 8.910 97.550 2.450 2.34 256 0.900 bicubic
592 regnetx_008 91.050 8.950 97.710 2.290 7.26 224 0.875 0.875 bicubic
593 tf_efficientnet_lite0 91.050 91.040 8.950 8.960 97.590 2.410 4.65 224 0.875 0.875 bicubic
594 xcit_nano_12_p8_224 91.020 8.980 97.790 2.210 3.05 224 1.000 1.000 bicubic
gluon_resnet34_v1b 90.960 9.040 97.640 2.360 21.80 224 0.875 bicubic
595 mobilenetv2_110d 90.960 9.040 97.560 2.440 4.52 224 0.875 0.875 bicubic
596 tinynet_b gluon_resnet34_v1b 90.930 90.960 9.070 9.040 97.670 97.640 2.330 2.360 3.73 21.80 188 224 0.875 0.875 bicubic
597 legacy_seresnet34 tinynet_b 90.900 90.920 9.100 9.080 97.580 97.670 2.420 2.330 21.96 3.73 224 188 0.875 0.875 bilinear bicubic
598 pit_ti_distilled_224 90.900 9.100 97.720 2.280 5.10 224 0.900 0.900 bicubic
599 legacy_seresnet34 90.900 9.100 97.580 2.420 21.96 224 0.875 bilinear
600 tv_densenet121 90.890 9.110 97.710 2.290 7.98 224 0.875 0.875 bicubic
601 mobilevit_xs 90.840 90.820 9.160 9.180 97.920 2.080 2.32 256 0.900 0.900 bicubic
602 dla34 90.770 90.780 9.230 9.220 97.660 2.340 15.74 224 0.875 0.875 bilinear
deit_tiny_distilled_patch16_224 90.710 9.290 97.570 2.430 5.91 224 0.900 bicubic
603 fbnetc_100 90.710 9.290 97.210 2.790 5.57 224 0.875 0.875 bilinear
604 deit_tiny_distilled_patch16_224 90.710 9.290 97.570 2.430 5.91 224 0.900 bicubic
605 swsl_resnet18 90.690 9.310 97.700 2.300 11.69 224 0.875 0.875 bilinear
606 crossvit_9_240 convit_tiny 90.650 90.640 9.350 9.360 97.740 2.260 8.55 5.71 240 224 0.875 0.875 bicubic
607 convit_tiny crossvit_9_240 90.650 90.630 9.350 9.370 97.740 2.260 5.71 8.55 224 240 0.875 0.875 bicubic
608 regnety_004 90.510 9.490 97.540 2.460 4.34 224 0.875 bicubic
609 mnasnet_100 90.510 9.490 97.470 2.530 4.38 224 0.875 0.875 bicubic
610 regnety_004 regnetx_006 90.490 90.360 9.510 9.640 97.540 97.430 2.460 2.570 4.34 6.20 224 0.875 0.875 bicubic
611 regnetx_006 spnasnet_100 90.350 90.340 9.650 9.660 97.440 97.190 2.560 2.810 6.20 4.42 224 0.875 0.875 bicubic bilinear
spnasnet_100 90.350 9.650 97.190 2.810 4.42 224 0.875 bilinear
612 crossvit_tiny_240 90.240 9.760 97.590 2.410 7.01 240 0.875 0.875 bicubic
613 ssl_resnet18 90.220 90.210 9.780 9.790 97.550 2.450 11.69 224 0.875 0.875 bilinear
614 vgg16_bn 90.090 9.910 97.370 2.630 138.37 224 0.875 0.875 bilinear
615 vgg19_bn 90.080 9.920 97.580 2.420 143.68 224 0.875 0.875 bilinear
616 semnasnet_075 90.070 90.060 9.930 9.940 97.430 2.570 2.91 224 0.875 0.875 bicubic
617 ghostnet_100 90.030 9.970 97.370 2.630 5.18 224 0.875 0.875 bilinear
618 pit_ti_224 89.950 10.050 97.450 97.440 2.550 2.560 4.85 224 0.900 0.900 bicubic
619 tv_resnet34 89.930 10.070 97.340 2.660 21.80 224 0.875 0.875 bilinear
620 vit_base_patch32_224_sam 89.750 10.250 97.000 3.000 88.22 224 0.900 0.900 bicubic
621 deit_tiny_patch16_224 xcit_nano_12_p16_224_dist 89.680 89.690 10.320 10.310 97.450 97.100 2.550 2.900 5.72 3.05 224 0.900 1.000 bicubic
622 tf_mobilenetv3_large_075 89.680 10.320 97.210 2.790 3.99 224 0.875 0.875 bilinear
623 xcit_nano_12_p16_224_dist deit_tiny_patch16_224 89.680 89.660 10.320 10.340 97.090 97.450 2.910 2.550 3.05 5.72 224 1.000 0.900 bicubic
624 skresnet18 89.660 10.340 97.230 97.240 2.770 2.760 11.96 224 0.875 0.875 bicubic
625 mobilenetv2_100 89.610 10.390 97.150 2.850 3.50 224 0.875 0.875 bicubic
626 resnet18d 89.270 89.280 10.730 10.720 97.140 2.860 11.71 224 0.875 0.875 bicubic
627 vit_tiny_r_s16_p8_224 89.180 10.820 97.230 2.770 6.34 224 0.900 0.900 bicubic
hrnet_w18_small 89.050 10.950 97.110 2.890 13.19 224 0.875 bilinear
628 vgg19 89.040 10.960 96.870 3.130 143.67 224 0.875 0.875 bilinear
629 tf_mobilenetv3_large_minimal_100 resnet14t 88.960 89.040 11.040 10.960 96.860 96.600 3.140 3.400 3.92 10.08 224 0.875 0.950 bilinear
630 hrnet_w18_small 89.030 10.970 97.110 2.890 13.19 224 0.875 bilinear
631 tf_mobilenetv3_large_minimal_100 88.970 11.030 96.850 3.150 3.92 224 0.875 bilinear
632 regnetx_004 88.900 11.100 97.120 2.880 5.16 224 0.875 0.875 bicubic
633 legacy_seresnet18 88.880 11.120 96.980 3.020 11.78 224 0.875 0.875 bicubic
634 lcnet_100 88.800 88.790 11.200 11.210 96.730 3.270 2.95 224 0.875 0.875 bicubic
635 vgg13_bn 88.760 11.240 96.970 3.030 133.05 224 0.875 0.875 bilinear
636 xcit_nano_12_p16_224 88.610 11.390 96.790 3.210 3.05 224 1.000 1.000 bicubic
637 vgg16 88.550 11.450 96.790 3.210 138.36 224 0.875 0.875 bilinear
638 gluon_resnet18_v1b 88.400 11.600 96.680 3.320 11.69 224 0.875 0.875 bicubic
639 tinynet_c edgenext_xx_small 87.770 88.350 12.230 11.650 96.370 96.520 3.630 3.480 2.46 1.33 184 256 0.875 0.900 bicubic
640 mobilevitv2_050 88.230 11.770 96.990 3.010 1.37 256 0.888 bicubic
641 tinynet_c 87.780 12.220 96.370 3.630 2.46 184 0.875 bicubic
642 vgg11_bn 87.500 12.500 96.820 3.180 132.87 224 0.875 0.875 bilinear
643 resnet18 87.390 12.610 96.290 3.710 11.69 224 0.875 0.875 bilinear
644 regnety_002 87.380 12.620 96.590 3.410 3.16 224 0.875 0.875 bicubic
645 mobilevit_xxs 87.190 12.810 96.100 3.900 1.27 256 0.900 0.900 bicubic
646 mixer_l16_224 87.150 87.140 12.850 12.860 93.510 93.520 6.490 6.480 208.20 224 0.875 0.875 bicubic
647 vgg13 87.050 12.950 96.320 3.680 133.05 224 0.875 0.875 bilinear
648 vgg11 86.550 13.450 96.280 3.720 132.86 224 0.875 0.875 bilinear
649 dla60x_c 86.290 86.270 13.710 13.730 96.160 96.170 3.840 3.830 1.32 224 0.875 0.875 bilinear
650 regnetx_002 resnet10t 86.190 86.210 13.810 13.790 95.980 95.660 4.020 4.340 2.68 5.44 224 0.875 0.950 bicubic bilinear
651 lcnet_075 regnetx_002 85.990 86.200 14.010 13.800 95.680 95.980 4.320 4.020 2.36 2.68 224 0.875 0.875 bicubic
652 mobilenetv3_small_100 lcnet_075 85.220 85.990 14.780 14.010 95.620 95.690 4.380 4.310 2.54 2.36 224 0.875 0.875 bicubic
653 tf_mobilenetv3_small_100 mobilenetv3_small_100 85.210 85.220 14.790 14.780 95.770 95.630 4.230 4.370 2.54 224 0.875 0.875 bilinear bicubic
654 tinynet_d tf_mobilenetv3_small_100 84.750 85.190 15.250 14.810 95.180 95.770 4.820 4.230 2.34 2.54 152 224 0.875 0.875 bicubic bilinear
655 tinynet_d 84.760 15.240 95.180 4.820 2.34 152 0.875 bicubic
656 mnasnet_small 84.440 15.560 95.180 4.820 2.03 224 0.875 0.875 bicubic
657 dla46x_c 84.250 15.750 95.270 95.260 4.730 4.740 1.07 224 0.875 0.875 bilinear
658 mobilenetv2_050 83.890 16.110 94.710 94.720 5.290 5.280 1.97 224 0.875 0.875 bicubic
659 dla46_c 83.650 83.640 16.350 16.360 94.920 5.080 1.30 224 0.875 0.875 bilinear
660 tf_mobilenetv3_small_075 83.510 83.520 16.490 16.480 94.800 5.200 2.04 224 0.875 0.875 bilinear
661 mobilenetv3_small_075 83.040 16.960 94.090 94.100 5.910 5.900 2.04 224 0.875 0.875 bicubic
662 lcnet_050 81.780 18.220 93.710 93.720 6.290 6.280 1.88 224 0.875 0.875 bicubic
663 tf_mobilenetv3_small_minimal_100 81.380 81.400 18.620 18.600 93.670 93.680 6.330 6.320 2.04 224 0.875 0.875 bilinear
664 tinynet_e 78.900 21.100 92.560 7.440 2.04 106 0.875 0.875 bicubic
665 mobilenetv3_small_050 76.990 23.010 91.300 8.700 1.59 224 0.875 0.875 bicubic

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model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation
beit_large_patch16_384,97.810,2.190,99.790,0.210,305.00,384,1.000,bicubic
tf_efficientnet_l2_ns,97.780,2.220,99.890,0.110,480.31,800,0.960,bicubic
beit_large_patch16_512,97.780,2.220,99.820,0.180,305.67,512,1.000,bicubic
tf_efficientnet_l2_ns,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
deit3_large_patch16_384_in21ft1k,97.560,2.440,99.710,0.290,304.76,384,1.000,bicubic
convnext_xlarge_384_in22ft1k,97.550,2.450,99.800,0.200,350.20,384,1.000,bicubic
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_384,97.330,2.670,99.720,0.280,86.74,384,1.000,bicubic
deit3_large_patch16_224_in21ft1k,97.310,2.690,99.680,0.320,304.37,224,1.000,bicubic
convnext_base_384_in22ft1k,97.290,2.710,99.780,0.220,88.59,384,1.000,bicubic
volo_d5_512,97.290,2.710,99.760,0.240,296.09,512,1.150,bicubic
swinv2_large_window12to24_192to384_22kft1k,97.280,2.720,99.780,0.220,196.74,384,1.000,bicubic
convnext_large_in22ft1k,97.260,2.740,99.650,0.350,197.77,224,0.875,bicubic
swinv2_base_window12to24_192to384_22kft1k,97.260,2.740,99.790,0.210,87.92,384,1.000,bicubic
deit3_huge_patch14_224_in21ft1k,97.250,2.750,99.720,0.280,632.13,224,1.000,bicubic
convnext_xlarge_in22ft1k,97.240,2.760,99.730,0.270,350.20,224,0.875,bicubic
deit3_base_patch16_384_in21ft1k,97.240,2.760,99.670,0.330,86.88,384,1.000,bicubic
swinv2_large_window12to16_192to256_22kft1k,97.240,2.760,99.710,0.290,196.74,256,0.900,bicubic
volo_d5_448,97.240,2.760,99.740,0.260,295.91,448,1.150,bicubic
tf_efficientnet_b7_ns,97.200,2.800,99.700,0.300,66.35,600,0.949,bicubic
tf_efficientnet_b7_ns,97.190,2.810,99.700,0.300,66.35,600,0.949,bicubic
swin_large_patch4_window12_384,97.180,2.820,99.680,0.320,196.74,384,1.000,bicubic
tf_efficientnetv2_xl_in21ft1k,97.150,2.850,99.620,0.380,208.12,512,1.000,bicubic
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_224,97.080,2.920,99.610,0.390,86.58,224,0.900,bicubic
convnext_small_384_in22ft1k,97.090,2.910,99.690,0.310,50.22,384,1.000,bicubic
vit_base_patch8_224,97.080,2.920,99.620,0.380,86.58,224,0.900,bicubic
volo_d4_448,97.070,2.930,99.750,0.250,193.41,448,1.150,bicubic
volo_d3_448,97.020,2.980,99.680,0.320,86.63,448,1.000,bicubic
swinv2_base_window12to16_192to256_22kft1k,97.060,2.940,99.660,0.340,87.92,256,0.900,bicubic
vit_base_patch16_384,97.020,2.980,99.710,0.290,86.86,384,1.000,bicubic
volo_d3_448,97.020,2.980,99.680,0.320,86.63,448,1.000,bicubic
tf_efficientnet_b6_ns,97.020,2.980,99.710,0.290,43.04,528,0.942,bicubic
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
ig_resnext101_32x48d,96.970,3.030,99.670,0.330,828.41,224,0.875,bilinear
swin_large_patch4_window7_224,96.950,3.050,99.660,0.340,196.53,224,0.900,bicubic
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
resnetv2_152x4_bitm,96.880,3.120,99.660,0.340,936.53,480,1.000,bilinear
volo_d5_224,96.880,3.120,99.670,0.330,295.46,224,0.960,bicubic
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
deit3_base_patch16_224_in21ft1k,96.870,3.130,99.620,0.380,86.59,224,1.000,bicubic
tf_efficientnet_b5_ns,96.870,3.130,99.640,0.360,30.39,456,0.934,bicubic
deit3_large_patch16_384,96.850,3.150,99.620,0.380,304.76,384,1.000,bicubic
convnext_base_in22ft1k,96.840,3.160,99.650,0.350,88.59,224,0.875,bicubic
cait_m36_384,96.830,3.170,99.660,0.340,271.22,384,1.000,bicubic
xcit_small_24_p8_384_dist,96.820,3.180,99.630,0.370,47.63,384,1.000,bicubic
dm_nfnet_f5,96.810,3.190,99.670,0.330,377.21,544,0.954,bicubic
xcit_small_24_p8_384_dist,96.810,3.190,99.630,0.370,47.63,384,1.000,bicubic
dm_nfnet_f4,96.780,3.220,99.620,0.380,316.07,512,0.951,bicubic
ig_resnext101_32x32d,96.780,3.220,99.530,0.470,468.53,224,0.875,bilinear
xcit_medium_24_p8_384_dist,96.780,3.220,99.610,0.390,84.32,384,1.000,bicubic
volo_d4_224,96.780,3.220,99.670,0.330,192.96,224,0.960,bicubic
dm_nfnet_f4,96.780,3.220,99.620,0.380,316.07,512,0.951,bicubic
xcit_medium_24_p8_384_dist,96.780,3.220,99.610,0.390,84.32,384,1.000,bicubic
xcit_large_24_p8_384_dist,96.760,3.240,99.560,0.440,188.93,384,1.000,bicubic
dm_nfnet_f3,96.730,3.270,99.630,0.370,254.92,416,0.940,bicubic
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
volo_d2_384,96.710,3.290,99.600,0.400,58.87,384,1.000,bicubic
xcit_medium_24_p16_384_dist,96.700,3.300,99.600,0.400,84.40,384,1.000,bicubic
tf_efficientnet_b4_ns,96.710,3.290,99.640,0.360,19.34,380,0.922,bicubic
tf_efficientnet_b8,96.700,3.300,99.530,0.470,87.41,672,0.954,bicubic
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
deit3_small_patch16_384_in21ft1k,96.670,3.330,99.640,0.360,22.21,384,1.000,bicubic
beit_base_patch16_224,96.660,3.340,99.660,0.340,86.53,224,0.900,bicubic
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_b7,96.580,3.420,99.520,0.480,66.35,600,0.949,bicubic
deit3_huge_patch14_224,96.580,3.420,99.520,0.480,632.13,224,0.900,bicubic
cait_s24_384,96.570,3.430,99.550,0.450,47.06,384,1.000,bicubic
xcit_small_24_p8_224_dist,96.550,3.450,99.570,0.430,47.63,224,1.000,bicubic
tf_efficientnet_b8_ap,96.550,3.450,99.540,0.460,87.41,672,0.954,bicubic
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,96.520,3.480,99.510,0.490,84.32,224,1.000,bicubic
resnetv2_152x2_bitm,96.520,3.480,99.590,0.410,236.34,448,1.000,bilinear
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
volo_d1_384,96.470,3.530,99.550,0.450,26.78,384,1.000,bicubic
ecaresnet269d,96.460,3.540,99.610,0.390,102.09,352,1.000,bicubic
dm_nfnet_f2,96.460,3.540,99.540,0.460,193.78,352,0.920,bicubic
eca_nfnet_l2,96.450,3.550,99.630,0.370,56.72,384,1.000,bicubic
convnext_small_in22ft1k,96.460,3.540,99.470,0.530,50.22,224,0.875,bicubic
eca_nfnet_l2,96.450,3.550,99.620,0.380,56.72,384,1.000,bicubic
vit_base_r50_s16_384,96.450,3.550,99.660,0.340,98.95,384,1.000,bicubic
ig_resnext101_32x16d,96.440,3.560,99.540,0.460,194.03,224,0.875,bilinear
volo_d3_224,96.440,3.560,99.620,0.380,86.33,224,0.960,bicubic
ig_resnext101_32x16d,96.440,3.560,99.540,0.460,194.03,224,0.875,bilinear
seresnextaa101d_32x8d,96.420,3.580,99.520,0.480,93.59,288,1.000,bicubic
volo_d2_224,96.420,3.580,99.500,0.500,58.68,224,0.960,bicubic
resnetrs420,96.400,3.600,99.540,0.460,191.89,416,1.000,bicubic
resnetrs420,96.410,3.590,99.540,0.460,191.89,416,1.000,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
seresnext101d_32x8d,96.360,3.640,99.470,0.530,93.59,288,1.000,bicubic
tf_efficientnet_b7_ap,96.350,3.650,99.590,0.410,66.35,600,0.949,bicubic
resmlp_big_24_224_in22ft1k,96.350,3.650,99.520,0.480,129.14,224,0.875,bicubic
resnetrs200,96.340,3.660,99.550,0.450,93.21,320,1.000,bicubic
xcit_small_24_p16_384_dist,96.340,3.660,99.580,0.420,47.67,384,1.000,bicubic
resnetrs200,96.340,3.660,99.550,0.450,93.21,320,1.000,bicubic
regnetz_040h,96.330,3.670,99.520,0.480,28.94,320,1.000,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,96.320,3.680,99.500,0.500,189.10,224,1.000,bicubic
@ -89,503 +105,561 @@ 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,96.260,3.740,99.410,0.590,84.40,224,1.000,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
resnetv2_101x3_bitm,96.250,3.750,99.590,0.410,387.93,448,1.000,bilinear
xcit_tiny_24_p8_384_dist,96.240,3.760,99.440,0.560,12.11,384,1.000,bicubic
swsl_resnext101_32x8d,96.240,3.760,99.590,0.410,88.79,224,0.875,bilinear
xcit_tiny_24_p8_384_dist,96.230,3.770,99.440,0.560,12.11,384,1.000,bicubic
resnetrs350,96.240,3.760,99.470,0.530,163.96,384,1.000,bicubic
deit3_base_patch16_384,96.230,3.770,99.400,0.600,86.88,384,1.000,bicubic
regnetz_d8_evos,96.220,3.780,99.490,0.510,23.46,320,0.950,bicubic
resnetv2_152x2_bit_teacher_384,96.190,3.810,99.500,0.500,236.34,384,1.000,bicubic
deit3_large_patch16_224,96.190,3.810,99.300,0.700,304.37,224,0.900,bicubic
vit_large_r50_s32_224,96.180,3.820,99.540,0.460,328.99,224,0.900,bicubic
regnetz_040,96.180,3.820,99.510,0.490,27.12,320,1.000,bicubic
vit_large_r50_s32_224,96.180,3.820,99.530,0.470,328.99,224,0.900,bicubic
crossvit_18_dagger_408,96.140,3.860,99.470,0.530,44.61,408,1.000,bicubic
swinv2_base_window16_256,96.170,3.830,99.400,0.600,87.92,256,0.900,bicubic
convnext_tiny_384_in22ft1k,96.170,3.830,99.480,0.520,28.59,384,1.000,bicubic
crossvit_18_dagger_408,96.130,3.870,99.470,0.530,44.61,408,1.000,bicubic
seresnext101_32x8d,96.130,3.870,99.360,0.640,93.57,288,1.000,bicubic
resnest269e,96.120,3.880,99.520,0.480,110.93,416,0.928,bicubic
resnet200d,96.110,3.890,99.460,0.540,64.69,320,1.000,bicubic
tf_efficientnet_b3_ns,96.100,3.900,99.480,0.520,12.23,300,0.904,bicubic
xcit_large_24_p8_224,96.080,3.920,99.150,0.850,188.93,224,1.000,bicubic
tf_efficientnet_b5_ap,96.080,3.920,99.540,0.460,30.39,456,0.934,bicubic
xcit_large_24_p8_224,96.080,3.920,99.150,0.850,188.93,224,1.000,bicubic
pit_b_distilled_224,96.070,3.930,99.380,0.620,74.79,224,0.900,bicubic
resnest200e,96.070,3.930,99.480,0.520,70.20,320,0.909,bicubic
swinv2_small_window16_256,96.070,3.930,99.340,0.660,49.73,256,0.900,bicubic
swinv2_base_window8_256,96.070,3.930,99.420,0.580,87.92,256,0.900,bicubic
resnetrs270,96.060,3.940,99.480,0.520,129.86,352,1.000,bicubic
vit_small_r26_s32_384,96.060,3.940,99.550,0.450,36.47,384,1.000,bicubic
swsl_resnext101_32x4d,96.050,3.950,99.530,0.470,44.18,224,0.875,bilinear
swin_s3_base_224,96.040,3.960,99.350,0.650,71.13,224,0.900,bicubic
swsl_resnext101_32x4d,96.040,3.960,99.530,0.470,44.18,224,0.875,bilinear
vit_base_patch16_224_miil,96.030,3.970,99.350,0.650,86.54,224,0.875,bilinear
volo_d1_224,96.030,3.970,99.390,0.610,26.63,224,0.960,bicubic
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
regnetz_d8,96.010,3.990,99.520,0.480,23.37,320,1.000,bicubic
tf_efficientnet_b5,95.980,4.020,99.450,0.550,30.39,456,0.934,bicubic
cait_xs24_384,96.010,3.990,99.430,0.570,26.67,384,1.000,bicubic
vit_small_patch16_384,95.980,4.020,99.590,0.410,22.20,384,1.000,bicubic
tf_efficientnet_b5,95.980,4.020,99.450,0.550,30.39,456,0.934,bicubic
resnetrs152,95.960,4.040,99.380,0.620,86.62,320,1.000,bicubic
xcit_small_12_p8_224_dist,95.960,4.040,99.420,0.580,26.21,224,1.000,bicubic
convnext_base,95.940,4.060,99.380,0.620,88.59,224,0.875,bicubic
ig_resnext101_32x8d,95.940,4.060,99.380,0.620,88.79,224,0.875,bilinear
eca_nfnet_l1,95.930,4.070,99.490,0.510,41.41,320,1.000,bicubic
convnext_base,95.940,4.060,99.380,0.620,88.59,224,0.875,bicubic
eca_nfnet_l1,95.940,4.060,99.490,0.510,41.41,320,1.000,bicubic
xcit_small_24_p8_224,95.910,4.090,99.180,0.820,47.63,224,1.000,bicubic
vit_base_patch32_384,95.900,4.100,99.440,0.560,88.30,384,1.000,bicubic
regnety_160,95.880,4.120,99.560,0.440,83.59,288,1.000,bicubic
regnetz_d32,95.870,4.130,99.430,0.570,27.58,320,0.950,bicubic
resmlp_big_24_distilled_224,95.870,4.130,99.440,0.560,129.14,224,0.875,bicubic
resnet152d,95.870,4.130,99.430,0.570,60.21,320,1.000,bicubic
sequencer2d_l,95.870,4.130,99.470,0.530,54.30,224,0.875,bicubic
xcit_medium_24_p8_224,95.870,4.130,99.080,0.920,84.32,224,1.000,bicubic
regnetz_d32,95.860,4.140,99.430,0.570,27.58,320,0.950,bicubic
regnety_080,95.850,4.150,99.440,0.560,39.18,288,1.000,bicubic
swin_s3_small_224,95.830,4.170,99.200,0.800,49.74,224,0.900,bicubic
swin_s3_small_224,95.840,4.160,99.200,0.800,49.74,224,0.900,bicubic
deit3_small_patch16_224_in21ft1k,95.820,4.180,99.400,0.600,22.06,224,1.000,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
xcit_small_24_p16_224_dist,95.790,4.210,99.350,0.650,47.67,224,1.000,bicubic
regnety_064,95.790,4.210,99.290,0.710,30.58,288,1.000,bicubic
deit3_base_patch16_224,95.780,4.220,99.270,0.730,86.59,224,0.900,bicubic
regnetv_064,95.770,4.230,99.420,0.580,30.58,288,1.000,bicubic
deit_base_distilled_patch16_224,95.750,4.250,99.280,0.720,87.34,224,0.900,bicubic
resnet101d,95.750,4.250,99.440,0.560,44.57,320,1.000,bicubic
resnetv2_152x2_bit_teacher,95.750,4.250,99.430,0.570,236.34,224,0.875,bicubic
xcit_small_12_p16_224_dist,95.740,4.260,99.300,0.700,26.25,224,1.000,bicubic
xcit_small_12_p16_224_dist,95.730,4.270,99.300,0.700,26.25,224,1.000,bicubic
swinv2_small_window8_256,95.730,4.270,99.360,0.640,49.73,256,0.900,bicubic
regnetv_040,95.730,4.270,99.380,0.620,20.64,288,1.000,bicubic
swin_small_patch4_window7_224,95.720,4.280,99.290,0.710,49.61,224,0.900,bicubic
convnext_tiny_in22ft1k,95.730,4.270,99.360,0.640,28.59,224,0.875,bicubic
twins_pcpvt_large,95.720,4.280,99.490,0.510,60.99,224,0.900,bicubic
twins_svt_large,95.720,4.280,99.370,0.630,99.27,224,0.900,bicubic
swin_small_patch4_window7_224,95.720,4.280,99.290,0.710,49.61,224,0.900,bicubic
tf_efficientnetv2_s,95.710,4.290,99.400,0.600,21.46,384,1.000,bicubic
efficientnetv2_rw_s,95.700,4.300,99.380,0.620,23.94,384,1.000,bicubic
dm_nfnet_f0,95.690,4.310,99.330,0.670,71.49,256,0.900,bicubic
xception65,95.690,4.310,99.310,0.690,39.92,299,0.940,bicubic
xception65p,95.650,4.350,99.270,0.730,39.82,299,0.940,bicubic
dm_nfnet_f0,95.690,4.310,99.330,0.670,71.49,256,0.900,bicubic
swinv2_cr_small_ns_224,95.690,4.310,99.310,0.690,49.70,224,0.900,bicubic
xception65p,95.660,4.340,99.270,0.730,39.82,299,0.940,bicubic
deit_base_patch16_384,95.650,4.350,99.240,0.760,86.86,384,1.000,bicubic
cait_s24_224,95.650,4.350,99.390,0.610,46.92,224,1.000,bicubic
cait_s24_224,95.640,4.360,99.390,0.610,46.92,224,1.000,bicubic
regnetz_c16_evos,95.630,4.370,99.420,0.580,13.49,320,0.950,bicubic
convnext_small,95.610,4.390,99.260,0.740,50.22,224,0.875,bicubic
swsl_resnext50_32x4d,95.600,4.400,99.440,0.560,25.03,224,0.875,bilinear
deit3_small_patch16_384,95.610,4.390,99.390,0.610,22.21,384,1.000,bicubic
swsl_resnext50_32x4d,95.610,4.390,99.440,0.560,25.03,224,0.875,bilinear
sequencer2d_m,95.600,4.400,99.270,0.730,38.31,224,0.875,bicubic
tf_efficientnet_b4,95.590,4.410,99.330,0.670,19.34,380,0.922,bicubic
resnet152,95.570,4.430,99.270,0.730,60.19,224,0.950,bicubic
twins_svt_base,95.570,4.430,99.230,0.770,56.07,224,0.900,bicubic
resnest101e,95.560,4.440,99.270,0.730,48.28,256,0.875,bilinear
jx_nest_base,95.540,4.460,99.300,0.700,67.72,224,0.875,bicubic
resnet152,95.550,4.450,99.260,0.740,60.19,224,0.950,bicubic
resnext101_64x4d,95.540,4.460,99.290,0.710,83.46,288,1.000,bicubic
jx_nest_base,95.540,4.460,99.300,0.700,67.72,224,0.875,bicubic
efficientnet_b4,95.530,4.470,99.400,0.600,19.34,384,1.000,bicubic
jx_nest_small,95.530,4.470,99.210,0.790,38.35,224,0.875,bicubic
jx_nest_small,95.530,4.470,99.220,0.780,38.35,224,0.875,bicubic
tf_efficientnet_b2_ns,95.520,4.480,99.340,0.660,9.11,260,0.890,bicubic
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
xcit_tiny_24_p16_384_dist,95.490,4.510,99.360,0.640,12.12,384,1.000,bicubic
regnety_032,95.480,4.520,99.320,0.680,19.44,288,1.000,bicubic
regnety_040,95.480,4.520,99.420,0.580,20.65,288,1.000,bicubic
xcit_tiny_24_p16_384_dist,95.480,4.520,99.360,0.640,12.12,384,1.000,bicubic
regnety_040,95.470,4.530,99.420,0.580,20.65,288,1.000,bicubic
sequencer2d_s,95.470,4.530,99.270,0.730,27.65,224,0.875,bicubic
xcit_tiny_24_p8_224_dist,95.460,4.540,99.360,0.640,12.11,224,1.000,bicubic
twins_pcpvt_base,95.460,4.540,99.390,0.610,43.83,224,0.900,bicubic
eca_nfnet_l0,95.450,4.550,99.390,0.610,24.14,288,1.000,bicubic
xcit_small_12_p8_224,95.420,4.580,99.200,0.800,26.21,224,1.000,bicubic
ssl_resnext101_32x16d,95.410,4.590,99.410,0.590,194.03,224,0.875,bilinear
regnetz_c16,95.400,4.600,99.310,0.690,13.46,320,0.940,bicubic
swinv2_cr_small_224,95.400,4.600,99.050,0.950,49.70,224,0.900,bicubic
tresnet_l_448,95.400,4.600,99.300,0.700,55.99,448,0.875,bilinear
resnetv2_50x1_bit_distilled,95.400,4.600,99.430,0.570,25.55,224,0.875,bicubic
regnetz_c16,95.390,4.610,99.310,0.690,13.46,320,0.940,bicubic
mobilevitv2_200_384_in22ft1k,95.390,4.610,99.280,0.720,18.45,384,1.000,bicubic
nfnet_l0,95.390,4.610,99.420,0.580,35.07,288,1.000,bicubic
resnetv2_50x1_bit_distilled,95.390,4.610,99.430,0.570,25.55,224,0.875,bicubic
tresnet_m,95.380,4.620,99.150,0.850,31.39,224,0.875,bilinear
pnasnet5large,95.360,4.640,99.130,0.870,86.06,331,0.911,bicubic
swinv2_tiny_window16_256,95.360,4.640,99.300,0.700,28.35,256,0.900,bicubic
xcit_tiny_12_p8_384_dist,95.340,4.660,99.340,0.660,6.71,384,1.000,bicubic
mobilevitv2_150_384_in22ft1k,95.340,4.660,99.130,0.870,10.59,384,1.000,bicubic
ssl_resnext101_32x8d,95.330,4.670,99.310,0.690,88.79,224,0.875,bilinear
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_relpos_medium_patch16_cls_224,95.300,4.700,99.090,0.910,38.76,224,0.900,bicubic
gc_efficientnetv2_rw_t,95.290,4.710,99.220,0.780,13.68,288,1.000,bicubic
cs3darknet_x,95.270,4.730,99.280,0.720,35.05,288,1.000,bicubic
resnetrs101,95.250,4.750,99.210,0.790,63.62,288,0.940,bicubic
vit_relpos_base_patch16_clsgap_224,95.250,4.750,99.200,0.800,86.43,224,0.900,bicubic
mobilevitv2_175_384_in22ft1k,95.240,4.760,99.380,0.620,14.25,384,1.000,bicubic
vit_large_patch32_384,95.240,4.760,99.320,0.680,306.63,384,1.000,bicubic
cait_xxs36_384,95.230,4.770,99.330,0.670,17.37,384,1.000,bicubic
cait_xxs36_384,95.220,4.780,99.320,0.680,17.37,384,1.000,bicubic
levit_384,95.210,4.790,99.160,0.840,39.13,224,0.900,bicubic
vit_relpos_medium_patch16_224,95.200,4.800,99.220,0.780,38.75,224,0.900,bicubic
swsl_resnet50,95.200,4.800,99.390,0.610,25.56,224,0.875,bilinear
resnet51q,95.200,4.800,99.280,0.720,35.70,288,1.000,bilinear
crossvit_18_dagger_240,95.190,4.810,99.120,0.880,44.27,240,0.875,bicubic
crossvit_18_dagger_240,95.180,4.820,99.120,0.880,44.27,240,0.875,bicubic
ecaresnet101d,95.160,4.840,99.230,0.770,44.57,224,0.875,bicubic
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
ssl_resnext101_32x4d,95.150,4.850,99.300,0.700,44.18,224,0.875,bilinear
efficientnet_b3,95.140,4.860,99.210,0.790,12.23,320,1.000,bicubic
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
poolformer_m48,95.130,4.870,99.120,0.880,73.47,224,0.950,bicubic
fbnetv3_g,95.130,4.870,99.200,0.800,16.62,288,0.950,bilinear
tf_efficientnetv2_b3,95.120,4.880,99.200,0.800,14.36,300,0.904,bicubic
poolformer_m48,95.130,4.870,99.120,0.880,73.47,224,0.950,bicubic
vit_relpos_base_patch16_224,95.130,4.870,99.300,0.700,86.43,224,0.900,bicubic
xcit_medium_24_p16_224,95.130,4.870,98.930,1.070,84.40,224,1.000,bicubic
vit_small_r26_s32_224,95.120,4.880,99.220,0.780,36.43,224,0.900,bicubic
cs3sedarknet_l,95.120,4.880,99.210,0.790,21.91,288,0.950,bicubic
resnetv2_50d_evos,95.120,4.880,99.230,0.770,25.59,288,0.950,bicubic
resnet61q,95.110,4.890,99.080,0.920,36.85,288,1.000,bicubic
convit_base,95.100,4.900,99.140,0.860,86.54,224,0.875,bicubic
tf_efficientnetv2_b3,95.120,4.880,99.200,0.800,14.36,300,0.904,bicubic
resnet61q,95.120,4.880,99.080,0.920,36.85,288,1.000,bicubic
resnetv2_50d_gn,95.100,4.900,99.060,0.940,25.57,288,0.950,bicubic
convit_base,95.100,4.900,99.140,0.860,86.54,224,0.875,bicubic
coat_lite_small,95.080,4.920,99.030,0.970,19.84,224,0.900,bicubic
xcit_small_24_p16_224,95.080,4.920,99.060,0.940,47.67,224,1.000,bicubic
ecaresnet50t,95.070,4.930,99.290,0.710,25.57,320,0.950,bicubic
xcit_small_24_p16_224,95.080,4.920,99.070,0.930,47.67,224,1.000,bicubic
crossvit_18_240,95.070,4.930,99.120,0.880,43.27,240,0.875,bicubic
vit_relpos_medium_patch16_rpn_224,95.070,4.930,99.190,0.810,38.73,224,0.900,bicubic
efficientnetv2_rw_t,95.070,4.930,99.220,0.780,13.65,288,1.000,bicubic
ecaresnet50t,95.070,4.930,99.290,0.710,25.57,320,0.950,bicubic
crossvit_base_240,95.070,4.930,98.980,1.020,105.03,240,0.875,bicubic
crossvit_18_240,95.070,4.930,99.120,0.880,43.27,240,0.875,bicubic
tresnet_xl,95.060,4.940,99.260,0.740,78.44,224,0.875,bilinear
xception41p,95.060,4.940,99.150,0.850,26.91,299,0.940,bicubic
mobilevitv2_200_in22ft1k,95.050,4.950,99.080,0.920,18.45,256,0.888,bicubic
swinv2_tiny_window8_256,95.030,4.970,99.170,0.830,28.35,256,0.900,bicubic
deit_base_patch16_224,95.010,4.990,98.980,1.020,86.57,224,0.900,bicubic
halo2botnet50ts_256,95.010,4.990,99.040,0.960,22.64,256,0.950,bicubic
poolformer_m36,95.010,4.990,99.100,0.900,56.17,224,0.950,bicubic
halo2botnet50ts_256,95.010,4.990,99.040,0.960,22.64,256,0.950,bicubic
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
resnet101,94.980,5.020,99.080,0.920,44.55,224,0.950,bicubic
tf_efficientnet_b3_ap,94.970,5.030,99.110,0.890,12.23,300,0.904,bicubic
convmixer_1536_20,94.970,5.030,99.170,0.830,51.63,224,0.960,bicubic
visformer_small,94.970,5.030,99.210,0.790,40.22,224,0.900,bicubic
convnext_tiny,94.960,5.040,99.200,0.800,28.59,224,0.875,bicubic
resnet101,94.960,5.040,99.080,0.920,44.55,224,0.950,bicubic
visformer_small,94.960,5.040,99.210,0.790,40.22,224,0.900,bicubic
jx_nest_tiny,94.950,5.050,99.100,0.900,17.06,224,0.875,bicubic
xcit_large_24_p16_224,94.950,5.050,98.830,1.170,189.10,224,1.000,bicubic
cait_xxs24_384,94.940,5.060,99.130,0.870,12.03,384,1.000,bicubic
resnetv2_101,94.930,5.070,99.130,0.870,44.54,224,0.950,bicubic
jx_nest_tiny,94.950,5.050,99.100,0.900,17.06,224,0.875,bicubic
gernet_l,94.930,5.070,99.200,0.800,31.08,256,0.875,bilinear
convit_small,94.920,5.080,99.100,0.900,27.78,224,0.875,bicubic
resnetv2_101,94.930,5.070,99.120,0.880,44.54,224,0.950,bicubic
cait_xxs24_384,94.930,5.070,99.140,0.860,12.03,384,1.000,bicubic
convit_small,94.920,5.080,99.110,0.890,27.78,224,0.875,bicubic
tf_efficientnet_b3,94.910,5.090,99.110,0.890,12.23,300,0.904,bicubic
swin_s3_tiny_224,94.910,5.090,99.160,0.840,28.33,224,0.900,bicubic
vit_srelpos_medium_patch16_224,94.900,5.100,99.200,0.800,38.74,224,0.900,bicubic
tresnet_l,94.900,5.100,99.030,0.970,55.99,224,0.875,bilinear
swin_s3_tiny_224,94.900,5.100,99.160,0.840,28.33,224,0.900,bicubic
xcit_tiny_24_p8_224,94.890,5.110,99.190,0.810,12.11,224,1.000,bicubic
mixer_b16_224_miil,94.880,5.120,99.080,0.920,59.88,224,0.875,bilinear
mixer_b16_224_miil,94.890,5.110,99.080,0.920,59.88,224,0.875,bilinear
vit_small_patch16_224,94.880,5.120,99.270,0.730,22.05,224,0.900,bicubic
resnetaa50,94.880,5.120,99.130,0.870,25.56,288,1.000,bicubic
tf_efficientnet_lite4,94.870,5.130,99.090,0.910,13.01,380,0.920,bilinear
tf_efficientnet_b1_ns,94.860,5.140,99.250,0.750,7.79,240,0.882,bicubic
edgenext_small,94.830,5.170,99.410,0.590,5.59,320,1.000,bicubic
vit_base_patch16_rpn_224,94.820,5.180,99.090,0.910,86.54,224,0.900,bicubic
xcit_small_12_p16_224,94.820,5.180,99.060,0.940,26.25,224,1.000,bicubic
seresnext50_32x4d,94.800,5.200,99.130,0.870,27.56,224,0.875,bicubic
seresnext50_32x4d,94.810,5.190,99.130,0.870,27.56,224,0.875,bicubic
cs3darknet_focus_l,94.790,5.210,99.150,0.850,21.15,288,0.950,bicubic
pit_b_224,94.790,5.210,98.820,1.180,73.76,224,0.900,bicubic
lamhalobotnet50ts_256,94.780,5.220,98.980,1.020,22.57,256,0.950,bicubic
mobilevitv2_175_in22ft1k,94.780,5.220,99.100,0.900,14.25,256,0.888,bicubic
twins_svt_small,94.770,5.230,99.080,0.920,24.06,224,0.900,bicubic
coat_mini,94.770,5.230,98.950,1.050,10.34,224,0.900,bicubic
lamhalobotnet50ts_256,94.770,5.230,98.980,1.020,22.57,256,0.950,bicubic
convnext_tiny_hnf,94.770,5.230,99.160,0.840,28.59,224,0.950,bicubic
twins_svt_small,94.770,5.230,99.080,0.920,24.06,224,0.900,bicubic
swinv2_cr_tiny_ns_224,94.760,5.240,99.110,0.890,28.33,224,0.900,bicubic
resnetv2_50x1_bitm,94.750,5.250,99.180,0.820,25.55,448,1.000,bilinear
pit_s_distilled_224,94.740,5.260,99.180,0.820,24.04,224,0.900,bicubic
xcit_tiny_12_p8_224_dist,94.730,5.270,99.180,0.820,6.71,224,1.000,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_resnet152_v1s,94.720,5.280,99.060,0.940,60.32,224,0.875,bicubic
crossvit_15_240,94.710,5.290,99.070,0.930,27.53,240,0.875,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
xcit_tiny_12_p8_224_dist,94.720,5.280,99.180,0.820,6.71,224,1.000,bicubic
resnest50d_4s2x40d,94.710,5.290,99.140,0.860,30.42,224,0.875,bicubic
gluon_senet154,94.710,5.290,98.970,1.030,115.09,224,0.875,bicubic
halonet50ts,94.710,5.290,98.830,1.170,22.73,256,0.940,bicubic
ssl_resnext50_32x4d,94.700,5.300,99.240,0.760,25.03,224,0.875,bilinear
mobilevitv2_150_in22ft1k,94.690,5.310,98.920,1.080,10.59,256,0.888,bicubic
vit_relpos_small_patch16_224,94.690,5.310,99.100,0.900,21.98,224,0.900,bicubic
deit3_small_patch16_224,94.690,5.310,98.750,1.250,22.06,224,0.900,bicubic
cs3darknet_l,94.680,5.320,99.220,0.780,21.16,288,0.950,bicubic
regnetz_b16,94.680,5.320,99.160,0.840,9.72,288,0.940,bicubic
efficientnet_el,94.670,5.330,99.130,0.870,10.59,300,0.904,bicubic
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
swin_tiny_patch4_window7_224,94.620,5.380,99.120,0.880,28.29,224,0.900,bicubic
tresnet_m_448,94.660,5.340,99.150,0.850,31.39,448,0.875,bilinear
rexnet_200,94.660,5.340,99.090,0.910,16.37,224,0.875,bicubic
gluon_seresnext101_64x4d,94.660,5.340,98.980,1.020,88.23,224,0.875,bicubic
poolformer_s36,94.620,5.380,99.050,0.950,30.86,224,0.900,bicubic
gcresnet50t,94.620,5.380,98.980,1.020,25.90,256,0.900,bicubic
deit_small_distilled_patch16_224,94.600,5.400,99.100,0.900,22.44,224,0.900,bicubic
resnest50d,94.620,5.380,99.030,0.970,27.48,224,0.875,bilinear
swin_tiny_patch4_window7_224,94.620,5.380,99.120,0.880,28.29,224,0.900,bicubic
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
deit_small_distilled_patch16_224,94.600,5.400,99.100,0.900,22.44,224,0.900,bicubic
crossvit_small_240,94.580,5.420,99.120,0.880,26.86,240,0.875,bicubic
efficientnet_b3_pruned,94.580,5.420,99.070,0.930,9.86,300,0.904,bicubic
tnt_s_patch16_224,94.580,5.420,99.180,0.820,23.76,224,0.900,bicubic
resnext50_32x4d,94.570,5.430,98.800,1.200,25.03,224,0.950,bicubic
resnext50_32x4d,94.580,5.420,98.800,1.200,25.03,224,0.950,bicubic
pit_s_224,94.580,5.420,98.930,1.070,23.46,224,0.900,bicubic
tnt_s_patch16_224,94.570,5.430,99.180,0.820,23.76,224,0.900,bicubic
lambda_resnet50ts,94.570,5.430,98.650,1.350,21.54,256,0.950,bicubic
repvgg_b3,94.560,5.440,98.910,1.090,123.09,224,0.875,bilinear
gernet_m,94.550,5.450,98.930,1.070,21.14,224,0.875,bilinear
resmlp_36_distilled_224,94.550,5.450,99.160,0.840,44.69,224,0.875,bicubic
vit_srelpos_small_patch16_224,94.550,5.450,99.140,0.860,21.97,224,0.900,bicubic
sehalonet33ts,94.540,5.460,98.760,1.240,13.69,256,0.940,bicubic
xcit_tiny_12_p16_384_dist,94.530,5.470,99.170,0.830,6.72,384,1.000,bicubic
haloregnetz_b,94.520,5.480,98.970,1.030,11.68,224,0.940,bicubic
regnety_320,94.520,5.480,99.170,0.830,145.05,224,0.875,bicubic
sehalonet33ts,94.520,5.480,98.750,1.250,13.69,256,0.940,bicubic
haloregnetz_b,94.520,5.480,98.960,1.040,11.68,224,0.940,bicubic
mobilevitv2_200,94.510,5.490,98.970,1.030,18.45,256,0.888,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
ecaresnet101d_pruned,94.460,5.540,99.090,0.910,24.88,224,0.875,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
levit_256,94.410,5.590,99.060,0.940,18.89,224,0.900,bicubic
gcresnext50ts,94.410,5.590,98.990,1.010,15.67,256,0.900,bicubic
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
nf_resnet50,94.390,5.610,99.070,0.930,25.56,288,0.940,bicubic
vit_base_patch32_224,94.390,5.610,99.060,0.940,88.22,224,0.900,bicubic
resnest50d_1s4x24d,94.380,5.620,99.070,0.930,25.68,224,0.875,bicubic
inception_v4,94.380,5.620,98.820,1.180,42.68,299,0.875,bicubic
efficientnet_b2,94.370,5.630,99.050,0.950,9.11,288,1.000,bicubic
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
tf_efficientnet_el,94.360,5.640,99.100,0.900,10.59,300,0.904,bicubic
edgenext_small_rw,94.360,5.640,99.040,0.960,7.83,320,1.000,bicubic
darknet53,94.360,5.640,99.050,0.950,41.61,288,1.000,bicubic
gluon_resnext101_64x4d,94.350,5.650,98.880,1.120,83.46,224,0.875,bicubic
inception_resnet_v2,94.340,5.660,98.800,1.200,55.84,299,0.897,bicubic
resmlp_24_distilled_224,94.340,5.660,99.090,0.910,30.02,224,0.875,bicubic
inception_resnet_v2,94.330,5.670,98.800,1.200,55.84,299,0.897,bicubic
poolformer_s24,94.330,5.670,99.060,0.940,21.39,224,0.900,bicubic
ssl_resnet50,94.310,5.690,99.150,0.850,25.56,224,0.875,bilinear
sebotnet33ts_256,94.310,5.690,98.590,1.410,13.70,256,0.940,bicubic
resmlp_big_24_224,94.270,5.730,98.820,1.180,129.14,224,0.875,bicubic
tf_efficientnet_b2_ap,94.270,5.730,98.950,1.050,9.11,260,0.890,bicubic
ssl_resnet50,94.320,5.680,99.150,0.850,25.56,224,0.875,bilinear
sebotnet33ts_256,94.310,5.690,98.600,1.400,13.70,256,0.940,bicubic
rexnet_150,94.280,5.720,99.080,0.920,9.73,224,0.875,bicubic
resnetv2_50,94.270,5.730,98.930,1.070,25.55,224,0.950,bicubic
seresnet33ts,94.270,5.730,98.780,1.220,19.78,256,0.900,bicubic
tf_efficientnet_b2_ap,94.270,5.730,98.950,1.050,9.11,260,0.890,bicubic
regnetx_120,94.260,5.740,99.190,0.810,46.11,224,0.875,bicubic
rexnet_150,94.260,5.740,99.080,0.920,9.73,224,0.875,bicubic
resmlp_big_24_224,94.260,5.740,98.820,1.180,129.14,224,0.875,bicubic
cspresnext50,94.240,5.760,99.050,0.950,20.57,256,0.887,bilinear
mixnet_xl,94.230,5.770,98.820,1.180,11.90,224,0.875,bicubic
regnetx_320,94.220,5.780,99.050,0.950,107.81,224,0.875,bicubic
mobilevitv2_175,94.230,5.770,98.930,1.070,14.25,256,0.888,bicubic
xcit_tiny_24_p16_224_dist,94.220,5.780,98.960,1.040,12.12,224,1.000,bicubic
tf_efficientnet_b2,94.210,5.790,99.030,0.970,9.11,260,0.890,bicubic
regnetx_320,94.220,5.780,99.050,0.950,107.81,224,0.875,bicubic
tf_efficientnet_b2,94.210,5.790,99.040,0.960,9.11,260,0.890,bicubic
darknetaa53,94.210,5.790,98.950,1.050,36.02,288,1.000,bilinear
ecaresnet50d,94.200,5.800,99.020,0.980,25.58,224,0.875,bicubic
dpn92,94.180,5.820,98.930,1.070,37.67,224,0.875,bicubic
gluon_resnet101_v1d,94.180,5.820,98.940,1.060,44.57,224,0.875,bicubic
resnet50_gn,94.180,5.820,98.920,1.080,25.56,224,0.940,bicubic
gluon_resnet101_v1d,94.170,5.830,98.940,1.060,44.57,224,0.875,bicubic
gluon_resnet101_v1s,94.170,5.830,99.010,0.990,44.67,224,0.875,bicubic
gluon_seresnext50_32x4d,94.170,5.830,98.910,1.090,27.56,224,0.875,bicubic
gluon_resnet101_v1s,94.170,5.830,99.010,0.990,44.67,224,0.875,bicubic
ecaresnetlight,94.140,5.860,98.950,1.050,30.16,224,0.875,bicubic
ens_adv_inception_resnet_v2,94.130,5.870,98.790,1.210,55.84,299,0.897,bicubic
tf_efficientnet_lite3,94.120,5.880,98.960,1.040,8.20,300,0.904,bilinear
gluon_resnext101_32x4d,94.120,5.880,98.940,1.060,44.18,224,0.875,bicubic
legacy_seresnext101_32x4d,94.120,5.880,98.970,1.030,48.96,224,0.875,bilinear
ens_adv_inception_resnet_v2,94.120,5.880,98.790,1.210,55.84,299,0.897,bicubic
gluon_resnext101_32x4d,94.120,5.880,98.930,1.070,44.18,224,0.875,bicubic
tf_efficientnet_lite3,94.110,5.890,98.960,1.040,8.20,300,0.904,bilinear
cspdarknet53,94.090,5.910,98.980,1.020,27.64,256,0.887,bilinear
efficientnet_el_pruned,94.090,5.910,99.020,0.980,10.59,300,0.904,bicubic
efficientnet_el_pruned,94.090,5.910,99.010,0.990,10.59,300,0.904,bicubic
seresnet50,94.080,5.920,98.950,1.050,28.09,224,0.875,bicubic
mobilevitv2_150,94.070,5.930,98.900,1.100,10.59,256,0.888,bicubic
resnet50d,94.070,5.930,98.920,1.080,25.58,224,0.875,bicubic
tf_efficientnetv2_b2,94.070,5.930,98.930,1.070,10.10,260,0.890,bicubic
tf_efficientnetv2_b2,94.060,5.940,98.930,1.070,10.10,260,0.890,bicubic
gluon_resnet152_v1b,94.030,5.970,98.750,1.250,60.19,224,0.875,bicubic
hrnet_w48,94.030,5.970,99.040,0.960,77.47,224,0.875,bilinear
hrnet_w48,94.030,5.970,99.030,0.970,77.47,224,0.875,bilinear
resnetrs50,94.020,5.980,98.850,1.150,35.69,224,0.910,bicubic
gluon_xception65,94.010,5.990,99.020,0.980,39.92,299,0.903,bicubic
regnety_120,94.010,5.990,99.040,0.960,51.82,224,0.875,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_224,93.980,6.020,98.960,1.040,22.05,224,0.900,bicubic
deit_small_patch16_224,93.990,6.010,98.960,1.040,22.05,224,0.900,bicubic
dpn107,93.960,6.040,98.830,1.170,86.92,224,0.875,bicubic
ecaresnet26t,93.950,6.050,98.920,1.080,16.01,320,0.950,bicubic
ecaresnet26t,93.960,6.040,98.920,1.080,16.01,320,0.950,bicubic
skresnext50_32x4d,93.950,6.050,98.830,1.170,27.48,224,0.875,bicubic
cait_xxs36_224,93.930,6.070,98.880,1.120,17.30,224,1.000,bicubic
dpn98,93.920,6.080,98.920,1.080,61.57,224,0.875,bicubic
resnet50,93.920,6.080,98.470,1.530,25.56,224,0.950,bicubic
cait_xxs36_224,93.930,6.070,98.890,1.110,17.30,224,1.000,bicubic
dpn98,93.930,6.070,98.920,1.080,61.57,224,0.875,bicubic
resnet50,93.930,6.070,98.470,1.530,25.56,224,0.950,bicubic
vit_base_patch16_224_sam,93.890,6.110,98.890,1.110,86.57,224,0.900,bicubic
gluon_resnet152_v1c,93.890,6.110,98.800,1.200,60.21,224,0.875,bicubic
regnetx_160,93.890,6.110,99.090,0.910,54.28,224,0.875,bicubic
vit_base_patch16_224_sam,93.890,6.110,98.890,1.110,86.57,224,0.900,bicubic
xception71,93.890,6.110,98.950,1.050,42.34,299,0.903,bicubic
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
nf_regnet_b1,93.880,6.120,98.750,1.250,10.22,288,0.900,bicubic
cspresnet50,93.860,6.140,98.860,1.140,21.62,256,0.887,bilinear
eca_resnet33ts,93.860,6.140,98.890,1.110,19.68,256,0.900,bicubic
ese_vovnet39b,93.850,6.150,98.900,1.100,24.57,224,0.875,bicubic
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
fbnetv3_d,93.850,6.150,98.910,1.090,10.31,256,0.950,bilinear
xcit_tiny_24_p16_224,93.840,6.160,98.760,1.240,12.12,224,1.000,bicubic
hrnet_w64,93.830,6.170,98.920,1.080,128.06,224,0.875,bilinear
gcresnet33ts,93.830,6.170,98.910,1.090,19.88,256,0.900,bicubic
resnext50d_32x4d,93.820,6.180,98.740,1.260,25.05,224,0.875,bicubic
ecaresnet50d_pruned,93.820,6.180,99.000,1.000,19.94,224,0.875,bicubic
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
repvgg_b2g4,93.820,6.180,98.930,1.070,61.76,224,0.875,bilinear
efficientnet_b2_pruned,93.800,6.200,98.910,1.090,8.31,260,0.890,bicubic
dla169,93.800,6.200,98.830,1.170,53.39,224,0.875,bilinear
dla169,93.790,6.210,98.830,1.170,53.39,224,0.875,bilinear
regnetx_080,93.790,6.210,98.900,1.100,39.57,224,0.875,bicubic
cspresnext50,93.780,6.220,98.840,1.160,20.57,224,0.875,bilinear
resnext101_32x8d,93.770,6.230,98.950,1.050,88.79,224,0.875,bilinear
gluon_resnet101_v1b,93.760,6.240,98.700,1.300,44.55,224,0.875,bicubic
dpn131,93.750,6.250,98.830,1.170,79.25,224,0.875,bicubic
tf_efficientnet_b0_ns,93.750,6.250,98.970,1.030,5.29,224,0.875,bicubic
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_2,93.730,6.270,98.810,1.190,126.89,224,0.875,bilinear
hrnet_w40,93.710,6.290,98.800,1.200,57.56,224,0.875,bilinear
levit_192,93.710,6.290,98.800,1.200,10.95,224,0.900,bicubic
resnetblur50,93.710,6.290,98.810,1.190,25.56,224,0.875,bicubic
levit_192,93.720,6.280,98.790,1.210,10.95,224,0.900,bicubic
wide_resnet101_2,93.720,6.280,98.810,1.190,126.89,224,0.875,bilinear
tf_efficientnet_b1,93.710,6.290,98.800,1.200,7.79,240,0.882,bicubic
tf_efficientnetv2_b1,93.710,6.290,98.820,1.180,8.14,240,0.882,bicubic
gluon_resnet101_v1c,93.690,6.310,98.760,1.240,44.57,224,0.875,bicubic
rexnet_130,93.680,6.320,98.710,1.290,7.56,224,0.875,bicubic
resnetblur50,93.710,6.290,98.810,1.190,25.56,224,0.875,bicubic
hrnet_w40,93.710,6.290,98.800,1.200,57.56,224,0.875,bilinear
gluon_resnet101_v1c,93.680,6.320,98.760,1.240,44.57,224,0.875,bicubic
rexnet_130,93.670,6.330,98.700,1.300,7.56,224,0.875,bicubic
regnetx_040,93.670,6.330,98.940,1.060,22.12,224,0.875,bicubic
resmlp_36_224,93.650,6.350,98.950,1.050,44.69,224,0.875,bicubic
gluon_resnext50_32x4d,93.650,6.350,98.690,1.310,25.03,224,0.875,bicubic
xception,93.640,6.360,98.760,1.240,22.86,299,0.897,bicubic
fbnetv3_b,93.640,6.360,98.910,1.090,8.60,256,0.950,bilinear
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
resnet33ts,93.630,6.370,98.760,1.240,19.68,256,0.900,bicubic
fbnetv3_b,93.630,6.370,98.910,1.090,8.60,256,0.950,bilinear
dpn68b,93.620,6.380,98.700,1.300,12.61,224,0.875,bicubic
regnetx_064,93.620,6.380,99.050,0.950,26.21,224,0.875,bicubic
halonet26t,93.610,6.390,98.640,1.360,12.48,256,0.950,bicubic
hrnet_w44,93.610,6.390,98.960,1.040,67.06,224,0.875,bilinear
halonet26t,93.600,6.400,98.640,1.360,12.48,256,0.950,bicubic
res2net50_26w_6s,93.600,6.400,98.750,1.250,37.05,224,0.875,bilinear
gluon_resnet50_v1s,93.590,6.410,98.840,1.160,25.68,224,0.875,bicubic
repvgg_b2,93.590,6.410,99.070,0.930,89.02,224,0.875,bilinear
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
tf_efficientnet_cc_b1_8e,93.570,6.430,98.690,1.310,39.72,240,0.882,bicubic
eca_halonext26ts,93.560,6.440,98.680,1.320,10.76,256,0.940,bicubic
resnet32ts,93.560,6.440,98.750,1.250,17.96,256,0.900,bicubic
dla60_res2next,93.550,6.450,98.780,1.220,17.03,224,0.875,bilinear
gluon_inception_v3,93.540,6.460,98.830,1.170,23.83,299,0.875,bicubic
res2net101_26w_4s,93.530,6.470,98.600,1.400,45.21,224,0.875,bilinear
gluon_resnet50_v1d,93.530,6.470,98.710,1.290,25.58,224,0.875,bicubic
res2net101_26w_4s,93.520,6.480,98.600,1.400,45.21,224,0.875,bilinear
coat_tiny,93.520,6.480,98.690,1.310,5.50,224,0.900,bicubic
dla102x,93.520,6.480,98.850,1.150,26.31,224,0.875,bilinear
dla102x,93.530,6.470,98.850,1.150,26.31,224,0.875,bilinear
gmlp_s16_224,93.510,6.490,98.780,1.220,19.42,224,0.875,bicubic
coat_tiny,93.510,6.490,98.690,1.310,5.50,224,0.900,bicubic
selecsls60b,93.500,6.500,98.840,1.160,32.77,224,0.875,bicubic
cait_xxs24_224,93.490,6.510,98.780,1.220,11.96,224,1.000,bicubic
cait_xxs24_224,93.490,6.510,98.770,1.230,11.96,224,1.000,bicubic
xception41,93.480,6.520,98.750,1.250,26.97,299,0.903,bicubic
mobilevitv2_125,93.460,6.540,98.860,1.140,7.48,256,0.888,bicubic
coat_lite_mini,93.460,6.540,98.780,1.220,11.01,224,0.900,bicubic
vit_tiny_patch16_384,93.450,6.550,98.830,1.170,5.79,384,1.000,bicubic
legacy_seresnet152,93.440,6.560,98.850,1.150,66.82,224,0.875,bilinear
res2net50_26w_8s,93.440,6.560,98.690,1.310,48.40,224,0.875,bilinear
resmlp_24_224,93.440,6.560,98.810,1.190,30.02,224,0.875,bicubic
botnet26t_256,93.430,6.570,98.660,1.340,12.49,256,0.950,bicubic
vit_tiny_patch16_384,93.440,6.560,98.830,1.170,5.79,384,1.000,bicubic
botnet26t_256,93.430,6.570,98.650,1.350,12.49,256,0.950,bicubic
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
res2net50_26w_8s,93.420,6.580,98.690,1.310,48.40,224,0.875,bilinear
legacy_seresnet152,93.430,6.570,98.850,1.150,66.82,224,0.875,bilinear
legacy_seresnext50_32x4d,93.420,6.580,98.800,1.200,27.56,224,0.875,bilinear
repvgg_b1,93.410,6.590,98.790,1.210,57.42,224,0.875,bilinear
lambda_resnet26t,93.400,6.600,98.730,1.270,10.96,256,0.940,bicubic
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
hrnet_w30,93.380,6.620,98.830,1.170,37.71,224,0.875,bilinear
dla60_res2net,93.370,6.630,98.840,1.160,20.85,224,0.875,bilinear
eca_botnext26ts_256,93.370,6.630,98.700,1.300,10.59,256,0.950,bicubic
xcit_tiny_12_p16_224_dist,93.350,6.650,98.740,1.260,6.72,224,1.000,bicubic
legacy_seresnet101,93.270,6.730,98.740,1.260,49.33,224,0.875,bilinear
xcit_nano_12_p8_384_dist,93.270,6.730,98.850,1.150,3.05,384,1.000,bicubic
mixnet_l,93.270,6.730,98.700,1.300,7.33,224,0.875,bicubic
legacy_seresnet101,93.270,6.730,98.740,1.260,49.33,224,0.875,bilinear
dla102,93.260,6.740,98.770,1.230,33.27,224,0.875,bilinear
xcit_nano_12_p8_384_dist,93.260,6.740,98.850,1.150,3.05,384,1.000,bicubic
cs3darknet_m,93.260,6.740,98.720,1.280,9.31,288,0.950,bicubic
tv_resnet152,93.250,6.750,98.750,1.250,60.19,224,0.875,bilinear
regnetx_032,93.250,6.750,98.730,1.270,15.30,224,0.875,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
pit_xs_distilled_224,93.240,6.760,98.820,1.180,11.00,224,0.900,bicubic
pit_xs_distilled_224,93.240,6.760,98.830,1.170,11.00,224,0.900,bicubic
tf_inception_v3,93.200,6.800,98.480,1.520,23.83,299,0.875,bicubic
dla60x,93.190,6.810,98.710,1.290,17.35,224,0.875,bilinear
res2net50_26w_4s,93.180,6.820,98.670,1.330,25.70,224,0.875,bilinear
tf_efficientnet_em,93.170,6.830,98.670,1.330,6.90,240,0.882,bicubic
mobilevit_s,93.160,6.840,98.780,1.220,5.58,256,0.900,bicubic
res2next50,93.140,6.860,98.650,1.350,24.67,224,0.875,bilinear
bat_resnext26ts,93.110,6.890,98.730,1.270,10.73,256,0.900,bicubic
tf_efficientnetv2_b0,93.060,6.940,98.700,1.300,7.14,224,0.875,bicubic
vit_relpos_base_patch32_plus_rpn_256,93.160,6.840,98.320,1.680,119.42,256,0.900,bicubic
mobilevit_s,93.160,6.840,98.770,1.230,5.58,256,0.900,bicubic
res2next50,93.160,6.840,98.650,1.350,24.67,224,0.875,bilinear
mobilevitv2_100,93.130,6.870,98.760,1.240,4.90,256,0.888,bicubic
cs3darknet_focus_m,93.110,6.890,98.740,1.260,9.30,288,0.950,bicubic
bat_resnext26ts,93.100,6.900,98.730,1.270,10.73,256,0.900,bicubic
tf_efficientnetv2_b0,93.060,6.940,98.690,1.310,7.14,224,0.875,bicubic
levit_128,93.050,6.950,98.700,1.300,9.21,224,0.900,bicubic
tf_mixnet_l,93.040,6.960,98.540,1.460,7.33,224,0.875,bicubic
levit_128,93.040,6.960,98.680,1.320,9.21,224,0.900,bicubic
efficientnet_b1,93.030,6.970,98.710,1.290,7.79,256,1.000,bicubic
res2net50_14w_8s,93.040,6.960,98.700,1.300,25.06,224,0.875,bilinear
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_b1,93.020,6.980,98.710,1.290,7.79,256,1.000,bicubic
adv_inception_v3,93.010,6.990,98.490,1.510,23.83,299,0.875,bicubic
selecsls60,93.010,6.990,98.830,1.170,30.67,224,0.875,bicubic
regnety_016,93.000,7.000,98.680,1.320,11.20,224,0.875,bicubic
selecsls60,93.000,7.000,98.830,1.170,30.67,224,0.875,bicubic
hardcorenas_f,92.980,7.020,98.620,1.380,8.20,224,0.875,bilinear
efficientnet_b1_pruned,92.970,7.030,98.520,1.480,6.33,240,0.882,bicubic
hrnet_w32,92.950,7.050,98.840,1.160,41.23,224,0.875,bilinear
hardcorenas_e,92.940,7.060,98.570,1.430,8.07,224,0.875,bilinear
hardcorenas_e,92.940,7.060,98.580,1.420,8.07,224,0.875,bilinear
efficientnet_es,92.920,7.080,98.690,1.310,5.44,224,0.875,bicubic
gluon_resnet50_v1c,92.920,7.080,98.700,1.300,25.58,224,0.875,bicubic
pit_xs_224,92.910,7.090,98.780,1.220,10.62,224,0.900,bicubic
gluon_resnet50_v1c,92.910,7.090,98.700,1.300,25.58,224,0.875,bicubic
tv_resnext50_32x4d,92.910,7.090,98.720,1.280,25.03,224,0.875,bilinear
densenet161,92.900,7.100,98.810,1.190,28.68,224,0.875,bicubic
inception_v3,92.900,7.100,98.330,1.670,23.83,299,0.875,bicubic
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
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
tf_efficientnet_cc_b0_8e,92.870,7.130,98.450,1.550,24.01,224,0.875,bicubic
coat_lite_tiny,92.860,7.140,98.640,1.360,5.72,224,0.900,bicubic
rexnet_100,92.840,7.160,98.620,1.380,4.80,224,0.875,bicubic
tf_efficientnet_cc_b0_4e,92.840,7.160,98.440,1.560,13.31,224,0.875,bicubic
rexnet_100,92.850,7.150,98.620,1.380,4.80,224,0.875,bicubic
tf_efficientnet_cc_b0_4e,92.830,7.170,98.440,1.560,13.31,224,0.875,bicubic
seresnext26t_32x4d,92.820,7.180,98.560,1.440,16.81,224,0.875,bicubic
seresnext26ts,92.820,7.180,98.600,1.400,10.39,256,0.900,bicubic
seresnext26t_32x4d,92.810,7.190,98.560,1.440,16.81,224,0.875,bicubic
tinynet_a,92.790,7.210,98.560,1.440,6.19,192,0.875,bicubic
tinynet_a,92.810,7.190,98.560,1.440,6.19,192,0.875,bicubic
res2net50_48w_2s,92.790,7.210,98.480,1.520,25.29,224,0.875,bilinear
hrnet_w18,92.760,7.240,98.660,1.340,21.30,224,0.875,bilinear
crossvit_9_dagger_240,92.760,7.240,98.510,1.490,8.78,240,0.875,bicubic
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
densenet201,92.700,7.300,98.650,1.350,20.01,224,0.875,bicubic
gmixer_24_224,92.680,7.320,98.280,1.720,24.72,224,0.875,bicubic
repvgg_a2,92.680,7.320,98.520,1.480,28.21,224,0.875,bilinear
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
dla60,92.660,7.340,98.630,1.370,22.04,224,0.875,bilinear
resnet34d,92.650,7.350,98.420,1.580,21.82,224,0.875,bicubic
tf_efficientnet_b0_ap,92.620,7.380,98.370,1.630,5.29,224,0.875,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
tf_efficientnet_lite2,92.600,7.400,98.550,1.450,6.09,260,0.890,bicubic
hardcorenas_d,92.600,7.400,98.430,1.570,7.50,224,0.875,bilinear
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
legacy_seresnext26_32x4d,92.590,7.410,98.410,1.590,16.79,224,0.875,bicubic
skresnet34,92.570,7.430,98.520,1.480,22.28,224,0.875,bicubic
gluon_resnet50_v1b,92.560,7.440,98.550,1.450,25.56,224,0.875,bicubic
regnetx_016,92.540,7.460,98.550,1.450,9.19,224,0.875,bicubic
regnetx_016,92.530,7.470,98.550,1.450,9.19,224,0.875,bicubic
selecsls42b,92.480,7.520,98.440,1.560,32.46,224,0.875,bicubic
efficientnet_b0,92.480,7.520,98.680,1.320,5.29,224,0.875,bicubic
gcresnext26ts,92.470,7.530,98.490,1.510,10.48,256,0.900,bicubic
poolformer_s12,92.470,7.530,98.350,1.650,11.92,224,0.900,bicubic
xcit_tiny_12_p16_224,92.460,7.540,98.630,1.370,6.72,224,1.000,bicubic
gcresnext26ts,92.460,7.540,98.490,1.510,10.48,256,0.900,bicubic
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
xcit_nano_12_p8_224_dist,92.430,7.570,98.520,1.480,3.05,224,1.000,bicubic
xcit_nano_12_p8_224_dist,92.420,7.580,98.520,1.480,3.05,224,1.000,bicubic
eca_resnext26ts,92.410,7.590,98.620,1.380,10.30,256,0.900,bicubic
densenetblur121d,92.410,7.590,98.420,1.580,8.00,224,0.875,bicubic
tf_efficientnet_b0,92.400,7.600,98.470,1.530,5.29,224,0.875,bicubic
densenetblur121d,92.400,7.600,98.410,1.590,8.00,224,0.875,bicubic
hardcorenas_c,92.360,7.640,98.350,1.650,5.52,224,0.875,bilinear
convmixer_1024_20_ks9_p14,92.350,7.650,98.420,1.580,24.38,224,0.960,bicubic
hardcorenas_c,92.330,7.670,98.340,1.660,5.52,224,0.875,bilinear
tf_efficientnet_lite1,92.310,7.690,98.490,1.510,5.42,240,0.882,bicubic
densenet169,92.280,7.720,98.590,1.410,14.15,224,0.875,bicubic
densenet169,92.290,7.710,98.590,1.410,14.15,224,0.875,bicubic
mobilenetv3_large_100_miil,92.270,7.730,98.240,1.760,5.48,224,0.875,bilinear
mixnet_m,92.270,7.730,98.350,1.650,5.01,224,0.875,bicubic
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
resnet26d,92.250,7.750,98.450,1.550,16.01,224,0.875,bicubic
resnet26d,92.260,7.740,98.450,1.550,16.01,224,0.875,bicubic
dpn68,92.250,7.750,98.610,1.390,12.61,224,0.875,bicubic
resnext26ts,92.220,7.780,98.250,1.750,10.30,256,0.900,bicubic
tf_mixnet_m,92.200,7.800,98.420,1.580,5.01,224,0.875,bicubic
vit_small_patch32_224,92.150,7.850,98.510,1.490,22.88,224,0.900,bicubic
tv_resnet50,92.140,7.860,98.420,1.580,25.56,224,0.875,bilinear
tf_mixnet_m,92.210,7.790,98.420,1.580,5.01,224,0.875,bicubic
vit_small_patch32_224,92.160,7.840,98.510,1.490,22.88,224,0.900,bicubic
tv_resnet50,92.130,7.870,98.420,1.580,25.56,224,0.875,bilinear
xcit_nano_12_p16_384_dist,92.130,7.870,98.520,1.480,3.05,384,1.000,bicubic
tf_efficientnet_es,92.120,7.880,98.430,1.570,5.44,224,0.875,bicubic
resmlp_12_224,92.120,7.880,98.570,1.430,15.35,224,0.875,bicubic
tf_efficientnet_es,92.110,7.890,98.430,1.570,5.44,224,0.875,bicubic
xcit_nano_12_p16_384_dist,92.110,7.890,98.520,1.480,3.05,384,1.000,bicubic
mobilenetv2_140,92.040,7.960,98.250,1.750,6.11,224,0.875,bicubic
ese_vovnet19b_dw,92.010,7.990,98.510,1.490,6.54,224,0.875,bicubic
hardcorenas_b,91.940,8.060,98.400,1.600,5.18,224,0.875,bilinear
ese_vovnet19b_dw,92.000,8.000,98.510,1.490,6.54,224,0.875,bicubic
mobilevitv2_075,91.970,8.030,98.300,1.700,2.87,256,0.888,bicubic
densenet121,91.940,8.060,98.280,1.720,7.98,224,0.875,bicubic
regnety_008,91.910,8.090,98.420,1.580,6.26,224,0.875,bicubic
hardcorenas_b,91.930,8.070,98.400,1.600,5.18,224,0.875,bilinear
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
regnety_008,91.900,8.100,98.420,1.580,6.26,224,0.875,bicubic
mixnet_s,91.770,8.230,98.300,1.700,4.13,224,0.875,bicubic
vit_tiny_r_s16_p8_384,91.730,8.270,98.430,1.570,6.36,384,1.000,bicubic
efficientnet_es_pruned,91.700,8.300,98.410,1.590,5.44,224,0.875,bicubic
efficientnet_es_pruned,91.710,8.290,98.410,1.590,5.44,224,0.875,bicubic
tf_mixnet_s,91.690,8.310,98.240,1.760,4.13,224,0.875,bicubic
repvgg_b0,91.680,8.320,98.450,1.550,15.82,224,0.875,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
mobilenetv3_rw,91.550,8.450,98.280,1.720,5.48,224,0.875,bicubic
regnety_006,91.550,8.450,98.430,1.570,6.06,224,0.875,bicubic
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
legacy_seresnet34,91.490,8.510,98.200,1.800,21.96,224,0.875,bilinear
mobilenetv3_large_100,91.480,8.520,98.320,1.680,5.48,224,0.875,bicubic
resnet26,91.440,8.560,98.260,1.740,16.00,224,0.875,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,91.340,8.660,98.180,1.820,4.52,224,0.875,bicubic
tv_densenet121,91.400,8.600,98.250,1.750,7.98,224,0.875,bicubic
edgenext_x_small,91.400,8.600,98.160,1.840,2.34,256,0.900,bicubic
mobilenetv2_110d,91.330,8.670,98.190,1.810,4.52,224,0.875,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_lite0,91.260,8.740,98.250,1.750,4.65,224,0.875,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
fbnetc_100,91.250,8.750,97.850,2.150,5.57,224,0.875,bilinear
dla34,91.230,8.770,98.170,1.830,15.74,224,0.875,bilinear
mnasnet_100,91.210,8.790,98.050,1.950,4.38,224,0.875,bicubic
resnet34,91.200,8.800,98.240,1.760,21.80,224,0.875,bilinear
mobilevit_xs,91.180,8.820,98.220,1.780,2.32,256,0.900,bicubic
hrnet_w18_small_v2,91.170,8.830,98.340,1.660,15.60,224,0.875,bilinear
mobilevit_xs,91.200,8.800,98.220,1.780,2.32,256,0.900,bicubic
hrnet_w18_small_v2,91.170,8.830,98.330,1.670,15.60,224,0.875,bilinear
regnetx_008,91.160,8.840,98.380,1.620,7.26,224,0.875,bicubic
xcit_nano_12_p8_224,91.140,8.860,98.230,1.770,3.05,224,1.000,bicubic
mixer_b16_224,91.140,8.860,97.400,2.600,59.88,224,0.875,bicubic
mixer_b16_224,91.150,8.850,97.400,2.600,59.88,224,0.875,bicubic
tinynet_b,91.140,8.860,98.060,1.940,3.73,188,0.875,bicubic
resnest14d,91.130,8.870,98.330,1.670,10.61,224,0.875,bilinear
tinynet_b,91.130,8.870,98.070,1.930,3.73,188,0.875,bicubic
deit_tiny_distilled_patch16_224,91.110,8.890,98.270,1.730,5.91,224,0.900,bicubic
xcit_nano_12_p8_224,91.130,8.870,98.230,1.770,3.05,224,1.000,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
deit_tiny_distilled_patch16_224,91.080,8.920,98.270,1.730,5.91,224,0.900,bicubic
swsl_resnet18,91.070,8.930,98.210,1.790,11.69,224,0.875,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
spnasnet_100,90.600,9.400,97.960,2.040,4.42,224,0.875,bilinear
convit_tiny,90.550,9.450,98.220,1.780,5.71,224,0.875,bicubic
crossvit_tiny_240,90.540,9.460,97.940,2.060,7.01,240,0.875,bicubic
vgg16_bn,90.540,9.460,97.990,2.010,138.37,224,0.875,bilinear
pit_ti_224,90.440,9.560,98.010,1.990,4.85,224,0.900,bicubic
ghostnet_100,90.440,9.560,97.830,2.170,5.18,224,0.875,bilinear
pit_ti_224,90.430,9.570,98.000,2.000,4.85,224,0.900,bicubic
tf_mobilenetv3_large_075,90.320,9.680,97.870,2.130,3.99,224,0.875,bilinear
tf_mobilenetv3_large_075,90.330,9.670,97.880,2.120,3.99,224,0.875,bilinear
tv_resnet34,90.290,9.710,97.980,2.020,21.80,224,0.875,bilinear
semnasnet_075,90.210,9.790,97.970,2.030,2.91,224,0.875,bicubic
skresnet18,90.170,9.830,97.780,2.220,11.96,224,0.875,bicubic
xcit_nano_12_p16_224_dist,90.160,9.840,97.760,2.240,3.05,224,1.000,bicubic
resnet18d,89.990,10.010,97.830,2.170,11.71,224,0.875,bicubic
hrnet_w18_small,89.880,10.120,97.890,2.110,13.19,224,0.875,bilinear
xcit_nano_12_p16_224_dist,90.170,9.830,97.750,2.250,3.05,224,1.000,bicubic
resnet18d,89.980,10.020,97.830,2.170,11.71,224,0.875,bicubic
hrnet_w18_small,89.870,10.130,97.890,2.110,13.19,224,0.875,bilinear
vit_base_patch32_224_sam,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
mobilenetv2_100,89.820,10.180,97.830,2.170,3.50,224,0.875,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_224,89.340,10.660,97.700,2.300,6.34,224,0.900,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
lcnet_100,88.960,11.040,97.380,2.620,2.95,224,0.875,bicubic
xcit_nano_12_p16_224,88.950,11.050,97.390,2.610,3.05,224,1.000,bicubic
vit_tiny_r_s16_p8_224,89.350,10.650,97.700,2.300,6.34,224,0.900,bicubic
legacy_seresnet18,89.260,10.740,97.690,2.310,11.78,224,0.875,bicubic
edgenext_xx_small,89.230,10.770,97.260,2.740,1.33,256,0.900,bicubic
vgg13_bn,89.210,10.790,97.520,2.480,133.05,224,0.875,bilinear
tf_mobilenetv3_large_minimal_100,89.180,10.820,97.320,2.680,3.92,224,0.875,bilinear
resnet14t,89.110,10.890,97.370,2.630,10.08,224,0.950,bilinear
mobilevitv2_050,89.050,10.950,97.590,2.410,1.37,256,0.888,bicubic
lcnet_100,88.970,11.030,97.380,2.620,2.95,224,0.875,bicubic
xcit_nano_12_p16_224,88.960,11.040,97.400,2.600,3.05,224,1.000,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
tinynet_c,88.420,11.580,97.270,2.730,2.46,184,0.875,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
regnety_002,88.190,11.810,97.440,2.560,3.16,224,0.875,bicubic
resnet18,88.150,11.850,97.120,2.880,11.69,224,0.875,bilinear
mobilevit_xxs,87.950,12.050,97.180,2.820,1.27,256,0.900,bicubic
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
dla60x_c,87.130,12.870,97.140,2.860,1.32,224,0.875,bilinear
mixer_l16_224,86.970,13.030,94.050,5.950,208.20,224,0.875,bicubic
lcnet_075,86.940,13.060,96.530,3.470,2.36,224,0.875,bicubic
mobilenetv3_small_100,86.170,13.830,96.460,3.540,2.54,224,0.875,bicubic
tf_mobilenetv3_small_100,85.970,14.030,96.410,3.590,2.54,224,0.875,bilinear
resnet10t,86.730,13.270,96.670,3.330,5.44,224,0.950,bilinear
mobilenetv3_small_100,86.180,13.820,96.460,3.540,2.54,224,0.875,bicubic
tf_mobilenetv3_small_100,85.970,14.030,96.400,3.600,2.54,224,0.875,bilinear
mnasnet_small,85.510,14.490,95.980,4.020,2.03,224,0.875,bicubic
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
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
dla46x_c,85.460,14.540,96.450,3.550,1.07,224,0.875,bilinear
tinynet_d,85.420,14.580,96.020,3.980,2.34,152,0.875,bicubic
mobilenetv2_050,85.010,14.990,95.620,4.380,1.97,224,0.875,bicubic
dla46_c,84.660,15.340,96.210,3.790,1.30,224,0.875,bilinear
tf_mobilenetv3_small_075,84.520,15.480,95.890,4.110,2.04,224,0.875,bilinear
mobilenetv3_small_075,84.120,15.880,95.500,4.500,2.04,224,0.875,bicubic
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
lcnet_050,83.010,16.990,95.010,4.990,1.88,224,0.875,bicubic
tf_mobilenetv3_small_minimal_100,82.690,17.310,95.000,5.000,2.04,224,0.875,bilinear
tinynet_e,79.800,20.200,93.980,6.020,2.04,106,0.875,bicubic
mobilenetv3_small_050,78.100,21.900,93.010,6.990,1.59,224,0.875,bicubic

1 model top1 top1_err top5 top5_err param_count img_size cropt_pct crop_pct interpolation
2 beit_large_patch16_384 97.810 2.190 99.790 0.210 305.00 384 1.000 1.000 bicubic
tf_efficientnet_l2_ns 97.780 2.220 99.890 0.110 480.31 800 0.960 bicubic
3 beit_large_patch16_512 97.780 2.220 99.820 0.180 305.67 512 1.000 1.000 bicubic
4 tf_efficientnet_l2_ns 97.780 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 0.936 bicubic
6 deit3_large_patch16_384_in21ft1k 97.560 2.440 99.710 0.290 304.76 384 1.000 bicubic
7 convnext_xlarge_384_in22ft1k 97.550 2.450 99.800 0.200 350.20 384 1.000 1.000 bicubic
8 beit_large_patch16_224 97.480 2.520 99.690 0.310 304.43 224 0.900 0.900 bicubic
9 convnext_large_384_in22ft1k 97.440 2.560 99.780 0.220 197.77 384 1.000 1.000 bicubic
10 vit_large_patch16_384 97.420 2.580 99.780 0.220 304.72 384 1.000 1.000 bicubic
11 beit_base_patch16_384 97.330 2.670 99.720 0.280 86.74 384 1.000 1.000 bicubic
12 deit3_large_patch16_224_in21ft1k 97.310 2.690 99.680 0.320 304.37 224 1.000 bicubic
13 convnext_base_384_in22ft1k 97.290 2.710 99.780 0.220 88.59 384 1.000 1.000 bicubic
14 volo_d5_512 97.290 2.710 99.760 0.240 296.09 512 1.150 1.150 bicubic
15 swinv2_large_window12to24_192to384_22kft1k 97.280 2.720 99.780 0.220 196.74 384 1.000 bicubic
16 convnext_large_in22ft1k 97.260 2.740 99.650 0.350 197.77 224 0.875 0.875 bicubic
17 swinv2_base_window12to24_192to384_22kft1k 97.260 2.740 99.790 0.210 87.92 384 1.000 bicubic
18 deit3_huge_patch14_224_in21ft1k 97.250 2.750 99.720 0.280 632.13 224 1.000 bicubic
19 convnext_xlarge_in22ft1k 97.240 2.760 99.730 0.270 350.20 224 0.875 0.875 bicubic
20 deit3_base_patch16_384_in21ft1k 97.240 2.760 99.670 0.330 86.88 384 1.000 bicubic
21 swinv2_large_window12to16_192to256_22kft1k 97.240 2.760 99.710 0.290 196.74 256 0.900 bicubic
22 volo_d5_448 97.240 2.760 99.740 0.260 295.91 448 1.150 1.150 bicubic
23 tf_efficientnet_b7_ns 97.200 97.190 2.800 2.810 99.700 0.300 66.35 600 0.949 0.949 bicubic
24 swin_large_patch4_window12_384 97.180 2.820 99.680 0.320 196.74 384 1.000 1.000 bicubic
25 tf_efficientnetv2_xl_in21ft1k 97.150 2.850 99.620 0.380 208.12 512 1.000 1.000 bicubic
26 swin_base_patch4_window12_384 97.120 2.880 99.780 0.220 87.90 384 1.000 1.000 bicubic
27 tf_efficientnetv2_l_in21ft1k 97.110 2.890 99.710 0.290 118.52 480 1.000 1.000 bicubic
28 vit_base_patch8_224 convnext_small_384_in22ft1k 97.080 97.090 2.920 2.910 99.610 99.690 0.390 0.310 86.58 50.22 224 384 0.900 1.000 bicubic
29 vit_base_patch8_224 97.080 2.920 99.620 0.380 86.58 224 0.900 bicubic
30 volo_d4_448 97.070 2.930 99.750 0.250 193.41 448 1.150 1.150 bicubic
31 volo_d3_448 swinv2_base_window12to16_192to256_22kft1k 97.020 97.060 2.980 2.940 99.680 99.660 0.320 0.340 86.63 87.92 448 256 1.000 0.900 bicubic
32 vit_base_patch16_384 97.020 2.980 99.710 0.290 86.86 384 1.000 1.000 bicubic
33 volo_d3_448 97.020 2.980 99.680 0.320 86.63 448 1.000 bicubic
34 tf_efficientnet_b6_ns 97.020 2.980 99.710 0.290 43.04 528 0.942 0.942 bicubic
ig_resnext101_32x48d 96.970 3.030 99.670 0.330 828.41 224 0.875 bilinear
35 tf_efficientnetv2_m_in21ft1k 96.970 3.030 99.610 0.390 54.14 480 1.000 1.000 bicubic
36 ig_resnext101_32x48d 96.970 3.030 99.670 0.330 828.41 224 0.875 bilinear
37 swin_large_patch4_window7_224 96.950 3.050 99.660 0.340 196.53 224 0.900 0.900 bicubic
38 vit_large_r50_s32_384 96.950 3.050 99.710 0.290 329.09 384 1.000 1.000 bicubic
39 xcit_large_24_p16_384_dist 96.940 3.060 99.510 0.490 189.10 384 1.000 1.000 bicubic
40 dm_nfnet_f6 96.920 3.080 99.720 0.280 438.36 576 0.956 0.956 bicubic
41 resnetv2_152x4_bitm 96.880 3.120 99.660 0.340 936.53 480 1.000 bilinear
42 volo_d5_224 96.880 3.120 99.670 0.330 295.46 224 0.960 0.960 bicubic
43 cait_m48_448 96.880 3.120 99.620 0.380 356.46 448 1.000 1.000 bicubic
44 resnetv2_152x4_bitm deit3_base_patch16_224_in21ft1k 96.880 96.870 3.120 3.130 99.660 99.620 0.340 0.380 936.53 86.59 480 224 1.000 1.000 bilinear bicubic
45 tf_efficientnet_b5_ns 96.870 3.130 99.640 0.360 30.39 456 0.934 0.934 bicubic
46 deit3_large_patch16_384 96.850 3.150 99.620 0.380 304.76 384 1.000 bicubic
47 convnext_base_in22ft1k 96.840 3.160 99.650 0.350 88.59 224 0.875 0.875 bicubic
48 cait_m36_384 96.830 3.170 99.660 0.340 271.22 384 1.000 1.000 bicubic
xcit_small_24_p8_384_dist 96.820 3.180 99.630 0.370 47.63 384 1.000 bicubic
49 dm_nfnet_f5 96.810 3.190 99.670 0.330 377.21 544 0.954 0.954 bicubic
50 xcit_small_24_p8_384_dist 96.810 3.190 99.630 0.370 47.63 384 1.000 bicubic
51 dm_nfnet_f4 96.780 3.220 99.620 0.380 316.07 512 0.951 bicubic
52 ig_resnext101_32x32d 96.780 3.220 99.530 0.470 468.53 224 0.875 0.875 bilinear
xcit_medium_24_p8_384_dist 96.780 3.220 99.610 0.390 84.32 384 1.000 bicubic
53 volo_d4_224 96.780 3.220 99.670 0.330 192.96 224 0.960 0.960 bicubic
54 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
55 xcit_large_24_p8_384_dist 96.760 3.240 99.560 0.440 188.93 384 1.000 1.000 bicubic
56 dm_nfnet_f3 96.730 3.270 99.630 0.370 254.92 416 0.940 0.940 bicubic
tf_efficientnet_b4_ns 96.710 3.290 99.640 0.360 19.34 380 0.922 bicubic
57 vit_large_patch16_224 96.710 3.290 99.650 0.350 304.33 224 0.900 0.900 bicubic
58 volo_d2_384 96.710 3.290 99.600 0.400 58.87 384 1.000 1.000 bicubic
59 xcit_medium_24_p16_384_dist tf_efficientnet_b4_ns 96.700 96.710 3.300 3.290 99.600 99.640 0.400 0.360 84.40 19.34 384 380 1.000 0.922 bicubic
60 tf_efficientnet_b8 96.700 3.300 99.530 0.470 87.41 672 0.954 0.954 bicubic
61 xcit_medium_24_p16_384_dist 96.700 3.300 99.600 0.400 84.40 384 1.000 bicubic
62 swin_base_patch4_window7_224 96.680 3.320 99.660 0.340 87.77 224 0.900 0.900 bicubic
63 deit3_small_patch16_384_in21ft1k 96.670 3.330 99.640 0.360 22.21 384 1.000 bicubic
64 beit_base_patch16_224 96.660 3.340 99.660 0.340 86.53 224 0.900 0.900 bicubic
65 tf_efficientnetv2_l 96.650 3.350 99.560 0.440 118.52 480 1.000 1.000 bicubic
66 xcit_large_24_p8_224_dist 96.640 3.360 99.460 0.540 188.93 224 1.000 1.000 bicubic
67 cait_s36_384 96.630 3.370 99.600 0.400 68.37 384 1.000 1.000 bicubic
68 regnetz_e8 96.600 3.400 99.610 0.390 57.70 320 1.000 1.000 bicubic
69 tf_efficientnet_b7 96.580 3.420 99.510 99.520 0.490 0.480 66.35 600 0.949 0.949 bicubic
70 deit3_huge_patch14_224 96.580 3.420 99.520 0.480 632.13 224 0.900 bicubic
71 cait_s24_384 96.570 3.430 99.550 0.450 47.06 384 1.000 1.000 bicubic
xcit_small_24_p8_224_dist 96.550 3.450 99.570 0.430 47.63 224 1.000 bicubic
72 tf_efficientnet_b8_ap 96.550 3.450 99.540 0.460 87.41 672 0.954 0.954 bicubic
73 xcit_small_24_p8_224_dist 96.550 3.450 99.570 0.430 47.63 224 1.000 bicubic
74 tf_efficientnetv2_m 96.540 3.460 99.570 0.430 54.14 480 1.000 1.000 bicubic
resnetv2_152x2_bitm 96.520 3.480 99.590 0.410 236.34 448 1.000 bilinear
75 xcit_medium_24_p8_224_dist 96.520 3.480 99.510 0.490 84.32 224 1.000 1.000 bicubic
76 resnetv2_152x2_bitm 96.520 3.480 99.590 0.410 236.34 448 1.000 bilinear
77 deit_base_distilled_patch16_384 96.510 3.490 99.590 0.410 87.63 384 1.000 1.000 bicubic
78 xcit_small_12_p8_384_dist 96.480 3.520 99.490 0.510 26.21 384 1.000 1.000 bicubic
79 tf_efficientnetv2_s_in21ft1k 96.470 3.530 99.570 0.430 21.46 384 1.000 1.000 bicubic
80 volo_d1_384 96.470 3.530 99.550 0.450 26.78 384 1.000 1.000 bicubic
81 ecaresnet269d 96.460 3.540 99.610 0.390 102.09 352 1.000 1.000 bicubic
82 dm_nfnet_f2 96.460 3.540 99.540 0.460 193.78 352 0.920 0.920 bicubic
83 eca_nfnet_l2 convnext_small_in22ft1k 96.450 96.460 3.550 3.540 99.630 99.470 0.370 0.530 56.72 50.22 384 224 1.000 0.875 bicubic
84 eca_nfnet_l2 96.450 3.550 99.620 0.380 56.72 384 1.000 bicubic
85 vit_base_r50_s16_384 96.450 3.550 99.660 0.340 98.95 384 1.000 1.000 bicubic
ig_resnext101_32x16d 96.440 3.560 99.540 0.460 194.03 224 0.875 bilinear
86 volo_d3_224 96.440 3.560 99.620 0.380 86.33 224 0.960 0.960 bicubic
87 ig_resnext101_32x16d 96.440 3.560 99.540 0.460 194.03 224 0.875 bilinear
88 seresnextaa101d_32x8d 96.420 3.580 99.520 0.480 93.59 288 1.000 bicubic
89 volo_d2_224 96.420 3.580 99.500 0.500 58.68 224 0.960 0.960 bicubic
90 resnetrs420 96.400 96.410 3.600 3.590 99.540 0.460 191.89 416 1.000 1.000 bicubic
91 dm_nfnet_f1 96.380 3.620 99.470 0.530 132.63 320 0.910 0.910 bicubic
92 tf_efficientnet_b6_ap 96.370 3.630 99.550 0.450 43.04 528 0.942 0.942 bicubic
93 seresnext101d_32x8d 96.360 3.640 99.470 0.530 93.59 288 1.000 bicubic
94 tf_efficientnet_b7_ap 96.350 3.650 99.590 0.410 66.35 600 0.949 0.949 bicubic
95 resmlp_big_24_224_in22ft1k 96.350 3.650 99.520 0.480 129.14 224 0.875 0.875 bicubic
resnetrs200 96.340 3.660 99.550 0.450 93.21 320 1.000 bicubic
96 xcit_small_24_p16_384_dist 96.340 3.660 99.580 0.420 47.67 384 1.000 1.000 bicubic
97 resnetrs200 96.340 3.660 99.550 0.450 93.21 320 1.000 bicubic
98 regnetz_040h 96.330 3.670 99.520 0.480 28.94 320 1.000 1.000 bicubic
99 xcit_small_12_p16_384_dist 96.330 3.670 99.490 0.510 26.25 384 1.000 1.000 bicubic
100 xcit_large_24_p16_224_dist 96.320 3.680 99.500 0.500 189.10 224 1.000 1.000 bicubic
105 efficientnetv2_rw_m 96.270 3.730 99.560 0.440 53.24 416 1.000 1.000 bicubic
106 resnetv2_50x3_bitm 96.270 3.730 99.630 0.370 217.32 448 1.000 1.000 bilinear
107 xcit_medium_24_p16_224_dist 96.260 3.740 99.410 0.590 84.40 224 1.000 1.000 bicubic
108 resnetv2_101x3_bitm 96.250 3.750 99.580 99.590 0.420 0.410 387.93 448 1.000 1.000 bilinear
109 resnetrs350 xcit_tiny_24_p8_384_dist 96.240 3.760 99.470 99.440 0.530 0.560 163.96 12.11 384 1.000 1.000 bicubic
110 swsl_resnext101_32x8d 96.240 3.760 99.590 0.410 88.79 224 0.875 0.875 bilinear
111 xcit_tiny_24_p8_384_dist resnetrs350 96.230 96.240 3.770 3.760 99.440 99.470 0.560 0.530 12.11 163.96 384 1.000 1.000 bicubic
112 deit3_base_patch16_384 96.230 3.770 99.400 0.600 86.88 384 1.000 bicubic
113 regnetz_d8_evos 96.220 3.780 99.490 0.510 23.46 320 0.950 0.950 bicubic
114 resnetv2_152x2_bit_teacher_384 96.190 3.810 99.500 0.500 236.34 384 1.000 1.000 bicubic
115 deit3_large_patch16_224 96.190 3.810 99.300 0.700 304.37 224 0.900 bicubic
116 vit_large_r50_s32_224 96.180 3.820 99.540 0.460 328.99 224 0.900 bicubic
117 regnetz_040 96.180 3.820 99.510 0.490 27.12 320 1.000 1.000 bicubic
118 vit_large_r50_s32_224 swinv2_base_window16_256 96.180 96.170 3.820 3.830 99.530 99.400 0.470 0.600 328.99 87.92 224 256 0.900 0.900 bicubic
119 crossvit_18_dagger_408 convnext_tiny_384_in22ft1k 96.140 96.170 3.860 3.830 99.470 99.480 0.530 0.520 44.61 28.59 408 384 1.000 1.000 bicubic
120 crossvit_18_dagger_408 96.130 3.870 99.470 0.530 44.61 408 1.000 bicubic
121 seresnext101_32x8d 96.130 3.870 99.360 0.640 93.57 288 1.000 1.000 bicubic
122 resnest269e 96.120 3.880 99.520 0.480 110.93 416 0.928 0.928 bicubic
123 resnet200d 96.110 3.890 99.460 0.540 64.69 320 1.000 1.000 bicubic
124 tf_efficientnet_b3_ns 96.100 3.900 99.480 0.520 12.23 300 0.904 0.904 bicubic
xcit_large_24_p8_224 96.080 3.920 99.150 0.850 188.93 224 1.000 bicubic
125 tf_efficientnet_b5_ap 96.080 3.920 99.540 0.460 30.39 456 0.934 0.934 bicubic
126 xcit_large_24_p8_224 96.080 3.920 99.150 0.850 188.93 224 1.000 bicubic
127 pit_b_distilled_224 96.070 3.930 99.380 0.620 74.79 224 0.900 0.900 bicubic
128 resnest200e 96.070 3.930 99.480 0.520 70.20 320 0.909 0.909 bicubic
129 swinv2_small_window16_256 96.070 3.930 99.340 0.660 49.73 256 0.900 bicubic
130 swinv2_base_window8_256 96.070 3.930 99.420 0.580 87.92 256 0.900 bicubic
131 resnetrs270 96.060 3.940 99.480 0.520 129.86 352 1.000 1.000 bicubic
132 vit_small_r26_s32_384 96.060 3.940 99.550 0.450 36.47 384 1.000 1.000 bicubic
swsl_resnext101_32x4d 96.050 3.950 99.530 0.470 44.18 224 0.875 bilinear
133 swin_s3_base_224 96.040 3.960 99.350 0.650 71.13 224 0.900 0.900 bicubic
134 swsl_resnext101_32x4d 96.040 3.960 99.530 0.470 44.18 224 0.875 bilinear
135 vit_base_patch16_224_miil 96.030 3.970 99.350 0.650 86.54 224 0.875 0.875 bilinear
136 volo_d1_224 96.030 3.970 99.390 0.610 26.63 224 0.960 0.960 bicubic
137 convnext_large 96.020 3.980 99.470 0.530 197.77 224 0.875 0.875 bicubic
cait_xs24_384 96.010 3.990 99.430 0.570 26.67 384 1.000 bicubic
138 regnetz_d8 96.010 3.990 99.520 0.480 23.37 320 1.000 1.000 bicubic
139 tf_efficientnet_b5 cait_xs24_384 95.980 96.010 4.020 3.990 99.450 99.430 0.550 0.570 30.39 26.67 456 384 0.934 1.000 bicubic
140 vit_small_patch16_384 95.980 4.020 99.590 0.410 22.20 384 1.000 1.000 bicubic
141 tf_efficientnet_b5 95.980 4.020 99.450 0.550 30.39 456 0.934 bicubic
142 resnetrs152 95.960 4.040 99.380 0.620 86.62 320 1.000 1.000 bicubic
143 xcit_small_12_p8_224_dist 95.960 4.040 99.420 0.580 26.21 224 1.000 1.000 bicubic
convnext_base 95.940 4.060 99.380 0.620 88.59 224 0.875 bicubic
144 ig_resnext101_32x8d 95.940 4.060 99.380 0.620 88.79 224 0.875 0.875 bilinear
145 eca_nfnet_l1 convnext_base 95.930 95.940 4.070 4.060 99.490 99.380 0.510 0.620 41.41 88.59 320 224 1.000 0.875 bicubic
146 eca_nfnet_l1 95.940 4.060 99.490 0.510 41.41 320 1.000 bicubic
147 xcit_small_24_p8_224 95.910 4.090 99.180 0.820 47.63 224 1.000 1.000 bicubic
148 vit_base_patch32_384 95.900 4.100 99.440 0.560 88.30 384 1.000 1.000 bicubic
149 regnety_160 95.880 4.120 99.560 0.440 83.59 288 1.000 1.000 bicubic
150 regnetz_d32 95.870 4.130 99.430 0.570 27.58 320 0.950 bicubic
151 resmlp_big_24_distilled_224 95.870 4.130 99.440 0.560 129.14 224 0.875 0.875 bicubic
152 resnet152d 95.870 4.130 99.430 0.570 60.21 320 1.000 1.000 bicubic
153 sequencer2d_l 95.870 4.130 99.470 0.530 54.30 224 0.875 bicubic
154 xcit_medium_24_p8_224 95.870 4.130 99.080 0.920 84.32 224 1.000 1.000 bicubic
regnetz_d32 95.860 4.140 99.430 0.570 27.58 320 0.950 bicubic
155 regnety_080 95.850 4.150 99.440 0.560 39.18 288 1.000 1.000 bicubic
156 swin_s3_small_224 95.830 95.840 4.170 4.160 99.200 0.800 49.74 224 0.900 0.900 bicubic
157 deit3_small_patch16_224_in21ft1k 95.820 4.180 99.400 0.600 22.06 224 1.000 bicubic
158 crossvit_15_dagger_408 95.820 4.180 99.310 0.690 28.50 408 1.000 1.000 bicubic
159 xcit_small_24_p16_224_dist 95.800 95.790 4.200 4.210 99.340 99.350 0.660 0.650 47.67 224 1.000 1.000 bicubic
160 regnety_064 95.790 4.210 99.290 0.710 30.58 288 1.000 1.000 bicubic
161 deit3_base_patch16_224 95.780 4.220 99.270 0.730 86.59 224 0.900 bicubic
162 regnetv_064 95.770 4.230 99.420 0.580 30.58 288 1.000 1.000 bicubic
163 deit_base_distilled_patch16_224 95.750 4.250 99.280 0.720 87.34 224 0.900 0.900 bicubic
164 resnet101d 95.750 4.250 99.440 0.560 44.57 320 1.000 1.000 bicubic
165 resnetv2_152x2_bit_teacher 95.750 4.250 99.430 0.570 236.34 224 0.875 0.875 bicubic
166 xcit_small_12_p16_224_dist 95.740 95.730 4.260 4.270 99.300 0.700 26.25 224 1.000 1.000 bicubic
167 swinv2_small_window8_256 95.730 4.270 99.360 0.640 49.73 256 0.900 bicubic
168 regnetv_040 95.730 4.270 99.380 0.620 20.64 288 1.000 1.000 bicubic
169 swin_small_patch4_window7_224 convnext_tiny_in22ft1k 95.720 95.730 4.280 4.270 99.290 99.360 0.710 0.640 49.61 28.59 224 0.900 0.875 bicubic
170 twins_pcpvt_large 95.720 4.280 99.490 0.510 60.99 224 0.900 0.900 bicubic
171 twins_svt_large 95.720 4.280 99.370 0.630 99.27 224 0.900 0.900 bicubic
172 swin_small_patch4_window7_224 95.720 4.280 99.290 0.710 49.61 224 0.900 bicubic
173 tf_efficientnetv2_s 95.710 4.290 99.400 0.600 21.46 384 1.000 1.000 bicubic
174 efficientnetv2_rw_s 95.700 4.300 99.380 0.620 23.94 384 1.000 1.000 bicubic
dm_nfnet_f0 95.690 4.310 99.330 0.670 71.49 256 0.900 bicubic
175 xception65 95.690 4.310 99.310 0.690 39.92 299 0.940 0.940 bicubic
176 xception65p dm_nfnet_f0 95.650 95.690 4.350 4.310 99.270 99.330 0.730 0.670 39.82 71.49 299 256 0.940 0.900 bicubic
177 swinv2_cr_small_ns_224 95.690 4.310 99.310 0.690 49.70 224 0.900 bicubic
178 xception65p 95.660 4.340 99.270 0.730 39.82 299 0.940 bicubic
179 deit_base_patch16_384 95.650 4.350 99.240 0.760 86.86 384 1.000 1.000 bicubic
180 cait_s24_224 95.650 95.640 4.350 4.360 99.390 0.610 46.92 224 1.000 1.000 bicubic
181 regnetz_c16_evos 95.630 4.370 99.420 0.580 13.49 320 0.950 0.950 bicubic
182 convnext_small 95.610 4.390 99.260 0.740 50.22 224 0.875 0.875 bicubic
183 swsl_resnext50_32x4d deit3_small_patch16_384 95.600 95.610 4.400 4.390 99.440 99.390 0.560 0.610 25.03 22.21 224 384 0.875 1.000 bilinear bicubic
184 swsl_resnext50_32x4d 95.610 4.390 99.440 0.560 25.03 224 0.875 bilinear
185 sequencer2d_m 95.600 4.400 99.270 0.730 38.31 224 0.875 bicubic
186 tf_efficientnet_b4 95.590 4.410 99.330 0.670 19.34 380 0.922 0.922 bicubic
resnet152 95.570 4.430 99.270 0.730 60.19 224 0.950 bicubic
187 twins_svt_base 95.570 4.430 99.230 0.770 56.07 224 0.900 0.900 bicubic
188 resnest101e 95.560 4.440 99.270 0.730 48.28 256 0.875 0.875 bilinear
189 jx_nest_base resnet152 95.540 95.550 4.460 4.450 99.300 99.260 0.700 0.740 67.72 60.19 224 0.875 0.950 bicubic
190 resnext101_64x4d 95.540 4.460 99.290 0.710 83.46 288 1.000 1.000 bicubic
191 jx_nest_base 95.540 4.460 99.300 0.700 67.72 224 0.875 bicubic
192 efficientnet_b4 95.530 4.470 99.400 0.600 19.34 384 1.000 1.000 bicubic
193 jx_nest_small 95.530 4.470 99.210 99.220 0.790 0.780 38.35 224 0.875 0.875 bicubic
194 tf_efficientnet_b2_ns 95.520 4.480 99.340 0.660 9.11 260 0.890 0.890 bicubic
195 tresnet_xl_448 95.510 4.490 99.340 0.660 78.44 448 0.875 0.875 bilinear
196 tf_efficientnet_b4_ap 95.490 4.510 99.390 0.610 19.34 380 0.922 0.922 bicubic
197 xcit_tiny_24_p16_384_dist 95.490 4.510 99.360 0.640 12.12 384 1.000 bicubic
198 regnety_032 95.480 4.520 99.320 0.680 19.44 288 1.000 1.000 bicubic
199 regnety_040 95.480 95.470 4.520 4.530 99.420 0.580 20.65 288 1.000 1.000 bicubic
200 xcit_tiny_24_p16_384_dist sequencer2d_s 95.480 95.470 4.520 4.530 99.360 99.270 0.640 0.730 12.12 27.65 384 224 1.000 0.875 bicubic
201 xcit_tiny_24_p8_224_dist 95.460 4.540 99.360 0.640 12.11 224 1.000 1.000 bicubic
202 twins_pcpvt_base 95.460 4.540 99.390 0.610 43.83 224 0.900 0.900 bicubic
203 eca_nfnet_l0 95.450 4.550 99.390 0.610 24.14 288 1.000 1.000 bicubic
204 xcit_small_12_p8_224 95.420 4.580 99.200 0.800 26.21 224 1.000 1.000 bicubic
205 ssl_resnext101_32x16d 95.410 4.590 99.410 0.590 194.03 224 0.875 0.875 bilinear
206 regnetz_c16 swinv2_cr_small_224 95.400 4.600 99.310 99.050 0.690 0.950 13.46 49.70 320 224 0.940 0.900 bicubic
207 tresnet_l_448 95.400 4.600 99.300 0.700 55.99 448 0.875 0.875 bilinear
208 resnetv2_50x1_bit_distilled 95.400 4.600 99.430 0.570 25.55 224 0.875 bicubic
209 regnetz_c16 95.390 4.610 99.310 0.690 13.46 320 0.940 bicubic
210 mobilevitv2_200_384_in22ft1k 95.390 4.610 99.280 0.720 18.45 384 1.000 bicubic
211 nfnet_l0 95.390 4.610 99.420 0.580 35.07 288 1.000 1.000 bicubic
resnetv2_50x1_bit_distilled 95.390 4.610 99.430 0.570 25.55 224 0.875 bicubic
212 tresnet_m 95.380 4.620 99.150 0.850 31.39 224 0.875 0.875 bilinear
213 pnasnet5large 95.360 4.640 99.130 0.870 86.06 331 0.911 0.911 bicubic
214 swinv2_tiny_window16_256 95.360 4.640 99.300 0.700 28.35 256 0.900 bicubic
215 xcit_tiny_12_p8_384_dist 95.340 4.660 99.340 0.660 6.71 384 1.000 1.000 bicubic
216 mobilevitv2_150_384_in22ft1k 95.340 4.660 99.130 0.870 10.59 384 1.000 bicubic
217 ssl_resnext101_32x8d 95.330 4.670 99.310 0.690 88.79 224 0.875 0.875 bilinear
218 resnetv2_101x1_bitm 95.320 4.680 99.370 0.630 44.54 448 1.000 1.000 bilinear
219 gc_efficientnetv2_rw_t vit_relpos_medium_patch16_cls_224 95.280 95.300 4.720 4.700 99.220 99.090 0.780 0.910 13.68 38.76 288 224 1.000 0.900 bicubic
220 gc_efficientnetv2_rw_t 95.290 4.710 99.220 0.780 13.68 288 1.000 bicubic
221 cs3darknet_x 95.270 4.730 99.280 0.720 35.05 288 1.000 bicubic
222 resnetrs101 95.250 4.750 99.210 0.790 63.62 288 0.940 0.940 bicubic
223 vit_relpos_base_patch16_clsgap_224 95.250 4.750 99.200 0.800 86.43 224 0.900 bicubic
224 mobilevitv2_175_384_in22ft1k 95.240 4.760 99.380 0.620 14.25 384 1.000 bicubic
225 vit_large_patch32_384 95.240 4.760 99.320 0.680 306.63 384 1.000 1.000 bicubic
226 cait_xxs36_384 95.230 95.220 4.770 4.780 99.330 99.320 0.670 0.680 17.37 384 1.000 1.000 bicubic
227 levit_384 95.210 4.790 99.160 0.840 39.13 224 0.900 0.900 bicubic
228 vit_relpos_medium_patch16_224 95.200 4.800 99.220 0.780 38.75 224 0.900 bicubic
229 swsl_resnet50 95.200 4.800 99.390 0.610 25.56 224 0.875 0.875 bilinear
230 resnet51q 95.200 4.800 99.280 0.720 35.70 288 1.000 1.000 bilinear
231 crossvit_18_dagger_240 95.190 95.180 4.810 4.820 99.120 0.880 44.27 240 0.875 0.875 bicubic
232 ecaresnet101d 95.160 4.840 99.230 0.770 44.57 224 0.875 0.875 bicubic
ssl_resnext101_32x4d 95.160 4.840 99.310 0.690 44.18 224 0.875 bilinear
233 nasnetalarge 95.150 4.850 99.130 0.870 88.75 331 0.911 0.911 bicubic
234 ssl_resnext101_32x4d 95.150 4.850 99.300 0.700 44.18 224 0.875 bilinear
235 efficientnet_b3 95.140 4.860 99.210 0.790 12.23 320 1.000 1.000 bicubic
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
poolformer_m48 95.130 4.870 99.120 0.880 73.47 224 0.950 bicubic
236 fbnetv3_g 95.130 4.870 99.200 0.800 16.62 288 0.950 0.950 bilinear
237 tf_efficientnetv2_b3 poolformer_m48 95.120 95.130 4.880 4.870 99.200 99.120 0.800 0.880 14.36 73.47 300 224 0.904 0.950 bicubic
238 vit_relpos_base_patch16_224 95.130 4.870 99.300 0.700 86.43 224 0.900 bicubic
239 xcit_medium_24_p16_224 95.130 4.870 98.930 1.070 84.40 224 1.000 bicubic
240 vit_small_r26_s32_224 95.120 4.880 99.220 0.780 36.43 224 0.900 bicubic
241 cs3sedarknet_l 95.120 4.880 99.210 0.790 21.91 288 0.950 bicubic
242 resnetv2_50d_evos 95.120 4.880 99.230 0.770 25.59 288 0.950 0.950 bicubic
243 resnet61q tf_efficientnetv2_b3 95.110 95.120 4.890 4.880 99.080 99.200 0.920 0.800 36.85 14.36 288 300 1.000 0.904 bicubic
244 convit_base resnet61q 95.100 95.120 4.900 4.880 99.140 99.080 0.860 0.920 86.54 36.85 224 288 0.875 1.000 bicubic
245 resnetv2_50d_gn 95.100 4.900 99.060 0.940 25.57 288 0.950 0.950 bicubic
246 convit_base 95.100 4.900 99.140 0.860 86.54 224 0.875 bicubic
247 coat_lite_small 95.080 4.920 99.030 0.970 19.84 224 0.900 0.900 bicubic
248 xcit_small_24_p16_224 95.080 4.920 99.060 99.070 0.940 0.930 47.67 224 1.000 1.000 bicubic
249 ecaresnet50t crossvit_18_240 95.070 4.930 99.290 99.120 0.710 0.880 25.57 43.27 320 240 0.950 0.875 bicubic
250 vit_relpos_medium_patch16_rpn_224 95.070 4.930 99.190 0.810 38.73 224 0.900 bicubic
251 efficientnetv2_rw_t 95.070 4.930 99.220 0.780 13.65 288 1.000 1.000 bicubic
252 ecaresnet50t 95.070 4.930 99.290 0.710 25.57 320 0.950 bicubic
253 crossvit_base_240 95.070 4.930 98.980 1.020 105.03 240 0.875 0.875 bicubic
crossvit_18_240 95.070 4.930 99.120 0.880 43.27 240 0.875 bicubic
254 tresnet_xl 95.060 4.940 99.260 0.740 78.44 224 0.875 0.875 bilinear
255 xception41p 95.060 4.940 99.150 0.850 26.91 299 0.940 0.940 bicubic
256 mobilevitv2_200_in22ft1k 95.050 4.950 99.080 0.920 18.45 256 0.888 bicubic
257 swinv2_tiny_window8_256 95.030 4.970 99.170 0.830 28.35 256 0.900 bicubic
258 deit_base_patch16_224 95.010 4.990 98.980 1.020 86.57 224 0.900 0.900 bicubic
halo2botnet50ts_256 95.010 4.990 99.040 0.960 22.64 256 0.950 bicubic
259 poolformer_m36 95.010 4.990 99.100 0.900 56.17 224 0.950 0.950 bicubic
260 halo2botnet50ts_256 95.010 4.990 99.040 0.960 22.64 256 0.950 bicubic
261 crossvit_15_dagger_240 94.980 5.020 99.160 0.840 28.21 240 0.875 0.875 bicubic
262 convmixer_1536_20 resnet101 94.970 94.980 5.030 5.020 99.170 99.080 0.830 0.920 51.63 44.55 224 0.960 0.950 bicubic
263 tf_efficientnet_b3_ap 94.970 5.030 99.110 0.890 12.23 300 0.904 0.904 bicubic
264 convmixer_1536_20 94.970 5.030 99.170 0.830 51.63 224 0.960 bicubic
265 visformer_small 94.970 5.030 99.210 0.790 40.22 224 0.900 bicubic
266 convnext_tiny 94.960 5.040 99.200 0.800 28.59 224 0.875 0.875 bicubic
resnet101 94.960 5.040 99.080 0.920 44.55 224 0.950 bicubic
visformer_small 94.960 5.040 99.210 0.790 40.22 224 0.900 bicubic
jx_nest_tiny 94.950 5.050 99.100 0.900 17.06 224 0.875 bicubic
267 xcit_large_24_p16_224 94.950 5.050 98.830 1.170 189.10 224 1.000 1.000 bicubic
268 cait_xxs24_384 jx_nest_tiny 94.940 94.950 5.060 5.050 99.130 99.100 0.870 0.900 12.03 17.06 384 224 1.000 0.875 bicubic
resnetv2_101 94.930 5.070 99.130 0.870 44.54 224 0.950 bicubic
269 gernet_l 94.930 5.070 99.200 0.800 31.08 256 0.875 0.875 bilinear
270 convit_small resnetv2_101 94.920 94.930 5.080 5.070 99.100 99.120 0.900 0.880 27.78 44.54 224 0.875 0.950 bicubic
271 cait_xxs24_384 94.930 5.070 99.140 0.860 12.03 384 1.000 bicubic
272 convit_small 94.920 5.080 99.110 0.890 27.78 224 0.875 bicubic
273 tf_efficientnet_b3 94.910 5.090 99.110 0.890 12.23 300 0.904 0.904 bicubic
274 swin_s3_tiny_224 vit_srelpos_medium_patch16_224 94.910 94.900 5.090 5.100 99.160 99.200 0.840 0.800 28.33 38.74 224 0.900 0.900 bicubic
275 tresnet_l 94.900 5.100 99.030 0.970 55.99 224 0.875 0.875 bilinear
276 swin_s3_tiny_224 94.900 5.100 99.160 0.840 28.33 224 0.900 bicubic
277 xcit_tiny_24_p8_224 94.890 5.110 99.190 0.810 12.11 224 1.000 1.000 bicubic
278 mixer_b16_224_miil 94.880 94.890 5.120 5.110 99.080 0.920 59.88 224 0.875 0.875 bilinear
279 vit_small_patch16_224 94.880 5.120 99.270 0.730 22.05 224 0.900 0.900 bicubic
280 resnetaa50 94.880 5.120 99.130 0.870 25.56 288 1.000 bicubic
281 tf_efficientnet_lite4 94.870 5.130 99.090 0.910 13.01 380 0.920 0.920 bilinear
282 tf_efficientnet_b1_ns 94.860 5.140 99.250 0.750 7.79 240 0.882 0.882 bicubic
283 edgenext_small 94.830 5.170 99.410 0.590 5.59 320 1.000 bicubic
284 vit_base_patch16_rpn_224 94.820 5.180 99.090 0.910 86.54 224 0.900 bicubic
285 xcit_small_12_p16_224 94.820 5.180 99.060 0.940 26.25 224 1.000 1.000 bicubic
286 seresnext50_32x4d 94.800 94.810 5.200 5.190 99.130 0.870 27.56 224 0.875 0.875 bicubic
287 cs3darknet_focus_l 94.790 5.210 99.150 0.850 21.15 288 0.950 bicubic
288 pit_b_224 94.790 5.210 98.820 1.180 73.76 224 0.900 0.900 bicubic
289 lamhalobotnet50ts_256 mobilevitv2_175_in22ft1k 94.780 5.220 98.980 99.100 1.020 0.900 22.57 14.25 256 0.950 0.888 bicubic
290 twins_svt_small 94.770 5.230 99.080 0.920 24.06 224 0.900 bicubic
291 coat_mini 94.770 5.230 98.950 1.050 10.34 224 0.900 0.900 bicubic
292 lamhalobotnet50ts_256 94.770 5.230 98.980 1.020 22.57 256 0.950 bicubic
293 convnext_tiny_hnf 94.770 5.230 99.160 0.840 28.59 224 0.950 0.950 bicubic
294 twins_svt_small swinv2_cr_tiny_ns_224 94.770 94.760 5.230 5.240 99.080 99.110 0.920 0.890 24.06 28.33 224 0.900 0.900 bicubic
295 resnetv2_50x1_bitm 94.750 5.250 99.180 0.820 25.55 448 1.000 1.000 bilinear
296 pit_s_distilled_224 94.740 5.260 99.180 0.820 24.04 224 0.900 0.900 bicubic
xcit_tiny_12_p8_224_dist 94.730 5.270 99.180 0.820 6.71 224 1.000 bicubic
297 legacy_senet154 94.730 5.270 99.100 0.900 115.09 224 0.875 0.875 bilinear
298 crossvit_15_240 94.720 5.280 99.080 0.920 27.53 240 0.875 bicubic
299 gluon_resnet152_v1s 94.720 5.280 99.060 0.940 60.32 224 0.875 0.875 bicubic
300 crossvit_15_240 xcit_tiny_12_p8_224_dist 94.710 94.720 5.290 5.280 99.070 99.180 0.930 0.820 27.53 6.71 240 224 0.875 1.000 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
301 resnest50d_4s2x40d 94.710 5.290 99.140 0.860 30.42 224 0.875 0.875 bicubic
302 gluon_senet154 94.710 5.290 98.970 1.030 115.09 224 0.875 bicubic
303 halonet50ts 94.710 5.290 98.830 1.170 22.73 256 0.940 bicubic
304 ssl_resnext50_32x4d 94.700 5.300 99.240 0.760 25.03 224 0.875 0.875 bilinear
305 mobilevitv2_150_in22ft1k 94.690 5.310 98.920 1.080 10.59 256 0.888 bicubic
306 vit_relpos_small_patch16_224 94.690 5.310 99.100 0.900 21.98 224 0.900 bicubic
307 deit3_small_patch16_224 94.690 5.310 98.750 1.250 22.06 224 0.900 bicubic
308 cs3darknet_l 94.680 5.320 99.220 0.780 21.16 288 0.950 bicubic
309 regnetz_b16 94.680 5.320 99.160 0.840 9.72 288 0.940 0.940 bicubic
310 efficientnet_el 94.670 5.330 99.130 0.870 10.59 300 0.904 0.904 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
311 wide_resnet50_2 94.660 5.340 99.050 0.950 68.88 224 0.875 0.875 bicubic
312 tresnet_m_448 94.650 94.660 5.350 5.340 99.150 0.850 31.39 448 0.875 0.875 bilinear
313 resnest50d rexnet_200 94.620 94.660 5.380 5.340 99.030 99.090 0.970 0.910 27.48 16.37 224 0.875 0.875 bilinear bicubic
314 swin_tiny_patch4_window7_224 gluon_seresnext101_64x4d 94.620 94.660 5.380 5.340 99.120 98.980 0.880 1.020 28.29 88.23 224 0.900 0.875 bicubic
315 poolformer_s36 94.620 5.380 99.050 0.950 30.86 224 0.900 0.900 bicubic
316 gcresnet50t 94.620 5.380 98.980 1.020 25.90 256 0.900 0.900 bicubic
317 deit_small_distilled_patch16_224 resnest50d 94.600 94.620 5.400 5.380 99.100 99.030 0.900 0.970 22.44 27.48 224 0.900 0.875 bicubic bilinear
318 swin_tiny_patch4_window7_224 94.620 5.380 99.120 0.880 28.29 224 0.900 bicubic
319 twins_pcpvt_small 94.600 5.400 99.150 0.850 24.11 224 0.900 0.900 bicubic
320 vit_small_patch32_384 94.600 5.400 99.140 0.860 22.92 384 1.000 1.000 bicubic
321 pit_s_224 deit_small_distilled_patch16_224 94.590 94.600 5.410 5.400 98.920 99.100 1.080 0.900 23.46 22.44 224 0.900 0.900 bicubic
322 crossvit_small_240 94.580 5.420 99.120 0.880 26.86 240 0.875 0.875 bicubic
323 efficientnet_b3_pruned 94.580 5.420 99.070 0.930 9.86 300 0.904 0.904 bicubic
324 tnt_s_patch16_224 resnext50_32x4d 94.580 5.420 99.180 98.800 0.820 1.200 23.76 25.03 224 0.900 0.950 bicubic
325 resnext50_32x4d pit_s_224 94.570 94.580 5.430 5.420 98.800 98.930 1.200 1.070 25.03 23.46 224 0.950 0.900 bicubic
326 tnt_s_patch16_224 94.570 5.430 99.180 0.820 23.76 224 0.900 bicubic
327 lambda_resnet50ts 94.570 5.430 98.650 1.350 21.54 256 0.950 0.950 bicubic
328 repvgg_b3 94.560 5.440 98.910 1.090 123.09 224 0.875 0.875 bilinear
329 gernet_m 94.550 5.450 98.930 1.070 21.14 224 0.875 0.875 bilinear
330 resmlp_36_distilled_224 94.550 5.450 99.160 0.840 44.69 224 0.875 0.875 bicubic
331 vit_srelpos_small_patch16_224 94.550 5.450 99.140 0.860 21.97 224 0.900 bicubic
332 sehalonet33ts 94.540 5.460 98.760 1.240 13.69 256 0.940 bicubic
333 xcit_tiny_12_p16_384_dist 94.530 5.470 99.170 0.830 6.72 384 1.000 1.000 bicubic
haloregnetz_b 94.520 5.480 98.970 1.030 11.68 224 0.940 bicubic
334 regnety_320 94.520 5.480 99.170 0.830 145.05 224 0.875 0.875 bicubic
335 sehalonet33ts haloregnetz_b 94.520 5.480 98.750 98.960 1.250 1.040 13.69 11.68 256 224 0.940 0.940 bicubic
336 mobilevitv2_200 94.510 5.490 98.970 1.030 18.45 256 0.888 bicubic
337 repvgg_b3g4 94.500 5.500 99.020 0.980 83.83 224 0.875 0.875 bilinear
338 ecaresnet101d_pruned 94.450 94.460 5.550 5.540 99.100 99.090 0.900 0.910 24.88 224 0.875 0.875 bicubic
339 gluon_seresnext101_32x4d 94.450 5.550 99.090 0.910 48.96 224 0.875 0.875 bicubic
340 gluon_resnet152_v1d 94.440 5.560 99.010 0.990 60.21 224 0.875 0.875 bicubic
341 convmixer_768_32 94.430 5.570 99.110 0.890 21.11 224 0.960 0.960 bicubic
342 levit_256 94.410 5.590 99.060 0.940 18.89 224 0.900 bicubic
343 gcresnext50ts 94.410 5.590 98.990 1.010 15.67 256 0.900 0.900 bicubic
344 levit_256 resnest50d_1s4x24d 94.400 94.390 5.600 5.610 99.060 99.070 0.940 0.930 18.89 25.68 224 0.900 0.875 bicubic
345 nf_resnet50 94.390 5.610 99.070 0.930 25.56 288 0.940 0.940 bicubic
346 vit_base_patch32_224 94.390 5.610 99.060 0.940 88.22 224 0.900 0.900 bicubic
resnest50d_1s4x24d 94.380 5.620 99.070 0.930 25.68 224 0.875 bicubic
347 inception_v4 94.380 5.620 98.820 1.180 42.68 299 0.875 0.875 bicubic
348 efficientnet_b2 94.370 5.630 99.050 0.950 9.11 288 1.000 1.000 bicubic
tf_efficientnet_el 94.360 5.640 99.100 0.900 10.59 300 0.904 bicubic
349 xcit_tiny_12_p8_224 94.360 5.640 99.070 0.930 6.71 224 1.000 1.000 bicubic
350 tf_efficientnet_el 94.360 5.640 99.100 0.900 10.59 300 0.904 bicubic
351 edgenext_small_rw 94.360 5.640 99.040 0.960 7.83 320 1.000 bicubic
352 darknet53 94.360 5.640 99.050 0.950 41.61 288 1.000 bicubic
353 gluon_resnext101_64x4d 94.350 5.650 98.880 1.120 83.46 224 0.875 0.875 bicubic
inception_resnet_v2 94.340 5.660 98.800 1.200 55.84 299 0.897 bicubic
354 resmlp_24_distilled_224 94.340 5.660 99.090 0.910 30.02 224 0.875 0.875 bicubic
355 inception_resnet_v2 94.330 5.670 98.800 1.200 55.84 299 0.897 bicubic
356 poolformer_s24 94.330 5.670 99.060 0.940 21.39 224 0.900 0.900 bicubic
357 ssl_resnet50 94.310 94.320 5.690 5.680 99.150 0.850 25.56 224 0.875 0.875 bilinear
358 sebotnet33ts_256 94.310 5.690 98.590 98.600 1.410 1.400 13.70 256 0.940 0.940 bicubic
359 resmlp_big_24_224 rexnet_150 94.270 94.280 5.730 5.720 98.820 99.080 1.180 0.920 129.14 9.73 224 0.875 0.875 bicubic
tf_efficientnet_b2_ap 94.270 5.730 98.950 1.050 9.11 260 0.890 bicubic
360 resnetv2_50 94.270 5.730 98.930 1.070 25.55 224 0.950 0.950 bicubic
361 seresnet33ts 94.270 5.730 98.780 1.220 19.78 256 0.900 0.900 bicubic
362 tf_efficientnet_b2_ap 94.270 5.730 98.950 1.050 9.11 260 0.890 bicubic
363 regnetx_120 94.260 5.740 99.190 0.810 46.11 224 0.875 0.875 bicubic
364 rexnet_150 resmlp_big_24_224 94.260 5.740 99.080 98.820 0.920 1.180 9.73 129.14 224 0.875 0.875 bicubic
365 cspresnext50 94.240 5.760 99.050 0.950 20.57 256 0.887 bilinear
366 mixnet_xl 94.230 5.770 98.820 1.180 11.90 224 0.875 0.875 bicubic
367 regnetx_320 mobilevitv2_175 94.220 94.230 5.780 5.770 99.050 98.930 0.950 1.070 107.81 14.25 224 256 0.875 0.888 bicubic
368 xcit_tiny_24_p16_224_dist 94.220 5.780 98.960 1.040 12.12 224 1.000 1.000 bicubic
369 tf_efficientnet_b2 regnetx_320 94.210 94.220 5.790 5.780 99.030 99.050 0.970 0.950 9.11 107.81 260 224 0.890 0.875 bicubic
370 tf_efficientnet_b2 94.210 5.790 99.040 0.960 9.11 260 0.890 bicubic
371 darknetaa53 94.210 5.790 98.950 1.050 36.02 288 1.000 bilinear
372 ecaresnet50d 94.200 5.800 99.020 0.980 25.58 224 0.875 0.875 bicubic
373 dpn92 94.180 5.820 98.930 1.070 37.67 224 0.875 0.875 bicubic
374 gluon_resnet101_v1d 94.180 5.820 98.940 1.060 44.57 224 0.875 bicubic
375 resnet50_gn 94.180 5.820 98.920 1.080 25.56 224 0.940 0.940 bicubic
gluon_resnet101_v1d 94.170 5.830 98.940 1.060 44.57 224 0.875 bicubic
gluon_resnet101_v1s 94.170 5.830 99.010 0.990 44.67 224 0.875 bicubic
376 gluon_seresnext50_32x4d 94.170 5.830 98.910 1.090 27.56 224 0.875 0.875 bicubic
377 gluon_resnet101_v1s 94.170 5.830 99.010 0.990 44.67 224 0.875 bicubic
378 ecaresnetlight 94.140 5.860 98.950 1.050 30.16 224 0.875 0.875 bicubic
ens_adv_inception_resnet_v2 94.130 5.870 98.790 1.210 55.84 299 0.897 bicubic
tf_efficientnet_lite3 94.120 5.880 98.960 1.040 8.20 300 0.904 bilinear
gluon_resnext101_32x4d 94.120 5.880 98.940 1.060 44.18 224 0.875 bicubic
379 legacy_seresnext101_32x4d 94.120 5.880 98.970 1.030 48.96 224 0.875 0.875 bilinear
380 ens_adv_inception_resnet_v2 94.120 5.880 98.790 1.210 55.84 299 0.897 bicubic
381 gluon_resnext101_32x4d 94.120 5.880 98.930 1.070 44.18 224 0.875 bicubic
382 tf_efficientnet_lite3 94.110 5.890 98.960 1.040 8.20 300 0.904 bilinear
383 cspdarknet53 94.090 5.910 98.980 1.020 27.64 256 0.887 0.887 bilinear
384 efficientnet_el_pruned 94.090 5.910 99.020 99.010 0.980 0.990 10.59 300 0.904 0.904 bicubic
385 seresnet50 94.080 5.920 98.950 1.050 28.09 224 0.875 0.875 bicubic
386 mobilevitv2_150 94.070 5.930 98.900 1.100 10.59 256 0.888 bicubic
387 resnet50d 94.070 5.930 98.920 1.080 25.58 224 0.875 0.875 bicubic
388 tf_efficientnetv2_b2 94.070 94.060 5.930 5.940 98.930 1.070 10.10 260 0.890 0.890 bicubic
389 gluon_resnet152_v1b 94.030 5.970 98.750 1.250 60.19 224 0.875 0.875 bicubic
390 hrnet_w48 94.030 5.970 99.040 99.030 0.960 0.970 77.47 224 0.875 0.875 bilinear
391 resnetrs50 94.020 5.980 98.850 1.150 35.69 224 0.910 0.910 bicubic
392 gluon_xception65 94.010 5.990 99.020 0.980 39.92 299 0.903 0.903 bicubic
393 regnety_120 94.010 5.990 99.040 99.030 0.960 0.970 51.82 224 0.875 0.875 bicubic
394 dla102x2 94.000 6.000 99.030 0.970 41.28 224 0.875 0.875 bilinear
395 deit_small_patch16_224 93.980 93.990 6.020 6.010 98.960 1.040 22.05 224 0.900 0.900 bicubic
396 dpn107 93.960 6.040 98.830 1.170 86.92 224 0.875 0.875 bicubic
397 ecaresnet26t 93.950 93.960 6.050 6.040 98.920 1.080 16.01 320 0.950 0.950 bicubic
398 skresnext50_32x4d 93.950 6.050 98.830 1.170 27.48 224 0.875 0.875 bicubic
399 cait_xxs36_224 93.930 6.070 98.880 98.890 1.120 1.110 17.30 224 1.000 1.000 bicubic
400 dpn98 93.920 93.930 6.080 6.070 98.920 1.080 61.57 224 0.875 0.875 bicubic
401 resnet50 93.920 93.930 6.080 6.070 98.470 1.530 25.56 224 0.950 0.950 bicubic
402 vit_base_patch16_224_sam 93.890 6.110 98.890 1.110 86.57 224 0.900 bicubic
403 gluon_resnet152_v1c 93.890 6.110 98.800 1.200 60.21 224 0.875 0.875 bicubic
404 regnetx_160 93.890 6.110 99.090 0.910 54.28 224 0.875 0.875 bicubic
405 vit_base_patch16_224_sam xception71 93.890 93.880 6.110 6.120 98.890 98.950 1.110 1.050 86.57 42.34 224 299 0.900 0.903 bicubic
406 xception71 nf_regnet_b1 93.890 93.880 6.110 6.120 98.950 98.750 1.050 1.250 42.34 10.22 299 288 0.903 0.900 bicubic
nf_regnet_b1 93.880 6.120 98.740 1.260 10.22 288 0.900 bicubic
407 cspresnet50 93.860 6.140 98.860 1.140 21.62 256 0.887 0.887 bilinear
408 eca_resnet33ts 93.860 6.140 98.890 1.110 19.68 256 0.900 0.900 bicubic
409 ese_vovnet39b 93.850 6.150 98.900 1.100 24.57 224 0.875 0.875 bicubic
410 fbnetv3_d 93.840 93.850 6.160 6.150 98.910 1.090 10.31 256 0.950 0.950 bilinear
hrnet_w64 93.840 6.160 98.930 1.070 128.06 224 0.875 bilinear
411 xcit_tiny_24_p16_224 93.840 6.160 98.760 1.240 12.12 224 1.000 1.000 bicubic
412 hrnet_w64 93.830 6.170 98.920 1.080 128.06 224 0.875 bilinear
413 gcresnet33ts 93.830 6.170 98.910 1.090 19.88 256 0.900 bicubic
414 resnext50d_32x4d 93.820 6.180 98.740 1.260 25.05 224 0.875 bicubic
415 ecaresnet50d_pruned 93.820 6.180 99.000 1.000 19.94 224 0.875 0.875 bicubic
416 gcresnet33ts repvgg_b2g4 93.820 6.180 98.910 98.930 1.090 1.070 19.88 61.76 256 224 0.900 0.875 bicubic bilinear
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
417 efficientnet_b2_pruned 93.800 6.200 98.910 1.090 8.31 260 0.890 0.890 bicubic
418 dla169 93.800 93.790 6.200 6.210 98.830 1.170 53.39 224 0.875 0.875 bilinear
419 regnetx_080 93.790 6.210 98.900 1.100 39.57 224 0.875 0.875 bicubic
cspresnext50 93.780 6.220 98.840 1.160 20.57 224 0.875 bilinear
420 resnext101_32x8d 93.770 6.230 98.950 1.050 88.79 224 0.875 0.875 bilinear
421 gluon_resnet101_v1b 93.760 6.240 98.700 1.300 44.55 224 0.875 0.875 bicubic
422 dpn131 93.750 6.250 98.830 1.170 79.25 224 0.875 0.875 bicubic
423 tf_efficientnet_b0_ns 93.750 6.250 98.970 1.030 5.29 224 0.875 bicubic
424 efficientnet_em 93.740 6.260 98.930 1.070 6.90 240 0.882 0.882 bicubic
425 tf_efficientnet_b0_ns levit_192 93.740 93.720 6.260 6.280 98.980 98.790 1.020 1.210 5.29 10.95 224 0.875 0.900 bicubic
426 wide_resnet101_2 93.730 93.720 6.270 6.280 98.810 1.190 126.89 224 0.875 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 98.800 1.200 10.95 224 0.900 bicubic
resnetblur50 93.710 6.290 98.810 1.190 25.56 224 0.875 bicubic
427 tf_efficientnet_b1 93.710 6.290 98.800 1.200 7.79 240 0.882 0.882 bicubic
428 tf_efficientnetv2_b1 93.710 6.290 98.820 1.180 8.14 240 0.882 0.882 bicubic
429 gluon_resnet101_v1c resnetblur50 93.690 93.710 6.310 6.290 98.760 98.810 1.240 1.190 44.57 25.56 224 0.875 0.875 bicubic
430 rexnet_130 hrnet_w40 93.680 93.710 6.320 6.290 98.710 98.800 1.290 1.200 7.56 57.56 224 0.875 0.875 bicubic bilinear
431 gluon_resnet101_v1c 93.680 6.320 98.760 1.240 44.57 224 0.875 bicubic
432 rexnet_130 93.670 6.330 98.700 1.300 7.56 224 0.875 bicubic
433 regnetx_040 93.670 6.330 98.940 1.060 22.12 224 0.875 0.875 bicubic
434 resmlp_36_224 93.650 6.350 98.950 1.050 44.69 224 0.875 0.875 bicubic
435 gluon_resnext50_32x4d 93.650 6.350 98.690 1.310 25.03 224 0.875 0.875 bicubic
436 xception 93.640 6.360 98.760 1.240 22.86 299 0.897 0.897 bicubic
fbnetv3_b 93.640 6.360 98.910 1.090 8.60 256 0.950 bilinear
resnet33ts 93.630 6.370 98.760 1.240 19.68 256 0.900 bicubic
437 tf_efficientnet_b1_ap 93.630 6.370 98.800 1.200 7.79 240 0.882 0.882 bicubic
438 resnet33ts 93.630 6.370 98.760 1.240 19.68 256 0.900 bicubic
439 fbnetv3_b 93.630 6.370 98.910 1.090 8.60 256 0.950 bilinear
440 dpn68b 93.620 6.380 98.700 1.300 12.61 224 0.875 0.875 bicubic
441 regnetx_064 93.620 6.380 99.050 0.950 26.21 224 0.875 0.875 bicubic
442 halonet26t 93.610 6.390 98.640 1.360 12.48 256 0.950 bicubic
443 hrnet_w44 93.610 6.390 98.960 1.040 67.06 224 0.875 0.875 bilinear
halonet26t 93.600 6.400 98.640 1.360 12.48 256 0.950 bicubic
444 res2net50_26w_6s 93.600 6.400 98.750 1.250 37.05 224 0.875 0.875 bilinear
445 gluon_resnet50_v1s 93.590 6.410 98.840 1.160 25.68 224 0.875 0.875 bicubic
446 repvgg_b2 93.590 6.410 99.070 0.930 89.02 224 0.875 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
447 tf_efficientnet_cc_b1_8e 93.570 6.430 98.690 1.310 39.72 240 0.882 0.882 bicubic
448 eca_halonext26ts 93.560 6.440 98.680 1.320 10.76 256 0.940 0.940 bicubic
449 resnet32ts 93.560 6.440 98.750 1.250 17.96 256 0.900 bicubic
450 dla60_res2next 93.550 6.450 98.780 1.220 17.03 224 0.875 bilinear
451 gluon_inception_v3 93.540 6.460 98.830 1.170 23.83 299 0.875 0.875 bicubic
452 res2net101_26w_4s 93.530 6.470 98.600 1.400 45.21 224 0.875 bilinear
453 gluon_resnet50_v1d 93.530 6.470 98.710 1.290 25.58 224 0.875 0.875 bicubic
454 res2net101_26w_4s dla102x 93.520 93.530 6.480 6.470 98.600 98.850 1.400 1.150 45.21 26.31 224 0.875 0.875 bilinear
coat_tiny 93.520 6.480 98.690 1.310 5.50 224 0.900 bicubic
dla102x 93.520 6.480 98.850 1.150 26.31 224 0.875 bilinear
455 gmlp_s16_224 93.510 6.490 98.780 1.220 19.42 224 0.875 0.875 bicubic
456 coat_tiny 93.510 6.490 98.690 1.310 5.50 224 0.900 bicubic
457 selecsls60b 93.500 6.500 98.840 1.160 32.77 224 0.875 0.875 bicubic
458 cait_xxs24_224 93.490 6.510 98.780 98.770 1.220 1.230 11.96 224 1.000 1.000 bicubic
459 xception41 93.480 6.520 98.750 1.250 26.97 299 0.903 0.903 bicubic
460 mobilevitv2_125 93.460 6.540 98.860 1.140 7.48 256 0.888 bicubic
461 coat_lite_mini 93.460 6.540 98.780 1.220 11.01 224 0.900 0.900 bicubic
462 vit_tiny_patch16_384 res2net50_26w_8s 93.450 93.440 6.550 6.560 98.830 98.690 1.170 1.310 5.79 48.40 384 224 1.000 0.875 bicubic bilinear
legacy_seresnet152 93.440 6.560 98.850 1.150 66.82 224 0.875 bilinear
463 resmlp_24_224 93.440 6.560 98.810 1.190 30.02 224 0.875 0.875 bicubic
464 botnet26t_256 vit_tiny_patch16_384 93.430 93.440 6.570 6.560 98.660 98.830 1.340 1.170 12.49 5.79 256 384 0.950 1.000 bicubic
465 botnet26t_256 93.430 6.570 98.650 1.350 12.49 256 0.950 bicubic
466 lambda_resnet26rpt_256 93.430 6.570 98.880 1.120 10.99 256 0.940 0.940 bicubic
467 legacy_seresnext50_32x4d legacy_seresnet152 93.430 6.570 98.800 98.850 1.200 1.150 27.56 66.82 224 0.875 0.875 bilinear
468 res2net50_26w_8s legacy_seresnext50_32x4d 93.420 6.580 98.690 98.800 1.310 1.200 48.40 27.56 224 0.875 0.875 bilinear
469 repvgg_b1 93.410 6.590 98.790 1.210 57.42 224 0.875 0.875 bilinear
470 lambda_resnet26t 93.400 6.600 98.730 1.270 10.96 256 0.940 0.940 bicubic
471 hrnet_w30 93.390 93.380 6.610 6.620 98.830 1.170 37.71 224 0.875 0.875 bilinear
472 dla60_res2net 93.380 93.370 6.620 6.630 98.860 98.840 1.140 1.160 20.85 224 0.875 0.875 bilinear
473 eca_botnext26ts_256 93.370 6.630 98.700 1.300 10.59 256 0.950 0.950 bicubic
474 xcit_tiny_12_p16_224_dist 93.350 6.650 98.740 1.260 6.72 224 1.000 1.000 bicubic
475 legacy_seresnet101 xcit_nano_12_p8_384_dist 93.270 6.730 98.740 98.850 1.260 1.150 49.33 3.05 224 384 0.875 1.000 bilinear bicubic
476 mixnet_l 93.270 6.730 98.700 1.300 7.33 224 0.875 0.875 bicubic
477 legacy_seresnet101 93.270 6.730 98.740 1.260 49.33 224 0.875 bilinear
478 dla102 93.260 6.740 98.770 1.230 33.27 224 0.875 0.875 bilinear
479 xcit_nano_12_p8_384_dist cs3darknet_m 93.260 6.740 98.850 98.720 1.150 1.280 3.05 9.31 384 288 1.000 0.950 bicubic
480 tv_resnet152 93.250 6.750 98.750 1.250 60.19 224 0.875 bilinear
481 regnetx_032 93.250 6.750 98.730 1.270 15.30 224 0.875 0.875 bicubic
482 resnest26d 93.240 6.760 98.850 1.150 17.07 224 0.875 0.875 bilinear
483 tv_resnet152 pit_xs_distilled_224 93.240 6.760 98.750 98.830 1.250 1.170 60.19 11.00 224 0.875 0.900 bilinear bicubic
pit_xs_distilled_224 93.240 6.760 98.820 1.180 11.00 224 0.900 bicubic
484 tf_inception_v3 93.200 6.800 98.480 1.520 23.83 299 0.875 0.875 bicubic
485 dla60x 93.190 6.810 98.710 1.290 17.35 224 0.875 0.875 bilinear
486 res2net50_26w_4s 93.180 6.820 98.670 1.330 25.70 224 0.875 0.875 bilinear
487 tf_efficientnet_em 93.170 6.830 98.670 1.330 6.90 240 0.882 0.882 bicubic
488 mobilevit_s vit_relpos_base_patch32_plus_rpn_256 93.160 6.840 98.780 98.320 1.220 1.680 5.58 119.42 256 0.900 0.900 bicubic
489 res2next50 mobilevit_s 93.140 93.160 6.860 6.840 98.650 98.770 1.350 1.230 24.67 5.58 224 256 0.875 0.900 bilinear bicubic
490 bat_resnext26ts res2next50 93.110 93.160 6.890 6.840 98.730 98.650 1.270 1.350 10.73 24.67 256 224 0.900 0.875 bicubic bilinear
491 tf_efficientnetv2_b0 mobilevitv2_100 93.060 93.130 6.940 6.870 98.700 98.760 1.300 1.240 7.14 4.90 224 256 0.875 0.888 bicubic
492 cs3darknet_focus_m 93.110 6.890 98.740 1.260 9.30 288 0.950 bicubic
493 bat_resnext26ts 93.100 6.900 98.730 1.270 10.73 256 0.900 bicubic
494 tf_efficientnetv2_b0 93.060 6.940 98.690 1.310 7.14 224 0.875 bicubic
495 levit_128 93.050 6.950 98.700 1.300 9.21 224 0.900 bicubic
496 tf_mixnet_l 93.040 6.960 98.540 1.460 7.33 224 0.875 0.875 bicubic
497 levit_128 res2net50_14w_8s 93.040 6.960 98.680 98.700 1.320 1.300 9.21 25.06 224 0.900 0.875 bicubic bilinear
efficientnet_b1 93.030 6.970 98.710 1.290 7.79 256 1.000 bicubic
498 repvgg_b1g4 93.030 6.970 98.820 1.180 39.97 224 0.875 0.875 bilinear
499 res2net50_14w_8s efficientnet_b1 93.030 93.020 6.970 6.980 98.700 98.710 1.300 1.290 25.06 7.79 224 256 0.875 1.000 bilinear bicubic
500 adv_inception_v3 93.010 6.990 98.490 1.510 23.83 299 0.875 0.875 bicubic
501 selecsls60 93.010 6.990 98.830 1.170 30.67 224 0.875 bicubic
502 regnety_016 93.000 7.000 98.680 1.320 11.20 224 0.875 0.875 bicubic
selecsls60 93.000 7.000 98.830 1.170 30.67 224 0.875 bicubic
503 hardcorenas_f 92.980 7.020 98.620 1.380 8.20 224 0.875 0.875 bilinear
504 efficientnet_b1_pruned 92.970 7.030 98.520 1.480 6.33 240 0.882 0.882 bicubic
505 hrnet_w32 92.950 7.050 98.840 1.160 41.23 224 0.875 0.875 bilinear
506 hardcorenas_e 92.940 7.060 98.570 98.580 1.430 1.420 8.07 224 0.875 0.875 bilinear
507 efficientnet_es 92.920 7.080 98.690 1.310 5.44 224 0.875 0.875 bicubic
gluon_resnet50_v1c 92.920 7.080 98.700 1.300 25.58 224 0.875 bicubic
508 pit_xs_224 92.910 7.090 98.780 1.220 10.62 224 0.900 0.900 bicubic
509 gluon_resnet50_v1c 92.910 7.090 98.700 1.300 25.58 224 0.875 bicubic
510 tv_resnext50_32x4d 92.910 7.090 98.720 1.280 25.03 224 0.875 0.875 bilinear
511 densenet161 92.900 7.100 98.810 1.190 28.68 224 0.875 bicubic
512 inception_v3 92.900 7.100 98.330 1.670 23.83 299 0.875 0.875 bicubic
densenet161 92.890 7.110 98.810 1.190 28.68 224 0.875 bicubic
513 tv_resnet101 92.880 7.120 98.660 1.340 44.55 224 0.875 0.875 bilinear
514 resmlp_12_distilled_224 92.870 7.130 98.620 1.380 15.35 224 0.875 0.875 bicubic
515 tf_efficientnet_cc_b0_8e 92.870 7.130 98.460 98.450 1.540 1.550 24.01 224 0.875 0.875 bicubic
516 coat_lite_tiny 92.860 7.140 98.640 1.360 5.72 224 0.900 0.900 bicubic
517 rexnet_100 92.840 92.850 7.160 7.150 98.620 1.380 4.80 224 0.875 0.875 bicubic
518 tf_efficientnet_cc_b0_4e 92.840 92.830 7.160 7.170 98.440 1.560 13.31 224 0.875 0.875 bicubic
519 seresnext26t_32x4d 92.820 7.180 98.560 1.440 16.81 224 0.875 bicubic
520 seresnext26ts 92.820 7.180 98.600 1.400 10.39 256 0.900 0.900 bicubic
521 seresnext26t_32x4d tinynet_a 92.810 7.190 98.560 1.440 16.81 6.19 224 192 0.875 0.875 bicubic
tinynet_a 92.790 7.210 98.560 1.440 6.19 192 0.875 bicubic
522 res2net50_48w_2s 92.790 7.210 98.480 1.520 25.29 224 0.875 0.875 bilinear
523 hrnet_w18 92.760 7.240 98.660 1.340 21.30 224 0.875 bilinear
524 crossvit_9_dagger_240 92.760 7.240 98.510 1.490 8.78 240 0.875 0.875 bicubic
525 hrnet_w18 densenet201 92.750 92.700 7.250 7.300 98.660 98.650 1.340 1.350 21.30 20.01 224 0.875 0.875 bilinear bicubic
densenet201 92.690 7.310 98.650 1.350 20.01 224 0.875 bicubic
526 gmixer_24_224 92.680 7.320 98.280 1.720 24.72 224 0.875 0.875 bicubic
527 repvgg_a2 92.680 7.320 98.520 1.480 28.21 224 0.875 0.875 bilinear
dla60 92.670 7.330 98.630 1.370 22.04 224 0.875 bilinear
528 legacy_seresnet50 92.670 7.330 98.650 1.350 28.09 224 0.875 0.875 bilinear
529 resnet26t 92.670 7.330 98.580 1.420 16.01 256 0.940 0.940 bicubic
530 resnet34d dla60 92.640 92.660 7.360 7.340 98.420 98.630 1.580 1.370 21.82 22.04 224 0.875 0.875 bicubic bilinear
531 resnet34d 92.650 7.350 98.420 1.580 21.82 224 0.875 bicubic
532 tf_efficientnet_b0_ap 92.620 7.380 98.370 1.630 5.29 224 0.875 bicubic
533 mobilenetv2_120d 92.610 7.390 98.500 1.500 5.83 224 0.875 0.875 bicubic
534 tf_efficientnet_b0_ap tf_efficientnet_lite2 92.610 92.600 7.390 7.400 98.370 98.550 1.630 1.450 5.29 6.09 224 260 0.875 0.890 bicubic
535 hardcorenas_d 92.600 7.400 98.430 1.570 7.50 224 0.875 0.875 bilinear
536 legacy_seresnext26_32x4d 92.580 92.590 7.420 7.410 98.410 1.590 16.79 224 0.875 0.875 bicubic
tf_efficientnet_lite2 92.580 7.420 98.550 1.450 6.09 260 0.890 bicubic
537 skresnet34 92.570 7.430 98.520 1.480 22.28 224 0.875 0.875 bicubic
538 gluon_resnet50_v1b 92.560 7.440 98.550 1.450 25.56 224 0.875 0.875 bicubic
539 regnetx_016 92.540 92.530 7.460 7.470 98.550 1.450 9.19 224 0.875 0.875 bicubic
540 selecsls42b 92.480 7.520 98.440 1.560 32.46 224 0.875 0.875 bicubic
541 efficientnet_b0 92.480 7.520 98.680 1.320 5.29 224 0.875 0.875 bicubic
gcresnext26ts 92.470 7.530 98.490 1.510 10.48 256 0.900 bicubic
542 poolformer_s12 92.470 7.530 98.350 1.650 11.92 224 0.900 0.900 bicubic
543 xcit_tiny_12_p16_224 92.460 7.540 98.630 1.370 6.72 224 1.000 1.000 bicubic
544 gcresnext26ts 92.460 7.540 98.490 1.510 10.48 256 0.900 bicubic
545 gernet_s 92.440 7.560 98.500 1.500 8.17 224 0.875 0.875 bilinear
546 seresnext26d_32x4d 92.430 7.570 98.540 1.460 16.81 224 0.875 0.875 bicubic
547 xcit_nano_12_p8_224_dist 92.430 92.420 7.570 7.580 98.520 1.480 3.05 224 1.000 1.000 bicubic
548 eca_resnext26ts 92.410 7.590 98.620 1.380 10.30 256 0.900 0.900 bicubic
549 densenetblur121d 92.410 7.590 98.420 1.580 8.00 224 0.875 bicubic
550 tf_efficientnet_b0 92.400 7.600 98.470 1.530 5.29 224 0.875 0.875 bicubic
551 densenetblur121d hardcorenas_c 92.400 92.360 7.600 7.640 98.410 98.350 1.590 1.650 8.00 5.52 224 0.875 0.875 bicubic bilinear
552 convmixer_1024_20_ks9_p14 92.350 7.650 98.420 1.580 24.38 224 0.960 0.960 bicubic
hardcorenas_c 92.330 7.670 98.340 1.660 5.52 224 0.875 bilinear
553 tf_efficientnet_lite1 92.310 7.690 98.490 1.510 5.42 240 0.882 0.882 bicubic
554 densenet169 92.280 92.290 7.720 7.710 98.590 1.410 14.15 224 0.875 0.875 bicubic
555 mobilenetv3_large_100_miil 92.270 7.730 98.240 1.760 5.48 224 0.875 bilinear
556 mixnet_m 92.270 7.730 98.350 1.650 5.01 224 0.875 0.875 bicubic
557 dpn68 resnet26d 92.260 7.740 98.610 98.450 1.390 1.550 12.61 16.01 224 0.875 0.875 bicubic
558 mobilenetv3_large_100_miil dpn68 92.250 7.750 98.250 98.610 1.750 1.390 5.48 12.61 224 0.875 0.875 bilinear bicubic
resnet26d 92.250 7.750 98.450 1.550 16.01 224 0.875 bicubic
559 resnext26ts 92.220 7.780 98.250 1.750 10.30 256 0.900 0.900 bicubic
560 tf_mixnet_m 92.200 92.210 7.800 7.790 98.420 1.580 5.01 224 0.875 0.875 bicubic
561 vit_small_patch32_224 92.150 92.160 7.850 7.840 98.510 1.490 22.88 224 0.900 0.900 bicubic
562 tv_resnet50 92.140 92.130 7.860 7.870 98.420 1.580 25.56 224 0.875 0.875 bilinear
563 xcit_nano_12_p16_384_dist 92.130 7.870 98.520 1.480 3.05 384 1.000 bicubic
564 tf_efficientnet_es 92.120 7.880 98.430 1.570 5.44 224 0.875 bicubic
565 resmlp_12_224 92.120 7.880 98.570 1.430 15.35 224 0.875 0.875 bicubic
tf_efficientnet_es 92.110 7.890 98.430 1.570 5.44 224 0.875 bicubic
xcit_nano_12_p16_384_dist 92.110 7.890 98.520 1.480 3.05 384 1.000 bicubic
566 mobilenetv2_140 92.040 7.960 98.250 1.750 6.11 224 0.875 0.875 bicubic
567 ese_vovnet19b_dw 92.010 92.000 7.990 8.000 98.510 1.490 6.54 224 0.875 0.875 bicubic
568 hardcorenas_b mobilevitv2_075 91.940 91.970 8.060 8.030 98.400 98.300 1.600 1.700 5.18 2.87 224 256 0.875 0.888 bilinear bicubic
569 densenet121 91.940 8.060 98.280 1.720 7.98 224 0.875 0.875 bicubic
570 regnety_008 hardcorenas_b 91.910 91.930 8.090 8.070 98.420 98.400 1.580 1.600 6.26 5.18 224 0.875 0.875 bicubic bilinear
571 vit_tiny_patch16_224 91.910 8.090 98.340 1.660 5.72 224 0.900 0.900 bicubic
572 mixnet_s regnety_008 91.780 91.900 8.220 8.100 98.300 98.420 1.700 1.580 4.13 6.26 224 0.875 0.875 bicubic
573 mixnet_s 91.770 8.230 98.300 1.700 4.13 224 0.875 bicubic
574 vit_tiny_r_s16_p8_384 91.730 8.270 98.430 1.570 6.36 384 1.000 1.000 bicubic
575 efficientnet_es_pruned 91.700 91.710 8.300 8.290 98.410 1.590 5.44 224 0.875 0.875 bicubic
576 tf_mixnet_s 91.690 8.310 98.240 1.760 4.13 224 0.875 bicubic
577 repvgg_b0 91.680 8.320 98.450 1.550 15.82 224 0.875 0.875 bilinear
tf_mixnet_s 91.680 8.320 98.240 1.760 4.13 224 0.875 bicubic
578 semnasnet_100 91.660 8.340 98.270 1.730 3.89 224 0.875 0.875 bicubic
579 hardcorenas_a 91.620 8.380 98.170 1.830 5.26 224 0.875 0.875 bilinear
580 regnety_006 mobilenetv3_rw 91.560 91.550 8.440 8.450 98.430 98.280 1.570 1.720 6.06 5.48 224 0.875 0.875 bicubic
581 mobilenetv3_rw regnety_006 91.540 91.550 8.460 8.450 98.270 98.430 1.730 1.570 5.48 6.06 224 0.875 0.875 bicubic
582 levit_128s 91.500 8.500 98.400 1.600 7.78 224 0.900 0.900 bicubic
583 legacy_seresnet34 91.480 91.490 8.520 8.510 98.200 1.800 21.96 224 0.875 0.875 bilinear
584 mobilenetv3_large_100 91.480 8.520 98.320 1.680 5.48 224 0.875 0.875 bicubic
585 resnet26 91.440 8.560 98.260 1.740 16.00 224 0.875 0.875 bicubic
586 tf_mobilenetv3_large_100 91.420 8.580 98.260 1.740 5.48 224 0.875 0.875 bilinear
587 tv_densenet121 91.410 91.400 8.590 8.600 98.250 1.750 7.98 224 0.875 0.875 bicubic
588 mobilenetv2_110d edgenext_x_small 91.340 91.400 8.660 8.600 98.180 98.160 1.820 1.840 4.52 2.34 224 256 0.875 0.900 bicubic
589 mobilenetv2_110d 91.330 8.670 98.190 1.810 4.52 224 0.875 bicubic
590 tf_efficientnet_lite0 91.300 8.700 98.090 1.910 4.65 224 0.875 0.875 bicubic
fbnetc_100 91.260 8.740 97.830 2.170 5.57 224 0.875 bilinear
591 efficientnet_lite0 91.260 8.740 98.250 1.750 4.65 224 0.875 0.875 bicubic
592 dla34 fbnetc_100 91.230 91.250 8.770 8.750 98.180 97.850 1.820 2.150 15.74 5.57 224 0.875 0.875 bilinear
593 mnasnet_100 dla34 91.200 91.230 8.800 8.770 98.050 98.170 1.950 1.830 4.38 15.74 224 0.875 0.875 bicubic bilinear
594 mnasnet_100 91.210 8.790 98.050 1.950 4.38 224 0.875 bicubic
595 resnet34 91.200 8.800 98.240 1.760 21.80 224 0.875 0.875 bilinear
596 mobilevit_xs 91.180 91.200 8.820 8.800 98.220 1.780 2.32 256 0.900 0.900 bicubic
597 hrnet_w18_small_v2 91.170 8.830 98.340 98.330 1.660 1.670 15.60 224 0.875 0.875 bilinear
598 regnetx_008 91.160 8.840 98.380 1.620 7.26 224 0.875 0.875 bicubic
599 xcit_nano_12_p8_224 mixer_b16_224 91.140 91.150 8.860 8.850 98.230 97.400 1.770 2.600 3.05 59.88 224 1.000 0.875 bicubic
600 mixer_b16_224 tinynet_b 91.140 8.860 97.400 98.060 2.600 1.940 59.88 3.73 224 188 0.875 0.875 bicubic
601 resnest14d 91.130 8.870 98.330 1.670 10.61 224 0.875 0.875 bilinear
602 tinynet_b xcit_nano_12_p8_224 91.130 8.870 98.070 98.230 1.930 1.770 3.73 3.05 188 224 0.875 1.000 bicubic
deit_tiny_distilled_patch16_224 91.110 8.890 98.270 1.730 5.91 224 0.900 bicubic
603 gluon_resnet34_v1b 91.100 8.900 98.180 1.820 21.80 224 0.875 0.875 bicubic
604 swsl_resnet18 deit_tiny_distilled_patch16_224 91.080 8.920 98.210 98.270 1.790 1.730 11.69 5.91 224 0.875 0.900 bilinear bicubic
605 swsl_resnet18 91.070 8.930 98.210 1.790 11.69 224 0.875 bilinear
606 crossvit_9_240 91.050 8.950 98.310 1.690 8.55 240 0.875 0.875 bicubic
607 vgg19_bn 90.990 9.010 98.110 1.890 143.68 224 0.875 0.875 bilinear
608 pit_ti_distilled_224 90.900 9.100 98.220 1.780 5.10 224 0.900 0.900 bicubic
609 regnetx_006 90.770 9.230 98.100 1.900 6.20 224 0.875 0.875 bicubic
610 regnety_004 90.770 9.230 98.080 1.920 4.34 224 0.875 0.875 bicubic
611 ssl_resnet18 90.700 9.300 98.030 1.970 11.69 224 0.875 0.875 bilinear
612 spnasnet_100 90.610 90.600 9.390 9.400 97.950 97.960 2.050 2.040 4.42 224 0.875 0.875 bilinear
613 convit_tiny 90.550 9.450 98.210 98.220 1.790 1.780 5.71 224 0.875 0.875 bicubic
614 crossvit_tiny_240 90.540 9.460 97.940 2.060 7.01 240 0.875 0.875 bicubic
615 vgg16_bn 90.540 9.460 97.990 2.010 138.37 224 0.875 0.875 bilinear
616 pit_ti_224 90.440 9.560 98.010 1.990 4.85 224 0.900 bicubic
617 ghostnet_100 90.440 9.560 97.830 2.170 5.18 224 0.875 0.875 bilinear
618 pit_ti_224 tf_mobilenetv3_large_075 90.430 90.330 9.570 9.670 98.000 97.880 2.000 2.120 4.85 3.99 224 0.900 0.875 bicubic bilinear
tf_mobilenetv3_large_075 90.320 9.680 97.870 2.130 3.99 224 0.875 bilinear
619 tv_resnet34 90.290 9.710 97.980 2.020 21.80 224 0.875 0.875 bilinear
620 semnasnet_075 90.210 9.790 97.970 2.030 2.91 224 0.875 0.875 bicubic
621 skresnet18 90.170 9.830 97.780 2.220 11.96 224 0.875 0.875 bicubic
622 xcit_nano_12_p16_224_dist 90.160 90.170 9.840 9.830 97.760 97.750 2.240 2.250 3.05 224 1.000 1.000 bicubic
623 resnet18d 89.990 89.980 10.010 10.020 97.830 2.170 11.71 224 0.875 0.875 bicubic
624 hrnet_w18_small 89.880 89.870 10.120 10.130 97.890 2.110 13.19 224 0.875 0.875 bilinear
625 vit_base_patch32_224_sam 89.860 10.140 97.600 2.400 88.22 224 0.900 0.900 bicubic
626 mobilenetv2_100 89.830 89.820 10.170 10.180 97.830 2.170 3.50 224 0.875 0.875 bicubic
627 vgg19 89.680 10.320 97.550 2.450 143.67 224 0.875 0.875 bilinear
628 deit_tiny_patch16_224 89.620 10.380 97.960 2.040 5.72 224 0.900 0.900 bicubic
629 regnetx_004 89.470 10.530 97.770 2.230 5.16 224 0.875 0.875 bicubic
630 vgg16 89.360 10.640 97.520 2.480 138.36 224 0.875 0.875 bilinear
631 vit_tiny_r_s16_p8_224 89.340 89.350 10.660 10.650 97.700 2.300 6.34 224 0.900 0.900 bicubic
632 legacy_seresnet18 89.260 10.740 97.680 97.690 2.320 2.310 11.78 224 0.875 0.875 bicubic
633 vgg13_bn edgenext_xx_small 89.200 89.230 10.800 10.770 97.520 97.260 2.480 2.740 133.05 1.33 224 256 0.875 0.900 bilinear bicubic
634 tf_mobilenetv3_large_minimal_100 vgg13_bn 89.170 89.210 10.830 10.790 97.320 97.520 2.680 2.480 3.92 133.05 224 0.875 0.875 bilinear
635 lcnet_100 tf_mobilenetv3_large_minimal_100 88.960 89.180 11.040 10.820 97.380 97.320 2.620 2.680 2.95 3.92 224 0.875 0.875 bicubic bilinear
636 xcit_nano_12_p16_224 resnet14t 88.950 89.110 11.050 10.890 97.390 97.370 2.610 2.630 3.05 10.08 224 1.000 0.950 bicubic bilinear
637 mobilevitv2_050 89.050 10.950 97.590 2.410 1.37 256 0.888 bicubic
638 lcnet_100 88.970 11.030 97.380 2.620 2.95 224 0.875 bicubic
639 xcit_nano_12_p16_224 88.960 11.040 97.400 2.600 3.05 224 1.000 bicubic
640 gluon_resnet18_v1b 88.660 11.340 97.100 2.900 11.69 224 0.875 0.875 bicubic
641 tinynet_c 88.420 11.580 97.260 97.270 2.740 2.730 2.46 184 0.875 0.875 bicubic
642 vgg11_bn 88.390 11.610 97.270 2.730 132.87 224 0.875 0.875 bilinear
643 regnety_002 88.190 11.810 97.420 97.440 2.580 2.560 3.16 224 0.875 0.875 bicubic
644 resnet18 88.150 11.850 97.120 2.880 11.69 224 0.875 0.875 bilinear
645 mobilevit_xxs 87.950 12.050 97.180 2.820 1.27 256 0.900 0.900 bicubic
646 vgg13 87.570 12.430 97.120 2.880 133.05 224 0.875 0.875 bilinear
647 regnetx_002 87.380 12.620 96.990 3.010 2.68 224 0.875 0.875 bicubic
648 vgg11 87.340 12.660 97.110 2.890 132.86 224 0.875 0.875 bilinear
649 dla60x_c 87.110 87.130 12.890 12.870 97.140 2.860 1.32 224 0.875 0.875 bilinear
650 mixer_l16_224 86.970 13.030 94.040 94.050 5.960 5.950 208.20 224 0.875 0.875 bicubic
651 lcnet_075 86.940 13.060 96.530 3.470 2.36 224 0.875 0.875 bicubic
652 mobilenetv3_small_100 resnet10t 86.170 86.730 13.830 13.270 96.460 96.670 3.540 3.330 2.54 5.44 224 0.875 0.950 bicubic bilinear
653 tf_mobilenetv3_small_100 mobilenetv3_small_100 85.970 86.180 14.030 13.820 96.410 96.460 3.590 3.540 2.54 224 0.875 0.875 bilinear bicubic
654 tf_mobilenetv3_small_100 85.970 14.030 96.400 3.600 2.54 224 0.875 bilinear
655 mnasnet_small 85.510 14.490 95.980 4.020 2.03 224 0.875 0.875 bicubic
656 dla46x_c 85.480 85.460 14.520 14.540 96.440 96.450 3.560 3.550 1.07 224 0.875 0.875 bilinear
657 tinynet_d 85.430 85.420 14.570 14.580 96.020 3.980 2.34 152 0.875 0.875 bicubic
658 mobilenetv2_050 84.990 85.010 15.010 14.990 95.620 4.380 1.97 224 0.875 0.875 bicubic
659 dla46_c 84.670 84.660 15.330 15.340 96.200 96.210 3.800 3.790 1.30 224 0.875 0.875 bilinear
660 tf_mobilenetv3_small_075 84.530 84.520 15.470 15.480 95.890 4.110 2.04 224 0.875 0.875 bilinear
661 mobilenetv3_small_075 84.120 15.880 95.500 4.500 2.04 224 0.875 0.875 bicubic
662 lcnet_050 83.000 83.010 17.000 16.990 95.020 95.010 4.980 4.990 1.88 224 0.875 0.875 bicubic
663 tf_mobilenetv3_small_minimal_100 82.680 82.690 17.320 17.310 95.010 95.000 4.990 5.000 2.04 224 0.875 0.875 bilinear
664 tinynet_e 79.800 20.200 93.980 6.020 2.04 106 0.875 0.875 bicubic
665 mobilenetv3_small_050 78.100 21.900 93.010 6.990 1.59 224 0.875 0.875 bicubic

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