pytorch-image-models/results/results-imagenet-a.csv

model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
tf_efficientnet_l2_ns,84.760,15.240,96.147,3.853,480.31,800,0.960,bicubic,-13.790,-3.673,+1
tf_efficientnet_l2_ns_475,83.400,16.600,95.453,4.547,480.31,475,0.936,bicubic,-15.100,-4.377,+2
beit_large_patch16_512,81.627,18.373,94.880,5.120,305.67,512,1.000,bicubic,-16.933,-4.960,-2
beit_large_patch16_384,79.120,20.880,94.280,5.720,305.00,384,1.000,bicubic,-19.400,-5.540,-1
vit_large_patch16_384,71.240,28.760,89.853,10.147,304.72,384,1.000,bicubic,-26.980,-9.947,+2
convnext_xlarge_384_in22ft1k,70.787,29.213,90.400,9.600,350.20,384,1.000,bicubic,-27.563,-9.400,-1
volo_d5_512,69.653,30.347,90.413,9.587,296.09,512,1.150,bicubic,-28.117,-9.257,+11
swin_large_patch4_window12_384,69.600,30.400,89.560,10.440,196.74,384,1.000,bicubic,-28.440,-10.130,+1
beit_large_patch16_224,68.507,31.493,89.560,10.440,304.43,224,0.900,bicubic,-29.673,-10.200,-1
volo_d5_448,68.107,31.893,89.707,10.293,295.91,448,1.150,bicubic,-29.653,-9.913,+9
convnext_large_384_in22ft1k,67.947,32.053,89.200,10.800,197.77,384,1.000,bicubic,-30.273,-10.530,-5
tf_efficientnet_b7_ns,67.040,32.960,88.667,11.333,66.35,600,0.949,bicubic,-30.870,-11.053,0
tf_efficientnetv2_xl_in21ft1k,67.000,33.000,86.867,13.133,208.12,512,1.000,bicubic,-30.650,-12.623,+10
volo_d4_448,66.653,33.347,89.000,11.000,193.41,448,1.150,bicubic,-31.017,-10.610,+7
tf_efficientnetv2_l_in21ft1k,66.320,33.680,87.840,12.160,118.52,480,1.000,bicubic,-31.380,-11.830,+5
beit_base_patch16_384,65.880,34.120,88.507,11.493,86.74,384,1.000,bicubic,-31.930,-11.193,+1
volo_d3_448,65.440,34.560,87.560,12.440,86.63,448,1.000,bicubic,-32.110,-11.990,+13
convnext_base_384_in22ft1k,65.000,35.000,87.867,12.133,88.59,384,1.000,bicubic,-32.950,-11.783,-8
swin_base_patch4_window12_384,64.467,35.533,87.507,12.493,87.90,384,1.000,bicubic,-33.423,-12.203,-6
vit_base_patch16_384,63.693,36.307,86.707,13.293,86.86,384,1.000,bicubic,-34.147,-12.963,-5
convnext_xlarge_in22ft1k,62.613,37.387,86.000,14.000,350.20,224,0.875,bicubic,-35.307,-13.680,-10
cait_m48_448,62.333,37.667,86.440,13.560,356.46,448,1.000,bicubic,-35.147,-13.090,+15
tf_efficientnet_b6_ns,62.267,37.733,85.173,14.827,43.04,528,0.942,bicubic,-35.363,-14.407,+2
vit_large_r50_s32_384,61.507,38.493,83.973,16.027,329.09,384,1.000,bicubic,-36.353,-15.697,-10
tf_efficientnetv2_m_in21ft1k,61.373,38.627,85.413,14.587,54.14,480,1.000,bicubic,-36.107,-14.137,+11
ig_resnext101_32x48d,61.053,38.947,83.320,16.680,828.41,224,0.875,bilinear,-36.567,-16.390,0
swin_large_patch4_window7_224,60.907,39.093,85.867,14.133,196.53,224,0.900,bicubic,-36.743,-13.713,-5
resnetv2_152x4_bitm,60.787,39.213,83.560,16.440,936.53,480,1.000,bilinear,-36.703,-16.050,+7
tf_efficientnet_b5_ns,60.307,39.693,84.467,15.533,30.39,456,0.934,bicubic,-37.193,-15.163,+5
xcit_large_24_p8_384_dist,59.880,40.120,85.480,14.520,188.93,384,1.000,bicubic,-37.640,-14.060,+2
convnext_large_in22ft1k,59.773,40.227,84.040,15.960,197.77,224,0.875,bicubic,-38.057,-15.650,-15
dm_nfnet_f6,59.173,40.827,82.333,17.667,438.36,576,0.956,bicubic,-38.427,-17.217,-5
vit_base_patch8_224,58.920,41.080,82.733,17.267,86.58,224,0.900,bicubic,-38.660,-16.937,-4
volo_d2_384,58.600,41.400,84.253,15.747,58.87,384,1.000,bicubic,-38.710,-15.347,+10
dm_nfnet_f5,58.560,41.440,82.773,17.227,377.21,544,0.954,bicubic,-38.980,-16.797,-4
dm_nfnet_f4,58.107,41.893,81.973,18.027,316.07,512,0.951,bicubic,-39.473,-17.537,-8
ig_resnext101_32x32d,58.053,41.947,80.600,19.400,468.53,224,0.875,bilinear,-39.317,-19.080,+4
cait_m36_384,57.813,42.187,84.813,15.187,271.22,384,1.000,bicubic,-39.587,-14.697,+1
volo_d5_224,57.120,42.880,82.720,17.280,295.46,224,0.960,bicubic,-40.270,-16.850,+1
xcit_medium_24_p8_384_dist,56.680,43.320,83.400,16.600,84.32,384,1.000,bicubic,-40.610,-16.110,+6
dm_nfnet_f3,55.827,44.173,80.933,19.067,254.92,416,0.940,bicubic,-41.523,-18.627,+1
vit_large_patch16_224,55.627,44.373,80.080,19.920,304.33,224,0.900,bicubic,-42.013,-19.510,-18
convnext_base_in22ft1k,54.640,45.360,82.173,17.827,88.59,224,0.875,bicubic,-42.830,-17.427,-5
vit_base_r50_s16_384,54.627,45.373,81.227,18.773,98.95,384,1.000,bicubic,-42.553,-18.333,+12
cait_s36_384,54.413,45.587,81.360,18.640,68.37,384,1.000,bicubic,-42.917,-18.170,-2
volo_d1_384,54.333,45.667,80.973,19.027,26.78,384,1.000,bicubic,-42.587,-18.547,+31
xcit_small_24_p8_384_dist,54.253,45.747,81.533,18.467,47.63,384,1.000,bicubic,-42.987,-18.077,+3
resnetv2_101x3_bitm,54.027,45.973,81.027,18.973,387.93,448,1.000,bilinear,-42.963,-18.463,+23
resnetv2_152x2_bitm,54.013,45.987,82.013,17.987,236.34,448,1.000,bilinear,-42.997,-17.577,+19
tf_efficientnetv2_l,53.173,46.827,79.147,20.853,118.52,480,1.000,bicubic,-44.107,-20.403,-3
ig_resnext101_32x16d,53.080,46.920,76.933,23.067,194.03,224,0.875,bilinear,-43.730,-22.667,+32
volo_d4_224,52.933,47.067,80.453,19.547,192.96,224,0.960,bicubic,-44.367,-19.067,-7
xcit_large_24_p16_384_dist,52.827,47.173,81.827,18.173,189.10,384,1.000,bicubic,-44.693,-17.653,-20
swin_base_patch4_window7_224,51.427,48.573,79.973,20.027,87.77,224,0.900,bicubic,-45.823,-19.557,-5
swsl_resnext101_32x8d,51.227,48.773,78.240,21.760,88.79,224,0.875,bilinear,-45.973,-21.300,-1
tf_efficientnet_b4_ns,51.227,48.773,79.187,20.813,19.34,380,0.922,bicubic,-45.723,-20.393,+18
resnetv2_152x2_bit_teacher_384,51.187,48.813,78.480,21.520,236.34,384,1.000,bicubic,-45.643,-20.970,+25
beit_base_patch16_224,50.693,49.307,79.693,20.307,86.53,224,0.900,bicubic,-46.397,-19.917,+2
xcit_small_12_p8_384_dist,50.573,49.427,79.587,20.413,26.21,384,1.000,bicubic,-46.657,-19.893,-8
volo_d3_224,50.253,49.747,78.173,21.827,86.33,224,0.960,bicubic,-46.837,-21.297,+2
cait_s24_384,49.733,50.267,78.760,21.240,47.06,384,1.000,bicubic,-47.347,-20.860,+4
deit_base_distilled_patch16_384,49.333,50.667,79.253,20.747,87.63,384,1.000,bicubic,-47.627,-20.227,+11
xcit_medium_24_p16_384_dist,49.333,50.667,79.827,20.173,84.40,384,1.000,bicubic,-47.947,-19.633,-15
tf_efficientnet_b8,48.947,51.053,77.240,22.760,87.41,672,0.954,bicubic,-48.253,-22.330,-11
dm_nfnet_f2,48.920,51.080,77.147,22.853,193.78,352,0.920,bicubic,-48.110,-22.293,+2
tf_efficientnetv2_s_in21ft1k,48.507,51.493,77.907,22.093,21.46,384,1.000,bicubic,-48.223,-21.513,+24
resnest269e,48.200,51.800,74.333,25.667,110.93,416,0.928,bicubic,-48.320,-25.017,+50
xcit_large_24_p8_224_dist,48.120,51.880,79.107,20.893,188.93,224,1.000,bicubic,-48.950,-20.313,-2
regnetz_e8,47.827,52.173,76.200,23.800,57.70,320,1.000,bicubic,-49.373,-23.300,-14
resnetv2_50x3_bitm,47.280,52.720,77.333,22.667,217.32,448,1.000,bilinear,-49.430,-22.137,+22
xcit_large_24_p8_224,47.160,52.840,74.400,25.600,188.93,224,1.000,bicubic,-49.250,-24.580,+53
xcit_small_24_p16_384_dist,46.960,53.040,77.173,22.827,47.67,384,1.000,bicubic,-50.160,-22.287,-14
tf_efficientnet_b8_ap,46.893,53.107,76.507,23.493,87.41,672,0.954,bicubic,-50.217,-23.153,-14
efficientnetv2_rw_m,46.280,53.720,75.707,24.293,53.24,416,1.000,bicubic,-50.700,-23.823,-2
swsl_resnext101_32x16d,46.120,53.880,72.253,27.747,194.03,224,0.875,bilinear,-50.480,-27.277,+34
volo_d2_224,46.080,53.920,75.267,24.733,58.68,224,0.960,bicubic,-50.920,-24.123,-6
vit_small_patch16_384,45.907,54.093,76.707,23.293,22.20,384,1.000,bicubic,-50.793,-22.773,+20
ecaresnet269d,45.880,54.120,75.133,24.867,102.09,352,1.000,bicubic,-51.200,-24.337,-14
vit_small_r26_s32_384,45.747,54.253,76.040,23.960,36.47,384,1.000,bicubic,-50.933,-23.540,+21
tf_efficientnetv2_m,45.533,54.467,74.547,25.453,54.14,480,1.000,bicubic,-51.607,-24.863,-23
tf_efficientnet_b7_ap,45.373,54.627,74.200,25.800,66.35,600,0.949,bicubic,-51.827,-25.300,-29
dm_nfnet_f1,45.307,54.693,74.107,25.893,132.63,320,0.910,bicubic,-51.603,-25.303,-3
ig_resnext101_32x8d,45.293,54.707,70.853,29.147,88.79,224,0.875,bilinear,-51.017,-28.577,+53
xcit_medium_24_p8_224_dist,45.213,54.787,76.693,23.307,84.32,224,1.000,bicubic,-51.707,-22.697,-6
eca_nfnet_l2,44.960,55.040,75.893,24.107,56.72,384,1.000,bicubic,-52.130,-23.617,-24
crossvit_18_dagger_408,44.280,55.720,73.813,26.187,44.61,408,1.000,bicubic,-52.250,-25.447,+29
resnest200e,44.147,55.853,73.467,26.533,70.20,320,0.909,bicubic,-52.463,-25.883,+20
cait_xs24_384,43.947,56.053,75.160,24.840,26.67,384,1.000,bicubic,-52.603,-24.260,+24
resnetrs200,43.747,56.253,72.813,27.187,93.21,320,1.000,bicubic,-52.953,-26.557,+7
tresnet_xl_448,43.467,56.533,72.440,27.560,78.44,448,0.875,bilinear,-52.503,-26.750,+75
xcit_small_12_p16_384_dist,43.280,56.720,73.867,26.133,26.25,384,1.000,bicubic,-53.650,-25.533,-16
vit_base_patch16_224,43.253,56.747,72.920,27.080,86.57,224,0.900,bicubic,-53.627,-26.610,-12
resnetrs420,43.147,56.853,70.440,29.560,191.89,416,1.000,bicubic,-53.773,-29.020,-17
xcit_medium_24_p8_224,43.093,56.907,70.347,29.653,84.32,224,1.000,bicubic,-53.017,-28.543,+61
tf_efficientnet_b7,42.960,57.040,73.120,26.880,66.35,600,0.949,bicubic,-54.050,-26.400,-26
xcit_tiny_24_p8_384_dist,42.467,57.533,72.867,27.133,12.11,384,1.000,bicubic,-54.073,-26.493,+17
crossvit_15_dagger_408,41.907,58.093,72.053,27.947,28.50,408,1.000,bicubic,-54.483,-27.107,+29
xcit_small_24_p8_224_dist,41.893,58.107,73.693,26.307,47.63,224,1.000,bicubic,-54.977,-25.787,-17
xcit_small_24_p8_224,41.733,58.267,71.013,28.987,47.63,224,1.000,bicubic,-54.667,-28.137,+26
vit_large_r50_s32_224,41.627,58.373,70.240,29.760,328.99,224,0.900,bicubic,-55.163,-29.110,-15
swsl_resnext101_32x4d,41.547,58.453,71.760,28.240,44.18,224,0.875,bilinear,-54.883,-27.710,+21
convnext_large,41.373,58.627,73.293,26.707,197.77,224,0.875,bicubic,-55.387,-26.007,-14
tf_efficientnet_b6_ap,40.800,59.200,71.627,28.373,43.04,528,0.942,bicubic,-56.280,-27.803,-40
resmlp_big_24_224_in22ft1k,40.373,59.627,74.773,25.227,129.14,224,0.875,bicubic,-56.247,-24.737,+1
tresnet_l_448,40.213,59.787,69.893,30.107,55.99,448,0.875,bilinear,-55.647,-29.317,+69
deit_base_patch16_384,40.187,59.813,70.760,29.240,86.86,384,1.000,bicubic,-55.963,-28.380,+42
regnetz_d8_evos,40.093,59.907,72.187,27.813,23.46,320,0.950,bicubic,-56.517,-27.253,-1
regnetz_040h,39.987,60.013,71.333,28.667,28.94,320,1.000,bicubic,-56.723,-28.167,-15
resnetrs350,39.947,60.053,68.920,31.080,163.96,384,1.000,bicubic,-56.813,-30.450,-20
regnetz_d8,39.933,60.067,71.640,28.360,23.37,320,1.000,bicubic,-56.687,-27.810,-6
swin_s3_base_224,39.800,60.200,70.453,29.547,71.13,224,0.900,bicubic,-56.450,-28.687,+28
seresnext101_32x8d,39.547,60.453,69.467,30.533,93.57,288,1.000,bicubic,-57.223,-29.883,-25
volo_d1_224,38.960,61.040,70.267,29.733,26.63,224,0.960,bicubic,-57.370,-29.043,+22
resnetv2_101x1_bitm,38.947,61.053,71.040,28.960,44.54,448,1.000,bilinear,-57.153,-28.240,+43
vit_large_patch32_384,38.947,61.053,68.933,31.067,306.63,384,1.000,bicubic,-56.883,-30.217,+62
regnetz_040,38.747,61.253,70.413,29.587,27.12,320,1.000,bicubic,-57.963,-29.137,-22
xcit_small_12_p8_224_dist,38.213,61.787,71.293,28.707,26.21,224,1.000,bicubic,-58.487,-28.097,-19
resnet200d,38.160,61.840,68.627,31.373,64.69,320,1.000,bicubic,-58.560,-30.703,-27
xcit_large_24_p16_224_dist,37.680,62.320,71.573,28.427,189.10,224,1.000,bicubic,-59.120,-27.777,-35
seresnet152d,37.640,62.360,69.493,30.507,66.84,320,1.000,bicubic,-59.130,-29.957,-34
xcit_small_12_p8_224,37.533,62.467,68.187,31.813,26.21,224,1.000,bicubic,-58.577,-30.973,+34
eca_nfnet_l1,37.533,62.467,70.947,29.053,41.41,320,1.000,bicubic,-59.167,-28.343,-26
twins_svt_large,37.213,62.787,69.253,30.747,99.27,224,0.900,bicubic,-59.057,-29.917,+15
regnetz_d32,37.133,62.867,70.480,29.520,27.58,320,0.950,bicubic,-59.467,-28.900,-16
vit_base_patch32_384,37.107,62.893,69.787,30.213,88.30,384,1.000,bicubic,-59.383,-29.623,-7
regnety_064,36.973,63.027,68.173,31.827,30.58,288,1.000,bicubic,-59.387,-31.217,+4
swin_s3_small_224,36.867,63.133,68.213,31.787,49.74,224,0.900,bicubic,-59.363,-30.877,+14
efficientnetv2_rw_s,36.800,63.200,68.320,31.680,23.94,384,1.000,bicubic,-59.740,-31.000,-14
regnety_160,36.773,63.227,69.093,30.907,83.59,288,1.000,bicubic,-59.577,-30.237,+2
convnext_base,36.760,63.240,70.413,29.587,88.59,224,0.875,bicubic,-59.710,-28.817,-11
resnext101_64x4d,36.733,63.267,66.640,33.360,83.46,288,1.000,bicubic,-59.347,-32.600,+29
cait_xxs36_384,36.200,63.800,67.787,32.213,17.37,384,1.000,bicubic,-59.640,-31.303,+44
jx_nest_base,36.067,63.933,66.773,33.227,67.72,224,0.875,bicubic,-60.173,-32.437,+7
pit_b_distilled_224,35.627,64.373,69.120,30.880,74.79,224,0.900,bicubic,-61.043,-30.250,-31
regnety_080,35.573,64.427,67.227,32.773,39.18,288,1.000,bicubic,-60.957,-32.093,-19
tf_efficientnet_b3_ns,35.520,64.480,67.760,32.240,12.23,300,0.904,bicubic,-60.870,-31.590,-9
tf_efficientnet_b6,35.213,64.787,67.733,32.267,43.04,528,0.942,bicubic,-61.457,-31.617,-36
resnetrs270,35.013,64.987,65.480,34.520,129.86,352,1.000,bicubic,-61.677,-33.870,-39
tf_efficientnet_b5_ap,34.800,65.200,67.467,32.533,30.39,456,0.934,bicubic,-61.870,-31.993,-37
xcit_tiny_12_p8_384_dist,34.627,65.373,66.307,33.693,6.71,384,1.000,bicubic,-61.453,-32.833,+21
vit_base_patch16_224_miil,34.533,65.467,65.000,35.000,86.54,224,0.875,bilinear,-61.917,-34.300,-20
xcit_medium_24_p16_224_dist,34.347,65.653,67.893,32.107,84.40,224,1.000,bicubic,-62.243,-31.377,-32
resnet152d,34.333,65.667,65.907,34.093,60.21,320,1.000,bicubic,-62.027,-33.323,-14
tresnet_m_448,34.107,65.893,64.507,35.493,31.39,448,0.875,bilinear,-60.883,-34.473,+115
resmlp_big_24_distilled_224,34.067,65.933,69.587,30.413,129.14,224,0.875,bicubic,-62.383,-29.723,-25
regnetv_064,33.973,66.027,67.853,32.147,30.58,288,1.000,bicubic,-62.437,-31.507,-23
xcit_tiny_24_p16_384_dist,33.827,66.173,65.373,34.627,12.12,384,1.000,bicubic,-62.103,-33.847,+21
twins_pcpvt_large,33.413,66.587,67.947,32.053,60.99,224,0.900,bicubic,-62.737,-31.303,+1
twins_svt_base,33.173,66.827,65.773,34.227,56.07,224,0.900,bicubic,-62.987,-33.287,-2
pit_b_224,33.133,66.867,62.320,37.680,73.76,224,0.900,bicubic,-62.507,-36.870,+43
resnetv2_152x2_bit_teacher,33.053,66.947,64.267,35.733,236.34,224,0.875,bicubic,-63.047,-35.003,+7
swsl_resnext50_32x4d,33.040,66.960,65.080,34.920,25.03,224,0.875,bilinear,-62.830,-34.170,+21
xception65,32.773,67.227,62.973,37.027,39.92,299,0.940,bicubic,-63.577,-36.267,-20
xcit_large_24_p16_224,32.773,67.227,62.107,37.893,189.10,224,1.000,bicubic,-62.647,-36.513,+64
ssl_resnext101_32x16d,32.653,67.347,64.027,35.973,194.03,224,0.875,bilinear,-63.137,-35.153,+25
swin_small_patch4_window7_224,32.600,67.400,65.440,34.560,49.61,224,0.900,bicubic,-63.310,-33.580,+13
jx_nest_small,32.267,67.733,63.760,36.240,38.35,224,0.875,bicubic,-63.703,-35.370,+9
tf_efficientnet_b5,31.840,68.160,65.293,34.707,30.39,456,0.934,bicubic,-64.510,-34.017,-26
regnetz_c16_evos,31.493,68.507,66.280,33.720,13.49,320,0.950,bicubic,-64.637,-33.080,-7
resnest101e,31.400,68.600,64.373,35.627,48.28,256,0.875,bilinear,-64.460,-34.747,+15
crossvit_base_240,31.347,68.653,61.293,38.707,105.03,240,0.875,bicubic,-64.173,-37.527,+44
regnetv_040,31.333,68.667,64.667,35.333,20.64,288,1.000,bicubic,-64.857,-34.663,-18
convnext_small,31.307,68.693,66.027,33.973,50.22,224,0.875,bicubic,-64.863,-33.073,-18
cait_s24_224,31.200,68.800,64.573,35.427,46.92,224,1.000,bicubic,-65.180,-34.577,-36
efficientnet_b4,30.840,69.160,64.600,35.400,19.34,384,1.000,bicubic,-65.310,-34.580,-14
regnety_040,30.600,69.400,63.813,36.187,20.65,288,1.000,bicubic,-65.420,-35.377,-3
crossvit_18_240,30.573,69.427,61.960,38.040,43.27,240,0.875,bicubic,-64.867,-37.170,+47
dm_nfnet_f0,30.547,69.453,62.867,37.133,71.49,256,0.900,bicubic,-65.603,-36.323,-18
crossvit_18_dagger_240,30.520,69.480,61.813,38.187,44.27,240,0.875,bicubic,-65.050,-37.247,+28
xcit_small_24_p16_224_dist,30.440,69.560,64.693,35.307,47.67,224,1.000,bicubic,-65.780,-34.517,-28
xcit_medium_24_p16_224,30.200,69.800,59.320,40.680,84.40,224,1.000,bicubic,-65.330,-39.730,+31
cait_xxs24_384,30.027,69.973,63.933,36.067,12.03,384,1.000,bicubic,-65.243,-35.027,+56
twins_pcpvt_base,29.960,70.040,64.587,35.413,43.83,224,0.900,bicubic,-65.830,-34.543,+8
swsl_resnet50,29.853,70.147,63.813,36.187,25.56,224,0.875,bilinear,-65.547,-35.487,+47
deit_base_distilled_patch16_224,29.600,70.400,64.427,35.573,87.34,224,0.900,bicubic,-66.490,-34.763,-16
convit_base,29.520,70.480,61.760,38.240,86.54,224,0.875,bicubic,-66.030,-37.110,+22
ssl_resnext101_32x8d,29.120,70.880,61.013,38.987,88.79,224,0.875,bilinear,-66.370,-38.107,+33
tf_efficientnetv2_s,29.040,70.960,61.227,38.773,21.46,384,1.000,bicubic,-67.300,-37.973,-44
resnet101d,29.000,71.000,62.053,37.947,44.57,320,1.000,bicubic,-67.300,-37.177,-42
xception65p,28.973,71.027,59.920,40.080,39.82,299,0.940,bicubic,-67.227,-39.260,-37
resnetrs152,28.920,71.080,60.507,39.493,86.62,320,1.000,bicubic,-67.660,-38.733,-70
regnetz_c16,28.907,71.093,63.347,36.653,13.46,320,0.940,bicubic,-66.893,-35.753,-3
xcit_tiny_24_p8_224_dist,28.720,71.280,61.400,38.600,12.11,224,1.000,bicubic,-67.090,-37.810,-5
xcit_tiny_24_p8_224,28.707,71.293,60.453,39.547,12.11,224,1.000,bicubic,-66.963,-38.597,+6
crossvit_15_dagger_240,28.533,71.467,60.333,39.667,28.21,240,0.875,bicubic,-67.157,-38.497,+3
xcit_small_24_p16_224,28.333,71.667,58.813,41.187,47.67,224,1.000,bicubic,-67.197,-40.317,+15
coat_lite_small,27.547,72.453,58.533,41.467,19.84,224,0.900,bicubic,-67.993,-40.327,+13
deit_base_patch16_224,27.440,72.560,58.893,41.107,86.57,224,0.900,bicubic,-68.000,-40.157,+27
resnetv2_50x1_bitm,27.307,72.693,62.853,37.147,25.55,448,1.000,bilinear,-67.703,-36.207,+68
xcit_small_12_p16_224_dist,27.120,72.880,59.813,40.187,26.25,224,1.000,bicubic,-68.910,-39.327,-28
vit_small_patch16_224,27.013,72.987,59.187,40.813,22.05,224,0.900,bicubic,-68.357,-39.963,+32
swin_s3_tiny_224,26.493,73.507,60.333,39.667,28.33,224,0.900,bicubic,-68.667,-38.607,+43
tf_efficientnet_b4,26.293,73.707,60.107,39.893,19.34,380,0.922,bicubic,-69.607,-39.063,-22
tf_efficientnet_b4_ap,26.253,73.747,60.213,39.787,19.34,380,0.922,bicubic,-69.917,-39.067,-48
nfnet_l0,26.227,73.773,61.747,38.253,35.07,288,1.000,bicubic,-69.893,-37.493,-42
regnety_032,26.213,73.787,60.987,39.013,19.44,288,1.000,bicubic,-69.757,-38.043,-32
ecaresnet50t,26.107,73.893,60.013,39.987,25.57,320,0.950,bicubic,-69.403,-39.107,+11
fbnetv3_g,26.093,73.907,61.040,38.960,16.62,288,0.950,bilinear,-69.417,-37.950,+11
ecaresnet101d,26.013,73.987,59.000,41.000,44.57,224,0.875,bicubic,-69.517,-39.760,+5
visformer_small,25.840,74.160,58.880,41.120,40.22,224,0.900,bicubic,-69.650,-40.020,+11
halo2botnet50ts_256,25.587,74.413,56.840,43.160,22.64,256,0.950,bicubic,-69.823,-42.170,+19
coat_mini,25.493,74.507,57.693,42.307,10.34,224,0.900,bicubic,-69.477,-41.087,+58
crossvit_15_240,25.453,74.547,57.573,42.427,27.53,240,0.875,bicubic,-69.687,-41.277,+37
xcit_small_12_p16_224,25.107,74.893,56.027,43.973,26.25,224,1.000,bicubic,-70.313,-42.813,+14
resnetv2_50x1_bit_distilled,25.107,74.893,59.640,40.360,25.55,224,0.875,bicubic,-71.013,-39.640,-50
convit_small,25.080,74.920,57.267,42.733,27.78,224,0.875,bicubic,-70.120,-41.633,+26
gc_efficientnetv2_rw_t,25.040,74.960,57.707,42.293,13.68,288,1.000,bicubic,-70.700,-41.313,-23
eca_nfnet_l0,24.827,75.173,60.093,39.907,24.14,288,1.000,bicubic,-71.123,-39.117,-41
xception41p,24.800,75.200,55.187,44.813,26.91,299,0.940,bicubic,-70.720,-43.723,-3
tnt_s_patch16_224,24.747,75.253,58.187,41.813,23.76,224,0.900,bicubic,-70.293,-40.653,+43
resnetv2_50d_evos,24.493,75.507,56.360,43.640,25.59,288,0.950,bicubic,-71.117,-42.670,-15
xcit_tiny_12_p16_384_dist,24.467,75.533,57.093,42.907,6.72,384,1.000,bicubic,-70.663,-41.927,+29
efficientnetv2_rw_t,24.333,75.667,57.400,42.600,13.65,288,1.000,bicubic,-71.277,-41.670,-18
convnext_tiny,24.253,75.747,59.333,40.667,28.59,224,0.875,bicubic,-71.297,-39.667,-15
ssl_resnext101_32x4d,24.173,75.827,57.387,42.613,44.18,224,0.875,bilinear,-71.267,-41.403,-3
twins_svt_small,24.107,75.893,57.160,42.840,24.06,224,0.900,bicubic,-71.093,-41.720,+17
vit_small_r26_s32_224,24.080,75.920,56.173,43.827,36.43,224,0.900,bicubic,-71.560,-42.767,-25
poolformer_m48,24.053,75.947,57.280,42.720,73.47,224,0.950,bicubic,-71.587,-41.390,-27
tf_efficientnet_b2_ns,24.013,75.987,57.293,42.707,9.11,260,0.890,bicubic,-71.757,-41.827,-36
resnetv2_50d_gn,23.920,76.080,56.307,43.693,25.57,288,0.950,bicubic,-71.510,-42.733,-3
vit_small_patch32_384,23.800,76.200,57.307,42.693,22.92,384,1.000,bicubic,-71.260,-41.723,+28
lamhalobotnet50ts_256,23.587,76.413,55.280,44.720,22.57,256,0.950,bicubic,-71.563,-43.600,+16
resnet152,23.533,76.467,53.667,46.333,60.19,224,0.950,bicubic,-72.367,-45.413,-53
nasnetalarge,23.480,76.520,55.013,44.987,88.75,331,0.911,bicubic,-72.200,-43.917,-35
crossvit_small_240,23.440,76.560,56.787,43.213,26.86,240,0.875,bicubic,-71.390,-42.233,+47
levit_384,23.413,76.587,56.373,43.627,39.13,224,0.900,bicubic,-72.117,-42.367,-23
pnasnet5large,23.347,76.653,53.640,46.360,86.06,331,0.911,bicubic,-72.363,-45.390,-40
convnext_tiny_hnf,23.240,76.760,55.187,44.813,28.59,224,0.950,bicubic,-72.270,-43.833,-21
efficientnet_b3,23.213,76.787,55.960,44.040,12.23,320,1.000,bicubic,-72.497,-43.080,-44
jx_nest_tiny,23.173,76.827,56.213,43.787,17.06,224,0.875,bicubic,-72.067,-42.837,0
resnet61q,22.987,77.013,55.760,44.240,36.85,288,1.000,bicubic,-72.793,-43.230,-49
halonet50ts,22.920,77.080,53.987,46.013,22.73,256,0.940,bicubic,-72.230,-44.783,+5
resmlp_big_24_224,22.853,77.147,54.307,45.693,129.14,224,0.875,bicubic,-71.817,-44.173,+49
twins_pcpvt_small,22.707,77.293,56.853,43.147,24.11,224,0.900,bicubic,-72.503,-42.027,-3
poolformer_m36,22.507,77.493,55.280,44.720,56.17,224,0.950,bicubic,-72.873,-43.570,-13
vit_base_patch32_224,22.387,77.613,54.000,46.000,88.22,224,0.900,bicubic,-72.613,-45.030,+22
pit_s_distilled_224,22.373,77.627,57.093,42.907,24.04,224,0.900,bicubic,-72.867,-41.887,-8
xcit_tiny_12_p8_224_dist,22.067,77.933,54.320,45.680,6.71,224,1.000,bicubic,-73.023,-44.590,+7
tresnet_m,21.680,78.320,53.840,46.160,31.39,224,0.875,bilinear,-74.030,-45.080,-53
convmixer_1536_20,21.200,78.800,55.520,44.480,51.63,224,0.960,bicubic,-73.860,-43.530,+10
swin_tiny_patch4_window7_224,21.160,78.840,55.987,44.013,28.29,224,0.900,bicubic,-73.980,-42.943,-2
pit_s_224,21.093,78.907,53.560,46.440,23.46,224,0.900,bicubic,-73.497,-45.140,+47
xcit_tiny_12_p8_224,21.040,78.960,52.440,47.560,6.71,224,1.000,bicubic,-73.650,-46.390,+38
regnetz_b16,20.960,79.040,53.840,46.160,9.72,288,0.940,bicubic,-74.100,-45.150,+7
resnet51q,20.960,79.040,55.693,44.307,35.70,288,1.000,bilinear,-74.910,-43.427,-73
resnetrs101,20.880,79.120,52.813,47.187,63.62,288,0.940,bicubic,-74.550,-46.217,-30
sebotnet33ts_256,20.747,79.253,48.800,51.200,13.70,256,0.940,bicubic,-73.823,-49.700,+44
deit_small_distilled_patch16_224,20.693,79.307,55.147,44.853,22.44,224,0.900,bicubic,-74.017,-43.883,+31
resnest50d_4s2x40d,20.373,79.627,52.827,47.173,30.42,224,0.875,bicubic,-74.587,-46.243,+12
ssl_resnext50_32x4d,20.027,79.973,53.613,46.387,25.03,224,0.875,bilinear,-74.843,-45.277,+18
haloregnetz_b,20.000,80.000,50.000,50.000,11.68,224,0.940,bicubic,-74.700,-48.660,+29
resnetv2_101,19.880,80.120,49.213,50.787,44.54,224,0.950,bicubic,-75.750,-49.777,-58
xcit_nano_12_p8_384_dist,19.773,80.227,50.587,49.413,3.05,384,1.000,bicubic,-73.727,-48.143,+142
tresnet_xl,19.640,80.360,53.147,46.853,78.44,224,0.875,bilinear,-75.800,-45.693,-41
gluon_senet154,19.333,80.667,47.560,52.440,115.09,224,0.875,bicubic,-75.587,-51.200,+8
resnet101,19.320,80.680,49.600,50.400,44.55,224,0.950,bicubic,-76.040,-49.260,-32
levit_256,19.200,80.800,50.053,49.947,18.89,224,0.900,bicubic,-75.820,-48.837,-2
rexnet_200,19.200,80.800,52.720,47.280,16.37,224,0.875,bicubic,-75.750,-46.290,+4
repvgg_b3,19.133,80.867,50.307,49.693,123.09,224,0.875,bilinear,-75.437,-48.473,+31
lambda_resnet50ts,19.107,80.893,49.280,50.720,21.54,256,0.950,bicubic,-75.683,-49.180,+13
legacy_senet154,19.040,80.960,47.960,52.040,115.09,224,0.875,bilinear,-76.030,-50.870,-14
mixer_b16_224_miil,19.040,80.960,51.240,48.760,59.88,224,0.875,bilinear,-76.270,-47.630,-36
gluon_seresnext101_64x4d,18.920,81.080,49.173,50.827,88.23,224,0.875,bicubic,-76.000,-49.657,+2
deit_small_patch16_224,18.907,81.093,51.387,48.613,22.05,224,0.900,bicubic,-75.483,-47.303,+51
tf_efficientnet_b1_ns,18.693,81.307,51.693,48.307,7.79,240,0.882,bicubic,-76.477,-47.427,-31
poolformer_s36,18.400,81.600,51.853,48.147,30.86,224,0.900,bicubic,-76.690,-47.057,-22
seresnext50_32x4d,18.373,81.627,50.973,49.027,27.56,224,0.875,bicubic,-76.657,-47.907,-13
cait_xxs36_224,18.280,81.720,49.440,50.560,17.30,224,1.000,bicubic,-75.980,-49.280,+58
ecaresnet50d,18.240,81.760,51.853,48.147,25.58,224,0.875,bicubic,-76.390,-46.907,+17
sehalonet33ts,18.227,81.773,47.800,52.200,13.69,256,0.940,bicubic,-76.543,-50.770,+5
tf_efficientnet_lite4,18.147,81.853,50.720,49.280,13.01,380,0.920,bilinear,-76.743,-48.300,-5
vit_tiny_patch16_384,18.027,81.973,50.333,49.667,5.79,384,1.000,bicubic,-75.633,-48.267,+112
resnest50d_1s4x24d,17.693,82.307,49.787,50.213,25.68,224,0.875,bicubic,-77.067,-49.193,+3
gluon_seresnext101_32x4d,17.373,82.627,46.387,53.613,48.96,224,0.875,bicubic,-77.547,-52.423,-10
resnest50d,17.360,82.640,50.747,49.253,27.48,224,0.875,bilinear,-77.490,-48.133,-5
efficientnet_el,17.320,82.680,50.027,49.973,10.59,300,0.904,bicubic,-77.800,-48.953,-34
inception_v4,17.280,82.720,45.933,54.067,42.68,299,0.875,bicubic,-77.100,-52.647,+39
tf_efficientnet_b3_ap,17.213,82.787,49.680,50.320,12.23,300,0.904,bicubic,-78.107,-49.220,-53
xcit_tiny_24_p16_224_dist,17.187,82.813,47.493,52.507,12.12,224,1.000,bicubic,-77.353,-51.287,+20
xception71,17.000,83.000,45.533,54.467,42.34,299,0.903,bicubic,-77.280,-53.107,+45
tf_efficientnet_b3,16.987,83.013,49.267,50.733,12.23,300,0.904,bicubic,-78.033,-49.643,-25
gluon_resnext101_64x4d,16.893,83.107,44.147,55.853,83.46,224,0.875,bicubic,-77.767,-54.503,+2
resmlp_36_distilled_224,16.880,83.120,51.480,48.520,44.69,224,0.875,bicubic,-78.000,-47.360,-16
tf_efficientnetv2_b3,16.653,83.347,48.680,51.320,14.36,300,0.904,bicubic,-78.507,-50.140,-48
tresnet_l,16.587,83.413,49.933,50.067,55.99,224,0.875,bilinear,-78.703,-49.077,-58
gluon_resnet152_v1s,16.573,83.427,44.520,55.480,60.32,224,0.875,bicubic,-78.467,-54.410,-34
inception_resnet_v2,16.573,83.427,44.947,55.053,55.84,299,0.897,bicubic,-77.977,-53.803,+9
gluon_resnet152_v1d,16.560,83.440,44.267,55.733,60.21,224,0.875,bicubic,-78.180,-54.473,-11
gmlp_s16_224,16.547,83.453,45.107,54.893,19.42,224,0.875,bicubic,-77.603,-53.393,+53
resmlp_24_distilled_224,16.453,83.547,50.387,49.613,30.02,224,0.875,bicubic,-78.007,-48.383,+19
gluon_xception65,16.427,83.573,46.053,53.947,39.92,299,0.903,bicubic,-77.833,-52.517,+36
gcresnet50t,16.360,83.640,48.227,51.773,25.90,256,0.900,bicubic,-78.490,-50.563,-23
gernet_l,16.307,83.693,47.200,52.800,31.08,256,0.875,bilinear,-78.793,-51.700,-50
wide_resnet50_2,16.307,83.693,48.413,51.587,68.88,224,0.875,bicubic,-78.763,-50.557,-46
xcit_tiny_24_p16_224,16.293,83.707,45.973,54.027,12.12,224,1.000,bicubic,-77.777,-52.487,+54
repvgg_b3g4,16.240,83.760,47.640,52.360,83.83,224,0.875,bilinear,-78.280,-51.330,+3
ens_adv_inception_resnet_v2,16.240,83.760,43.640,56.360,55.84,299,0.897,bicubic,-77.920,-54.960,+44
gcresnext50ts,16.227,83.773,46.533,53.467,15.67,256,0.900,bicubic,-78.263,-52.137,+4
ssl_resnet50,15.920,84.080,49.387,50.613,25.56,224,0.875,bilinear,-78.530,-49.533,+11
regnety_320,15.627,84.373,44.827,55.173,145.05,224,0.875,bicubic,-78.913,-54.023,-2
ecaresnet101d_pruned,15.600,84.400,48.013,51.987,24.88,224,0.875,bicubic,-79.480,-50.967,-55
convmixer_768_32,15.533,84.467,47.960,52.040,21.11,224,0.960,bicubic,-78.967,-50.890,-1
ecaresnet26t,15.467,84.533,47.933,52.067,16.01,320,0.950,bicubic,-78.843,-50.787,+19
coat_tiny,15.400,84.600,45.613,54.387,5.50,224,0.900,bicubic,-78.190,-52.807,+85
skresnext50_32x4d,15.360,84.640,44.507,55.493,27.48,224,0.875,bicubic,-78.900,-53.953,+24
ecaresnetlight,15.173,84.827,45.827,54.173,30.16,224,0.875,bicubic,-79.597,-52.973,-32
cait_xxs24_224,15.160,84.840,44.947,55.053,11.96,224,1.000,bicubic,-78.440,-53.503,+80
levit_192,14.893,85.107,44.973,55.027,10.95,224,0.900,bicubic,-79.277,-53.577,+31
rexnet_150,14.720,85.280,46.920,53.080,9.73,224,0.875,bicubic,-79.760,-51.870,-4
resnext50_32x4d,14.533,85.467,44.173,55.827,25.03,224,0.950,bicubic,-80.017,-54.617,-17
efficientnet_el_pruned,14.507,85.493,46.093,53.907,10.59,300,0.904,bicubic,-79.893,-52.617,+3
coat_lite_mini,14.493,85.507,44.507,55.493,11.01,224,0.900,bicubic,-79.557,-54.053,+39
efficientnet_b2,14.440,85.560,46.080,53.920,9.11,288,1.000,bicubic,-80.170,-52.630,-25
seresnet33ts,14.427,85.573,46.133,53.867,19.78,256,0.900,bicubic,-80.423,-52.657,-43
poolformer_s24,14.267,85.733,47.240,52.760,21.39,224,0.900,bicubic,-80.283,-51.540,-23
legacy_seresnext101_32x4d,14.160,85.840,43.000,57.000,48.96,224,0.875,bilinear,-80.200,-55.650,+1
seresnet50,14.147,85.853,45.507,54.493,28.09,224,0.875,bicubic,-80.403,-53.373,-23
fbnetv3_d,14.120,85.880,46.453,53.547,10.31,256,0.950,bilinear,-79.810,-52.287,+43
eca_resnet33ts,14.093,85.907,47.373,52.627,19.68,256,0.900,bicubic,-80.097,-51.397,+17
gernet_m,14.080,85.920,46.053,53.947,21.14,224,0.875,bilinear,-80.540,-52.807,-33
gluon_resnext101_32x4d,13.867,86.133,41.667,58.333,44.18,224,0.875,bicubic,-80.673,-56.963,-24
gcresnet33ts,13.760,86.240,45.040,54.960,19.88,256,0.900,bicubic,-80.710,-53.730,-15
gluon_seresnext50_32x4d,13.613,86.387,43.720,56.280,27.56,224,0.875,bicubic,-80.717,-54.890,-2
resmlp_36_224,13.507,86.493,46.693,53.307,44.69,224,0.875,bicubic,-80.693,-51.967,+10
resnet50_gn,13.453,86.547,42.760,57.240,25.56,224,0.940,bicubic,-80.897,-55.950,-6
repvgg_b2g4,13.413,86.587,43.827,56.173,61.76,224,0.875,bilinear,-80.427,-54.983,+41
eca_botnext26ts_256,13.373,86.627,42.160,57.840,10.59,256,0.950,bicubic,-80.407,-56.340,+46
regnetx_320,13.333,86.667,40.707,59.293,107.81,224,0.875,bicubic,-81.127,-58.033,-20
ese_vovnet39b,13.320,86.680,43.813,56.187,24.57,224,0.875,bicubic,-80.770,-54.847,+19
pit_xs_distilled_224,13.253,86.747,44.560,55.440,11.00,224,0.900,bicubic,-80.567,-54.110,+40
efficientnet_b3_pruned,13.173,86.827,45.227,54.773,9.86,300,0.904,bicubic,-81.457,-53.663,-46
gluon_resnet101_v1d,13.173,86.827,41.493,58.507,44.57,224,0.875,bicubic,-81.057,-57.237,-1
mixnet_xl,13.107,86.893,43.253,56.747,11.90,224,0.875,bicubic,-81.083,-55.087,+4
nf_regnet_b1,12.947,87.053,44.400,55.600,10.22,288,0.900,bicubic,-81.173,-54.220,+12
eca_halonext26ts,12.933,87.067,42.773,57.227,10.76,256,0.940,bicubic,-81.117,-55.717,+17
mobilevit_s,12.880,87.120,40.827,59.173,5.58,256,0.900,bicubic,-80.290,-57.613,+87
pit_xs_224,12.827,87.173,42.827,57.173,10.62,224,0.900,bicubic,-80.283,-55.503,+90
gluon_inception_v3,12.640,87.360,40.507,59.493,23.83,299,0.875,bicubic,-80.810,-58.063,+63
crossvit_9_dagger_240,12.560,87.440,41.787,58.213,8.78,240,0.875,bicubic,-80.330,-56.463,+100
coat_lite_tiny,12.533,87.467,41.120,58.880,5.72,224,0.900,bicubic,-80.697,-57.140,+79
resmlp_24_224,12.493,87.507,43.427,56.573,30.02,224,0.875,bicubic,-81.527,-54.903,+13
regnety_120,12.400,87.600,42.200,57.800,51.82,224,0.875,bicubic,-82.080,-56.610,-38
efficientnet_em,12.360,87.640,43.867,56.133,6.90,240,0.882,bicubic,-81.480,-54.723,+25
cspdarknet53,12.027,87.973,43.253,56.747,27.64,256,0.887,bilinear,-82.633,-55.547,-61
hrnet_w64,12.013,87.987,40.800,59.200,128.06,224,0.875,bilinear,-81.997,-57.810,+10
xcit_tiny_12_p16_224_dist,11.987,88.013,40.093,59.907,6.72,224,1.000,bicubic,-81.413,-58.257,+60
gluon_resnet101_v1s,11.880,88.120,40.987,59.013,44.67,224,0.875,bicubic,-82.840,-57.833,-69
gmixer_24_224,11.867,88.133,37.787,62.213,24.72,224,0.875,bicubic,-80.963,-60.393,+95
nf_resnet50,11.760,88.240,45.947,54.053,25.56,288,0.940,bicubic,-82.790,-52.663,-54
fbnetv3_b,11.747,88.253,44.387,55.613,8.60,256,0.950,bilinear,-82.223,-54.243,+7
resnet50d,11.693,88.307,42.453,57.547,25.58,224,0.875,bicubic,-82.567,-56.267,-23
dpn92,11.613,88.387,40.293,59.707,37.67,224,0.875,bicubic,-82.617,-58.267,-20
xception41,11.600,88.400,39.147,60.853,26.97,299,0.903,bicubic,-81.830,-59.283,+50
botnet26t_256,11.587,88.413,40.133,59.867,12.49,256,0.950,bicubic,-81.923,-58.167,+39
dla102x2,11.560,88.440,41.307,58.693,41.28,224,0.875,bilinear,-82.400,-57.183,+3
vit_small_patch32_224,11.480,88.520,39.533,60.467,22.88,224,0.900,bicubic,-80.560,-58.757,+133
levit_128,11.440,88.560,40.173,59.827,9.21,224,0.900,bicubic,-81.880,-58.217,+58
lambda_resnet26t,11.373,88.627,40.187,59.813,10.96,256,0.940,bicubic,-82.457,-58.463,+11
efficientnet_b2_pruned,11.333,88.667,42.027,57.973,8.31,260,0.890,bicubic,-82.807,-56.503,-16
tf_efficientnet_el,11.320,88.680,42.040,57.960,10.59,300,0.904,bicubic,-83.080,-56.700,-47
xcit_nano_12_p16_384_dist,11.253,88.747,39.907,60.093,3.05,384,1.000,bicubic,-80.577,-58.113,+141
halonet26t,11.107,88.893,38.813,61.187,12.48,256,0.950,bicubic,-82.913,-59.687,-9
gluon_resnet152_v1c,11.093,88.907,37.133,62.867,60.21,224,0.875,bicubic,-83.067,-61.507,-22
vit_tiny_r_s16_p8_384,11.093,88.907,40.013,59.987,6.36,384,1.000,bicubic,-80.947,-58.217,+124
hrnet_w48,11.067,88.933,40.307,59.693,77.47,224,0.875,bilinear,-82.853,-58.303,-3
dpn107,11.053,88.947,38.640,61.360,86.92,224,0.875,bicubic,-83.247,-59.830,-43
adv_inception_v3,11.013,88.987,36.733,63.267,23.83,299,0.875,bicubic,-81.877,-61.407,+71
ecaresnet50d_pruned,11.013,88.987,41.947,58.053,19.94,224,0.875,bicubic,-83.207,-56.783,-35
tf_efficientnetv2_b2,11.013,88.987,39.760,60.240,10.10,260,0.890,bicubic,-83.407,-58.810,-57
xcit_tiny_12_p16_224,10.973,89.027,37.013,62.987,6.72,224,1.000,bicubic,-81.527,-61.227,+97
resnetv2_50,10.960,89.040,39.347,60.653,25.55,224,0.950,bicubic,-83.470,-59.393,-60
tf_efficientnet_b0_ns,10.947,89.053,40.093,59.907,5.29,224,0.875,bicubic,-82.693,-58.547,+13
tf_inception_v3,10.827,89.173,36.840,63.160,23.83,299,0.875,bicubic,-82.493,-61.540,+38
xcit_nano_12_p8_224_dist,10.787,89.213,38.133,61.867,3.05,224,1.000,bicubic,-81.313,-60.027,+112
dpn131,10.720,89.280,37.173,62.827,79.25,224,0.875,bicubic,-83.270,-61.547,-19
tf_efficientnet_b2_ap,10.533,89.467,40.107,59.893,9.11,260,0.890,bicubic,-83.957,-58.513,-73
resnext50d_32x4d,10.400,89.600,39.720,60.280,25.05,224,0.875,bicubic,-83.780,-58.850,-39
rexnet_130,10.400,89.600,41.547,58.453,7.56,224,0.875,bicubic,-83.500,-56.853,-14
hrnet_w44,10.320,89.680,39.493,60.507,67.06,224,0.875,bilinear,-83.230,-59.207,+11
xcit_nano_12_p8_224,10.293,89.707,37.000,63.000,3.05,224,1.000,bicubic,-80.727,-60.790,+143
lambda_resnet26rpt_256,10.253,89.747,38.107,61.893,10.99,256,0.940,bicubic,-83.457,-60.403,-1
resnext101_32x8d,10.173,89.827,37.800,62.200,88.79,224,0.875,bilinear,-83.647,-60.780,-11
cspresnext50,10.133,89.867,40.307,59.693,20.57,224,0.875,bilinear,-84.337,-58.373,-77
dpn98,10.133,89.867,36.613,63.387,61.57,224,0.875,bicubic,-83.977,-61.967,-37
regnetx_160,10.133,89.867,38.000,62.000,54.28,224,0.875,bicubic,-83.997,-60.740,-40
resnet50,10.133,89.867,37.907,62.093,25.56,224,0.950,bicubic,-84.207,-60.533,-66
legacy_seresnext50_32x4d,10.107,89.893,39.200,60.800,27.56,224,0.875,bilinear,-83.623,-59.380,-9
resnetrs50,10.080,89.920,37.520,62.480,35.69,224,0.910,bicubic,-84.220,-61.120,-64
inception_v3,10.027,89.973,35.227,64.773,23.83,299,0.875,bicubic,-82.693,-62.743,+63
efficientnet_b1,10.000,90.000,37.560,62.440,7.79,256,1.000,bicubic,-83.250,-60.730,+28
xception,9.960,90.040,38.040,61.960,22.86,299,0.897,bicubic,-83.510,-60.490,+9
dpn68b,9.787,90.213,38.027,61.973,12.61,224,0.875,bicubic,-83.903,-60.493,-11
gluon_resnet152_v1b,9.733,90.267,36.067,63.933,60.19,224,0.875,bicubic,-84.337,-62.443,-43
tf_efficientnet_b2,9.653,90.347,38.880,61.120,9.11,260,0.890,bicubic,-84.707,-59.730,-76
tf_efficientnet_lite3,9.653,90.347,38.987,61.013,8.20,300,0.904,bilinear,-84.547,-59.653,-60
tf_efficientnet_cc_b1_8e,9.600,90.400,36.760,63.240,39.72,240,0.882,bicubic,-84.310,-61.500,-33
res2net101_26w_4s,9.520,90.480,35.027,64.973,45.21,224,0.875,bilinear,-84.230,-63.283,-21
legacy_seresnet152,9.333,90.667,37.413,62.587,66.82,224,0.875,bilinear,-84.067,-61.067,+9
cspresnet50,9.267,90.733,39.653,60.347,21.62,256,0.887,bilinear,-84.473,-58.987,-22
hrnet_w40,9.240,90.760,36.907,63.093,57.56,224,0.875,bilinear,-84.250,-61.673,-3
resnet33ts,9.227,90.773,38.693,61.307,19.68,256,0.900,bicubic,-84.373,-59.847,-13
regnetx_120,9.187,90.813,37.187,62.813,46.11,224,0.875,bicubic,-85.053,-61.463,-72
seresnext26d_32x4d,9.147,90.853,36.840,63.160,16.81,224,0.875,bicubic,-83.553,-61.310,+50
crossvit_tiny_240,9.080,90.920,34.600,65.400,7.01,240,0.875,bicubic,-81.160,-62.990,+137
resnest26d,9.080,90.920,37.840,62.160,17.07,224,0.875,bilinear,-84.240,-60.190,+9
vit_tiny_patch16_224,9.040,90.960,34.640,65.360,5.72,224,0.900,bicubic,-82.730,-63.400,+98
vit_base_patch16_224_sam,8.987,91.013,36.173,63.827,86.57,224,0.900,bicubic,-85.153,-62.497,-63
gluon_resnext50_32x4d,8.973,91.027,36.307,63.693,25.03,224,0.875,bicubic,-84.837,-62.103,-36
rexnet_100,8.907,91.093,36.387,63.613,4.80,224,0.875,bicubic,-84.123,-61.803,+23
seresnext26t_32x4d,8.893,91.107,36.920,63.080,16.81,224,0.875,bicubic,-83.927,-61.450,+34
bat_resnext26ts,8.867,91.133,36.413,63.587,10.73,256,0.900,bicubic,-84.463,-61.937,-2
mobilenetv3_large_100_miil,8.853,91.147,32.987,67.013,5.48,224,0.875,bilinear,-83.417,-64.653,+67
mixnet_l,8.840,91.160,36.200,63.800,7.33,224,0.875,bicubic,-84.610,-62.020,-11
convit_tiny,8.813,91.187,34.347,65.653,5.71,224,0.875,bicubic,-81.837,-63.393,+122
resnet32ts,8.760,91.240,37.227,62.773,17.96,256,0.900,bicubic,-84.710,-61.263,-16
levit_128s,8.720,91.280,33.120,66.880,7.78,224,0.900,bicubic,-83.230,-64.950,+77
gcresnext26ts,8.680,91.320,35.707,64.293,10.48,256,0.900,bicubic,-84.090,-62.553,+30
dla169,8.640,91.360,36.053,63.947,53.39,224,0.875,bilinear,-84.700,-62.537,-10
mixer_b16_224,8.600,91.400,29.413,70.587,59.88,224,0.875,bicubic,-83.270,-68.507,+80
hrnet_w30,8.587,91.413,37.040,62.960,37.71,224,0.875,bilinear,-84.603,-61.370,0
legacy_seresnet101,8.533,91.467,36.013,63.987,49.33,224,0.875,bilinear,-84.767,-62.497,-5
tf_efficientnet_b1_ap,8.453,91.547,35.253,64.747,7.79,240,0.882,bicubic,-85.237,-63.107,-40
repvgg_b2,8.427,91.573,36.453,63.547,89.02,224,0.875,bilinear,-85.073,-62.087,-27
resmlp_12_distilled_224,8.307,91.693,36.853,63.147,15.35,224,0.875,bicubic,-84.523,-61.027,+17
resnetblur50,8.253,91.747,37.347,62.653,25.56,224,0.875,bicubic,-85.687,-61.233,-67
crossvit_9_240,8.253,91.747,34.120,65.880,8.55,240,0.875,bicubic,-82.397,-63.620,+110
dla102x,8.200,91.800,37.013,62.987,26.31,224,0.875,bilinear,-85.310,-61.497,-33
eca_resnext26ts,8.080,91.920,35.960,64.040,10.30,256,0.900,bicubic,-84.530,-62.300,+33
hrnet_w32,8.040,91.960,37.493,62.507,41.23,224,0.875,bilinear,-85.490,-60.967,-37
gluon_resnet101_v1c,7.987,92.013,33.360,66.640,44.57,224,0.875,bicubic,-85.683,-65.060,-47
gluon_resnet50_v1d,7.933,92.067,34.987,65.013,25.58,224,0.875,bicubic,-85.837,-63.403,-57
res2net50_26w_8s,7.853,92.147,33.747,66.253,48.40,224,0.875,bilinear,-85.557,-64.533,-28
dla60_res2next,7.773,92.227,34.973,65.027,17.03,224,0.875,bilinear,-85.407,-63.437,-11
densenetblur121d,7.733,92.267,34.747,65.253,8.00,224,0.875,bicubic,-84.177,-63.323,+62
mobilevit_xs,7.733,92.267,32.573,67.427,2.32,256,0.900,bicubic,-83.107,-65.347,+95
deit_tiny_distilled_patch16_224,7.693,92.307,33.573,66.427,5.91,224,0.900,bicubic,-83.017,-63.997,+96
tf_efficientnetv2_b1,7.693,92.307,34.627,65.373,8.14,240,0.882,bicubic,-86.247,-63.993,-77
dla60_res2net,7.560,92.440,34.627,65.373,20.85,224,0.875,bilinear,-85.620,-63.793,-17
efficientnet_b1_pruned,7.427,92.573,34.493,65.507,6.33,240,0.882,bicubic,-85.343,-63.547,+7
wide_resnet101_2,7.360,92.640,34.133,65.867,126.89,224,0.875,bilinear,-86.360,-64.407,-61
regnetx_064,7.347,92.653,34.347,65.653,26.21,224,0.875,bicubic,-86.543,-64.283,-76
deit_tiny_patch16_224,7.320,92.680,30.680,69.320,5.72,224,0.900,bicubic,-82.360,-66.770,+108
hardcorenas_e,7.240,92.760,33.293,66.707,8.07,224,0.875,bilinear,-85.340,-64.817,+19
gluon_resnet101_v1b,7.240,92.760,32.747,67.253,44.55,224,0.875,bicubic,-86.510,-65.633,-68
efficientnet_b0,7.213,92.787,34.013,65.987,5.29,224,0.875,bicubic,-85.477,-64.057,+9
gluon_resnet50_v1s,7.213,92.787,33.480,66.520,25.68,224,0.875,bicubic,-86.407,-64.980,-60
tf_efficientnet_b1,7.147,92.853,33.040,66.960,7.79,240,0.882,bicubic,-86.343,-65.320,-49
tf_mixnet_l,7.147,92.853,31.600,68.400,7.33,224,0.875,bicubic,-86.173,-66.430,-35
tf_efficientnet_cc_b0_8e,7.120,92.880,31.787,68.213,24.01,224,0.875,bicubic,-85.710,-66.353,-7
convmixer_1024_20_ks9_p14,7.080,92.920,33.053,66.947,24.38,224,0.960,bicubic,-85.340,-65.217,+21
seresnext26ts,7.053,92.947,34.933,65.067,10.39,256,0.900,bicubic,-85.637,-63.357,+4
resmlp_12_224,7.000,93.000,33.933,66.067,15.35,224,0.875,bicubic,-85.210,-64.227,+30
hardcorenas_f,6.827,93.173,34.120,65.880,8.20,224,0.875,bilinear,-86.123,-64.040,-17
ese_vovnet19b_dw,6.733,93.267,33.400,66.600,6.54,224,0.875,bicubic,-85.547,-64.690,+23
selecsls60b,6.720,93.280,33.293,66.707,32.77,224,0.875,bicubic,-86.570,-64.987,-38
res2net50_26w_6s,6.707,93.293,31.627,68.373,37.05,224,0.875,bilinear,-86.703,-66.553,-51
efficientnet_es,6.680,93.320,33.840,66.160,5.44,224,0.875,bicubic,-86.460,-64.580,-33
legacy_seresnext26_32x4d,6.627,93.373,33.240,66.760,16.79,224,0.875,bicubic,-86.013,-64.890,0
mixnet_m,6.627,93.373,32.053,67.947,5.01,224,0.875,bicubic,-85.803,-65.817,+11
pit_ti_distilled_224,6.627,93.373,30.720,69.280,5.10,224,0.900,bicubic,-84.273,-67.000,+68
tinynet_a,6.627,93.373,32.213,67.787,6.19,192,0.875,bicubic,-85.813,-65.867,+8
poolformer_s12,6.560,93.440,34.467,65.533,11.92,224,0.900,bicubic,-86.060,-63.733,-3
skresnet34,6.480,93.520,31.573,68.427,22.28,224,0.875,bicubic,-85.910,-66.577,+11
repvgg_b1,6.453,93.547,33.787,66.213,57.42,224,0.875,bilinear,-86.877,-64.723,-54
hardcorenas_d,6.427,93.573,32.213,67.787,7.50,224,0.875,bilinear,-85.973,-65.857,+7
dla60x,6.413,93.587,34.093,65.907,17.35,224,0.875,bilinear,-86.697,-64.417,-40
resnet34d,6.400,93.600,31.480,68.520,21.82,224,0.875,bicubic,-86.280,-66.830,-11
regnetx_080,6.307,93.693,32.307,67.693,39.57,224,0.875,bicubic,-87.563,-66.213,-102
swsl_resnet18,6.240,93.760,31.600,68.400,11.69,224,0.875,bilinear,-84.450,-66.100,+65
legacy_seresnet50,6.187,93.813,32.653,67.347,28.09,224,0.875,bilinear,-86.773,-65.527,-35
resnet26t,6.107,93.893,32.240,67.760,16.01,256,0.940,bicubic,-86.643,-65.990,-23
pit_ti_224,6.107,93.893,30.213,69.787,4.85,224,0.900,bicubic,-83.843,-67.237,+76
tv_resnet152,6.027,93.973,32.053,67.947,60.19,224,0.875,bilinear,-87.293,-66.577,-61
regnetx_040,5.973,94.027,31.573,68.427,22.12,224,0.875,bicubic,-87.577,-66.977,-83
tf_efficientnet_cc_b0_4e,5.973,94.027,29.600,70.400,13.31,224,0.875,bicubic,-86.627,-68.480,-13
tf_efficientnetv2_b0,5.907,94.093,30.787,69.213,7.14,224,0.875,bicubic,-87.203,-67.603,-48
mixer_l16_224,5.880,94.120,18.533,81.467,208.20,224,0.875,bicubic,-81.270,-74.977,+95
dla102,5.867,94.133,32.747,67.253,33.27,224,0.875,bilinear,-87.193,-65.793,-49
regnety_016,5.680,94.320,30.440,69.560,11.20,224,0.875,bicubic,-87.350,-67.920,-48
selecsls60,5.653,94.347,32.493,67.507,30.67,224,0.875,bicubic,-87.367,-65.817,-47
hardcorenas_c,5.640,94.360,30.400,69.600,5.52,224,0.875,bilinear,-86.380,-67.440,+10
res2next50,5.640,94.360,30.853,69.147,24.67,224,0.875,bilinear,-87.220,-67.337,-42
hrnet_w18,5.493,94.507,30.947,69.053,21.30,224,0.875,bilinear,-86.827,-67.303,-7
resnest14d,5.467,94.533,28.547,71.453,10.61,224,0.875,bilinear,-86.253,-69.323,+22
tf_efficientnet_lite2,5.360,94.640,30.893,69.107,6.09,260,0.890,bicubic,-87.290,-67.337,-28
tf_efficientnet_em,5.347,94.653,31.107,68.893,6.90,240,0.882,bicubic,-87.583,-67.093,-49
gernet_s,5.307,94.693,30.120,69.880,8.17,224,0.875,bilinear,-86.833,-68.070,-2
tf_efficientnet_b0_ap,5.307,94.693,28.800,71.200,5.29,224,0.875,bicubic,-86.893,-69.220,-5
densenet121,5.293,94.707,29.880,70.120,7.98,224,0.875,bicubic,-86.287,-68.150,+18
repvgg_b1g4,5.280,94.720,30.813,69.187,39.97,224,0.875,bilinear,-87.700,-67.617,-56
xcit_nano_12_p16_224_dist,5.240,94.760,26.560,73.440,3.05,224,1.000,bicubic,-84.440,-70.530,+61
res2net50_26w_4s,5.160,94.840,29.373,70.627,25.70,224,0.875,bilinear,-87.330,-68.687,-24
tf_mixnet_m,5.080,94.920,28.133,71.867,5.01,224,0.875,bicubic,-87.250,-69.757,-18
vit_tiny_r_s16_p8_224,5.080,94.920,27.053,72.947,6.34,224,0.900,bicubic,-84.100,-70.177,+62
mobilenetv3_large_100,5.067,94.933,28.200,71.800,5.48,224,0.875,bicubic,-86.263,-69.510,+17
tf_efficientnet_b0,5.067,94.933,28.787,71.213,5.29,224,0.875,bicubic,-87.183,-69.213,-16
res2net50_14w_8s,5.040,94.960,28.773,71.227,25.06,224,0.875,bilinear,-87.700,-69.407,-46
hardcorenas_b,4.947,95.053,28.107,71.893,5.18,224,0.875,bilinear,-86.833,-69.673,+5
mixnet_s,4.907,95.093,28.573,71.427,4.13,224,0.875,bicubic,-86.923,-69.117,+2
mobilenetv3_rw,4.907,95.093,29.853,70.147,5.48,224,0.875,bicubic,-86.303,-67.807,+15
gluon_resnet50_v1c,4.893,95.107,28.133,71.867,25.58,224,0.875,bicubic,-88.137,-70.257,-71
hardcorenas_a,4.880,95.120,28.107,71.893,5.26,224,0.875,bilinear,-86.470,-69.753,+9
regnetx_032,4.853,95.147,30.280,69.720,15.30,224,0.875,bicubic,-88.267,-68.110,-78
tv_resnext50_32x4d,4.840,95.160,30.307,69.693,25.03,224,0.875,bilinear,-87.910,-67.963,-54
xcit_nano_12_p16_224,4.840,95.160,25.453,74.547,3.05,224,1.000,bicubic,-83.770,-71.337,+59
densenet161,4.720,95.280,29.533,70.467,28.68,224,0.875,bicubic,-87.780,-68.757,-40
tv_resnet101,4.693,95.307,29.373,70.627,44.55,224,0.875,bilinear,-88.127,-68.877,-63
resnext26ts,4.693,95.307,29.013,70.987,10.30,256,0.900,bicubic,-87.177,-68.237,-9
selecsls42b,4.667,95.333,28.587,71.413,32.46,224,0.875,bicubic,-87.613,-69.543,-31
tf_efficientnet_lite1,4.613,95.387,28.400,71.600,5.42,240,0.882,bicubic,-88.007,-69.680,-50
mobilenetv2_120d,4.533,95.467,29.280,70.720,5.83,224,0.875,bicubic,-87.867,-68.770,-38
vit_base_patch32_224_sam,4.333,95.667,24.387,75.613,88.22,224,0.900,bicubic,-85.417,-72.613,+37
efficientnet_es_pruned,4.213,95.787,26.533,73.467,5.44,224,0.875,bicubic,-86.967,-71.217,+4
tinynet_b,4.187,95.813,26.707,73.293,3.73,188,0.875,bicubic,-86.743,-70.963,+12
fbnetc_100,4.133,95.867,25.933,74.067,5.57,224,0.875,bilinear,-86.577,-71.277,+18
gluon_resnet50_v1b,4.120,95.880,26.920,73.080,25.56,224,0.875,bicubic,-88.420,-71.250,-52
densenet201,4.120,95.880,27.547,72.453,20.01,224,0.875,bicubic,-88.630,-70.683,-68
resnet26d,4.027,95.973,28.507,71.493,16.01,224,0.875,bicubic,-88.043,-69.463,-31
semnasnet_100,3.960,96.040,26.947,73.053,3.89,224,0.875,bicubic,-87.310,-70.613,-6
repvgg_a2,3.933,96.067,27.267,72.733,28.21,224,0.875,bilinear,-88.007,-70.883,-26
tf_mixnet_s,3.880,96.120,25.267,74.733,4.13,224,0.875,bicubic,-87.630,-72.353,-13
dpn68,3.853,96.147,26.053,73.947,12.61,224,0.875,bicubic,-88.177,-71.997,-32
semnasnet_075,3.853,96.147,27.013,72.987,2.91,224,0.875,bicubic,-86.217,-70.417,+22
mobilevit_xxs,3.840,96.160,21.760,78.240,1.27,256,0.900,bicubic,-83.350,-74.340,+47
regnety_008,3.813,96.187,27.133,72.867,6.26,224,0.875,bicubic,-87.907,-71.047,-20
tf_efficientnet_es,3.813,96.187,26.107,73.893,5.44,224,0.875,bicubic,-88.167,-71.753,-34
dla60,3.787,96.213,27.947,72.053,22.04,224,0.875,bilinear,-88.443,-70.163,-46
ssl_resnet18,3.747,96.253,25.440,74.560,11.69,224,0.875,bilinear,-86.473,-72.110,+14
mobilenetv2_140,3.720,96.280,26.760,73.240,6.11,224,0.875,bicubic,-88.120,-71.090,-29
densenet169,3.707,96.293,25.613,74.387,14.15,224,0.875,bicubic,-88.223,-72.487,-35
regnetx_016,3.627,96.373,26.293,73.707,9.19,224,0.875,bicubic,-88.533,-71.917,-47
res2net50_48w_2s,3.587,96.413,26.600,73.400,25.29,224,0.875,bilinear,-88.963,-71.480,-68
spnasnet_100,3.547,96.453,24.293,75.707,4.42,224,0.875,bilinear,-86.803,-72.897,+7
tf_mobilenetv3_large_100,3.547,96.453,25.053,74.947,5.48,224,0.875,bilinear,-87.693,-72.607,-20
regnety_006,3.467,96.533,24.907,75.093,6.06,224,0.875,bicubic,-87.913,-72.803,-25
legacy_seresnet34,3.333,96.667,23.813,76.187,21.96,224,0.875,bilinear,-87.567,-73.767,-9
efficientnet_lite0,3.253,96.747,25.853,74.147,4.65,224,0.875,bicubic,-87.867,-71.767,-18
dla34,3.240,96.760,23.573,76.427,15.74,224,0.875,bilinear,-87.530,-74.087,-7
ghostnet_100,3.213,96.787,24.853,75.147,5.18,224,0.875,bilinear,-86.817,-72.517,+7
regnety_004,3.200,96.800,22.653,77.347,4.34,224,0.875,bicubic,-87.290,-74.887,-2
mobilenetv2_110d,3.173,96.827,24.587,75.413,4.52,224,0.875,bicubic,-87.787,-72.973,-16
tinynet_c,3.120,96.880,21.520,78.480,2.46,184,0.875,bicubic,-84.650,-74.850,+25
mnasnet_100,3.107,96.893,24.227,75.773,4.38,224,0.875,bicubic,-87.403,-73.243,-6
tf_efficientnet_lite0,3.080,96.920,22.920,77.080,4.65,224,0.875,bicubic,-87.970,-74.670,-22
skresnet18,3.000,97.000,22.813,77.187,11.96,224,0.875,bicubic,-86.660,-74.417,+8
vgg19_bn,2.947,97.053,23.480,76.520,143.68,224,0.875,bilinear,-87.133,-74.100,-2
resnet34,2.920,97.080,23.680,76.320,21.80,224,0.875,bilinear,-88.210,-73.940,-29
tf_mobilenetv3_large_075,2.867,97.133,21.573,78.427,3.99,224,0.875,bilinear,-86.813,-75.637,+3
tinynet_d,2.867,97.133,17.800,82.200,2.34,152,0.875,bicubic,-81.883,-77.380,+31
hrnet_w18_small_v2,2.707,97.293,23.693,76.307,15.60,224,0.875,bilinear,-88.483,-74.207,-34
gluon_resnet34_v1b,2.667,97.333,21.667,78.333,21.80,224,0.875,bicubic,-88.293,-75.973,-27
regnetx_008,2.667,97.333,22.467,77.533,7.26,224,0.875,bicubic,-88.383,-75.243,-31
vgg16_bn,2.653,97.347,23.787,76.213,138.37,224,0.875,bilinear,-87.437,-73.583,-10
vgg16,2.627,97.373,20.427,79.573,138.36,224,0.875,bilinear,-85.923,-76.363,+10
lcnet_100,2.627,97.373,20.880,79.120,2.95,224,0.875,bicubic,-86.173,-75.850,+8
resnet18d,2.600,97.400,21.600,78.400,11.71,224,0.875,bicubic,-86.670,-75.540,-1
tv_densenet121,2.560,97.440,22.667,77.333,7.98,224,0.875,bicubic,-88.330,-75.043,-28
repvgg_b0,2.547,97.453,24.000,76.000,15.82,224,0.875,bilinear,-88.883,-73.990,-49
regnetx_006,2.507,97.493,20.627,79.373,6.20,224,0.875,bicubic,-87.843,-76.813,-20
legacy_seresnet18,2.493,97.507,20.080,79.920,11.78,224,0.875,bicubic,-86.387,-76.900,+1
resnet26,2.480,97.520,23.013,76.987,16.00,224,0.875,bicubic,-88.640,-74.737,-41
lcnet_075,2.320,97.680,17.133,82.867,2.36,224,0.875,bicubic,-83.670,-78.547,+15
mobilenetv3_small_075,2.307,97.693,15.907,84.093,2.04,224,0.875,bicubic,-80.733,-78.183,+23
regnety_002,2.160,97.840,18.893,81.107,3.16,224,0.875,bicubic,-85.220,-77.697,+6
mobilenetv2_100,2.147,97.853,19.907,80.093,3.50,224,0.875,bicubic,-87.463,-77.243,-11
vgg19,2.107,97.893,20.747,79.253,143.67,224,0.875,bilinear,-86.933,-76.123,-8
vgg13_bn,2.093,97.907,20.307,79.693,133.05,224,0.875,bilinear,-86.667,-76.663,-4
tf_mobilenetv3_small_100,2.013,97.987,15.853,84.147,2.54,224,0.875,bilinear,-83.197,-79.917,+11
mobilenetv3_small_100,2.000,98.000,17.080,82.920,2.54,224,0.875,bicubic,-83.220,-78.540,+9
tf_mobilenetv3_small_075,2.000,98.000,14.813,85.187,2.04,224,0.875,bilinear,-81.510,-79.987,+15
regnetx_004,1.960,98.040,19.160,80.840,5.16,224,0.875,bicubic,-86.940,-77.960,-11
vgg13,1.867,98.133,17.960,82.040,133.05,224,0.875,bilinear,-85.183,-78.360,0
tv_resnet34,1.867,98.133,20.000,80.000,21.80,224,0.875,bilinear,-88.063,-77.340,-24
tinynet_e,1.853,98.147,14.013,85.987,2.04,106,0.875,bicubic,-77.047,-78.547,+15
mobilenetv3_small_050,1.840,98.160,12.507,87.493,1.59,224,0.875,bicubic,-75.150,-78.793,+15
lcnet_050,1.813,98.187,13.880,86.120,1.88,224,0.875,bicubic,-79.967,-79.830,+11
dla46x_c,1.760,98.240,16.480,83.520,1.07,224,0.875,bilinear,-82.490,-78.790,+5
mnasnet_small,1.760,98.240,15.093,84.907,2.03,224,0.875,bicubic,-82.680,-80.087,+3
vgg11_bn,1.720,98.280,18.093,81.907,132.87,224,0.875,bilinear,-85.780,-78.727,-11
tf_mobilenetv3_large_minimal_100,1.627,98.373,17.120,82.880,3.92,224,0.875,bilinear,-87.333,-79.740,-21
mobilenetv2_050,1.613,98.387,14.200,85.800,1.97,224,0.875,bicubic,-82.277,-80.510,+1
dla60x_c,1.613,98.387,18.040,81.960,1.32,224,0.875,bilinear,-84.677,-78.120,-6
vgg11,1.560,98.440,16.227,83.773,132.86,224,0.875,bilinear,-84.990,-80.053,-9
gluon_resnet18_v1b,1.547,98.453,16.613,83.387,11.69,224,0.875,bicubic,-86.853,-80.067,-18
hrnet_w18_small,1.547,98.453,18.133,81.867,13.19,224,0.875,bilinear,-87.503,-78.977,-28
dla46_c,1.507,98.493,15.267,84.733,1.30,224,0.875,bilinear,-82.143,-79.653,-2
regnetx_002,1.373,98.627,15.027,84.973,2.68,224,0.875,bicubic,-84.817,-80.953,-11
resnet18,1.160,98.840,16.227,83.773,11.69,224,0.875,bilinear,-86.230,-80.063,-19
tf_mobilenetv3_small_minimal_100,1.013,98.987,11.493,88.507,2.04,224,0.875,bilinear,-80.367,-82.177,-1
tv_resnet50,0.000,100.000,14.453,85.547,25.56,224,0.875,bilinear,-91.890,-83.587,-93