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,84.707,15.293,96.027,3.973,480.31,800,0.960,bicubic,-13.833,-3.793,+1
tf_efficientnet_l2_ns_475,83.360,16.640,95.480,4.520,480.31,475,0.936,bicubic,-15.130,-4.350,+2
beit_large_patch16_512,82.893,17.107,95.693,4.307,305.67,512,1.000,bicubic,-15.667,-4.147,-2
beit_large_patch16_384,80.187,19.813,94.787,5.213,305.00,384,1.000,bicubic,-18.313,-5.033,-1
vit_large_patch16_384,71.067,28.933,89.667,10.333,304.72,384,1.000,bicubic,-27.143,-10.133,0
swin_large_patch4_window12_384,70.773,29.227,90.600,9.400,196.74,384,1.000,bicubic,-27.247,-9.090,+1
beit_large_patch16_224,69.013,30.987,89.947,10.053,304.43,224,0.900,bicubic,-29.157,-9.813,-1
beit_base_patch16_384,66.947,33.053,89.080,10.920,86.74,384,1.000,bicubic,-30.883,-10.620,+3
tf_efficientnet_b7_ns,66.880,33.120,88.507,11.493,66.35,600,0.949,bicubic,-31.000,-11.213,-1
tf_efficientnetv2_xl_in21ft1k,66.480,33.520,86.773,13.227,208.12,512,1.000,bicubic,-31.190,-12.717,+4
tf_efficientnetv2_l_in21ft1k,65.907,34.093,87.693,12.307,118.52,480,1.000,bicubic,-31.773,-11.977,+2
swin_base_patch4_window12_384,65.333,34.667,88.600,11.400,87.90,384,1.000,bicubic,-32.537,-11.110,-3
vit_base_patch16_384,62.947,37.053,86.093,13.907,86.86,384,1.000,bicubic,-34.883,-13.577,-1
cait_m48_448,62.093,37.907,86.440,13.560,356.46,448,1.000,bicubic,-35.387,-13.110,+12
tf_efficientnet_b6_ns,61.640,38.360,84.787,15.213,43.04,528,0.942,bicubic,-35.990,-14.793,+3
swin_large_patch4_window7_224,61.293,38.707,86.520,13.480,196.53,224,0.900,bicubic,-36.367,-13.060,-1
vit_large_r50_s32_384,61.147,38.853,83.773,16.227,329.09,384,1.000,bicubic,-36.713,-15.897,-7
ig_resnext101_32x48d,61.040,38.960,83.227,16.773,828.41,224,0.875,bilinear,-36.600,-16.483,-2
tf_efficientnetv2_m_in21ft1k,60.853,39.147,85.267,14.733,54.14,480,1.000,bicubic,-36.627,-14.263,+8
tf_efficientnet_b5_ns,59.800,40.200,84.213,15.787,30.39,456,0.934,bicubic,-37.690,-15.417,+5
xcit_large_24_p8_384_dist,59.787,40.213,85.333,14.667,188.93,384,1.000,bicubic,-37.743,-14.207,+1
resnetv2_152x4_bitm,59.587,40.413,83.133,16.867,936.53,480,1.000,bilinear,-37.903,-16.487,+2
dm_nfnet_f5,58.307,41.693,82.533,17.467,377.21,544,0.954,bicubic,-39.233,-17.037,-2
dm_nfnet_f6,58.280,41.720,81.907,18.093,438.36,576,0.956,bicubic,-39.330,-17.643,-5
ig_resnext101_32x32d,57.960,42.040,80.733,19.267,468.53,224,0.875,bilinear,-39.400,-18.947,+4
dm_nfnet_f4,57.787,42.213,81.507,18.493,316.07,512,0.951,bicubic,-39.783,-18.003,-6
cait_m36_384,57.667,42.333,84.693,15.307,271.22,384,1.000,bicubic,-39.733,-14.817,+1
xcit_medium_24_p8_384_dist,56.587,43.413,83.440,16.560,84.32,384,1.000,bicubic,-40.713,-16.070,+4
dm_nfnet_f3,55.333,44.667,80.480,19.520,254.92,416,0.940,bicubic,-42.017,-19.080,+1
vit_large_patch16_224,55.333,44.667,79.840,20.160,304.33,224,0.900,bicubic,-42.307,-19.750,-13
xcit_small_24_p8_384_dist,54.400,45.600,81.720,18.280,47.63,384,1.000,bicubic,-42.850,-17.890,+5
vit_base_r50_s16_384,54.333,45.667,80.840,19.160,98.95,384,1.000,bicubic,-42.847,-18.720,+9
cait_s36_384,54.240,45.760,81.267,18.733,68.37,384,1.000,bicubic,-43.100,-18.263,-2
ig_resnext101_32x16d,53.053,46.947,76.867,23.133,194.03,224,0.875,bilinear,-43.767,-22.733,+30
tf_efficientnetv2_l,52.933,47.067,79.000,21.000,118.52,480,1.000,bicubic,-44.337,-20.550,-1
xcit_large_24_p16_384_dist,52.813,47.187,81.720,18.280,189.10,384,1.000,bicubic,-44.717,-17.760,-13
resnetv2_152x2_bitm,52.733,47.267,81.187,18.813,236.34,448,1.000,bilinear,-44.297,-18.253,+14
resnetv2_101x3_bitm,52.400,47.600,79.867,20.133,387.93,448,1.000,bilinear,-44.620,-19.623,+15
swin_base_patch4_window7_224,51.827,48.173,80.427,19.573,87.77,224,0.900,bicubic,-45.433,-19.103,-4
swsl_resnext101_32x8d,51.187,48.813,78.200,21.800,88.79,224,0.875,bilinear,-46.013,-21.370,-1
tf_efficientnet_b4_ns,50.893,49.107,79.040,20.960,19.34,380,0.922,bicubic,-46.037,-20.540,+17
beit_base_patch16_224,50.707,49.293,79.893,20.107,86.53,224,0.900,bicubic,-46.373,-19.717,+5
xcit_small_12_p8_384_dist,50.533,49.467,79.600,20.400,26.21,384,1.000,bicubic,-46.697,-19.880,-6
resnetv2_152x2_bit_teacher_384,50.067,49.933,77.733,22.267,236.34,384,1.000,bicubic,-46.743,-21.717,+21
cait_s24_384,49.400,50.600,78.640,21.360,47.06,384,1.000,bicubic,-47.680,-20.790,+3
xcit_medium_24_p16_384_dist,49.227,50.773,79.720,20.280,84.40,384,1.000,bicubic,-48.053,-19.740,-13
deit_base_distilled_patch16_384,49.040,50.960,79.000,21.000,87.63,384,1.000,bicubic,-47.930,-20.490,+9
dm_nfnet_f2,48.387,51.613,76.760,23.240,193.78,352,0.920,bicubic,-48.643,-22.830,+4
tf_efficientnetv2_s_in21ft1k,48.053,51.947,77.720,22.280,21.46,384,1.000,bicubic,-48.687,-21.700,+22
tf_efficientnet_b8,47.987,52.013,76.467,23.533,87.41,672,0.954,bicubic,-49.223,-23.033,-12
xcit_large_24_p8_224_dist,47.893,52.107,79.133,20.867,188.93,224,1.000,bicubic,-49.167,-20.287,-1
resnest269e,47.653,52.347,74.000,26.000,110.93,416,0.928,bicubic,-48.867,-25.350,+39
xcit_large_24_p8_224,46.867,53.133,74.400,25.600,188.93,224,1.000,bicubic,-49.533,-24.580,+44
xcit_small_24_p16_384_dist,46.773,53.227,77.013,22.987,47.67,384,1.000,bicubic,-50.357,-22.437,-11
tf_efficientnet_b8_ap,46.453,53.547,76.160,23.840,87.41,672,0.954,bicubic,-50.657,-23.500,-11
resnetv2_50x3_bitm,46.293,53.707,76.627,23.373,217.32,448,1.000,bilinear,-50.437,-22.913,+16
efficientnetv2_rw_m,46.160,53.840,75.827,24.173,53.24,416,1.000,bicubic,-50.830,-23.703,-2
swsl_resnext101_32x16d,45.933,54.067,72.053,27.947,194.03,224,0.875,bilinear,-50.667,-27.217,+26
ecaresnet269d,45.720,54.280,74.920,25.080,102.09,352,1.000,bicubic,-51.370,-24.550,-13
vit_small_patch16_384,45.360,54.640,76.160,23.840,22.20,384,1.000,bicubic,-51.330,-23.320,+16
tf_efficientnet_b7_ap,45.267,54.733,74.027,25.973,66.35,600,0.949,bicubic,-51.933,-25.513,-21
tf_efficientnetv2_m,45.253,54.747,74.267,25.733,54.14,480,1.000,bicubic,-51.887,-25.143,-20
vit_small_r26_s32_384,45.240,54.760,75.427,24.573,36.47,384,1.000,bicubic,-51.440,-24.143,+15
ig_resnext101_32x8d,45.213,54.787,70.840,29.160,88.79,224,0.875,bilinear,-51.097,-28.590,+42
xcit_medium_24_p8_224_dist,45.160,54.840,76.720,23.280,84.32,224,1.000,bicubic,-51.770,-22.670,-6
dm_nfnet_f1,44.853,55.147,73.653,26.347,132.63,320,0.910,bicubic,-52.037,-25.757,-5
eca_nfnet_l2,44.627,55.373,75.773,24.227,56.72,384,1.000,bicubic,-52.463,-23.737,-22
crossvit_18_dagger_408,43.867,56.133,73.600,26.400,44.61,408,1.000,bicubic,-52.663,-25.660,+22
resnest200e,43.867,56.133,73.293,26.707,70.20,320,0.909,bicubic,-52.753,-26.057,+13
cait_xs24_384,43.640,56.360,74.907,25.093,26.67,384,1.000,bicubic,-52.920,-24.513,+17
tresnet_xl_448,43.187,56.813,72.120,27.880,78.44,448,0.875,bilinear,-52.783,-27.000,+57
vit_base_patch16_224,43.107,56.893,72.547,27.453,86.57,224,0.900,bicubic,-53.763,-26.983,-10
xcit_small_12_p16_384_dist,43.067,56.933,73.787,26.213,26.25,384,1.000,bicubic,-53.873,-25.613,-16
xcit_medium_24_p8_224,43.027,56.973,70.080,29.920,84.32,224,1.000,bicubic,-53.083,-28.810,+45
resnetrs420,42.440,57.560,70.120,29.880,191.89,416,1.000,bicubic,-54.470,-29.340,-15
xcit_tiny_24_p8_384_dist,42.253,57.747,72.773,27.227,12.11,384,1.000,bicubic,-54.297,-26.547,+12
tf_efficientnet_b7,42.200,57.800,72.547,27.453,66.35,600,0.949,bicubic,-54.810,-26.973,-23
crossvit_15_dagger_408,41.773,58.227,71.973,28.027,28.50,408,1.000,bicubic,-54.617,-27.177,+21
swsl_resnext101_32x4d,41.653,58.347,71.867,28.133,44.18,224,0.875,bilinear,-54.767,-27.603,+17
xcit_small_24_p8_224,41.640,58.360,70.840,29.160,47.63,224,1.000,bicubic,-54.760,-28.300,+18
vit_large_r50_s32_224,41.520,58.480,70.360,29.640,328.99,224,0.900,bicubic,-55.270,-28.990,-14
xcit_small_24_p8_224_dist,41.467,58.533,73.707,26.293,47.63,224,1.000,bicubic,-55.403,-25.773,-19
resmlp_big_24_224_in22ft1k,40.453,59.547,74.653,25.347,129.14,224,0.875,bicubic,-56.167,-24.857,-2
tf_efficientnet_b6_ap,40.333,59.667,71.400,28.600,43.04,528,0.942,bicubic,-56.747,-28.220,-35
tresnet_l_448,40.133,59.867,69.707,30.293,55.99,448,0.875,bilinear,-55.737,-29.413,+50
deit_base_patch16_384,39.880,60.120,70.440,29.560,86.86,384,1.000,bicubic,-56.270,-28.700,+28
resnetrs350,39.347,60.653,68.293,31.707,163.96,384,1.000,bicubic,-57.413,-31.067,-18
vit_large_patch32_384,38.867,61.133,68.573,31.427,306.63,384,1.000,bicubic,-56.963,-30.577,+50
resnetv2_101x1_bitm,38.240,61.760,70.267,29.733,44.54,448,1.000,bilinear,-57.860,-29.013,+33
xcit_small_12_p8_224_dist,38.173,61.827,71.320,28.680,26.21,224,1.000,bicubic,-58.527,-28.070,-16
resnet200d,37.827,62.173,68.200,31.800,64.69,320,1.000,bicubic,-58.913,-31.140,-21
seresnet152d,37.440,62.560,69.053,30.947,66.84,320,1.000,bicubic,-59.330,-30.397,-24
xcit_large_24_p16_224_dist,37.307,62.693,71.427,28.573,189.10,224,1.000,bicubic,-59.493,-27.923,-27
twins_svt_large,37.253,62.747,69.320,30.680,99.27,224,0.900,bicubic,-58.997,-29.850,+14
xcit_small_12_p8_224,37.200,62.800,68.200,31.800,26.21,224,1.000,bicubic,-58.910,-30.960,+25
eca_nfnet_l1,37.013,62.987,70.560,29.440,41.41,320,1.000,bicubic,-59.687,-28.730,-23
regnetz_d,36.760,63.240,70.080,29.920,27.58,320,0.950,bicubic,-59.830,-29.300,-12
efficientnetv2_rw_s,36.547,63.453,68.040,31.960,23.94,384,1.000,bicubic,-59.993,-31.320,-9
vit_base_patch32_384,36.507,63.493,69.147,30.853,88.30,384,1.000,bicubic,-59.993,-30.263,-6
regnety_160,36.440,63.560,68.773,31.227,83.59,288,1.000,bicubic,-59.900,-30.557,+3
cait_xxs36_384,35.933,64.067,67.293,32.707,17.37,384,1.000,bicubic,-59.927,-31.797,+35
jx_nest_base,35.920,64.080,66.613,33.387,67.72,224,0.875,bicubic,-60.320,-32.597,+7
pit_b_distilled_224,35.507,64.493,68.840,31.160,74.79,224,0.900,bicubic,-61.163,-30.510,-24
tf_efficientnet_b3_ns,35.493,64.507,67.720,32.280,12.23,300,0.904,bicubic,-60.877,-31.630,-3
tf_efficientnet_b6,34.947,65.053,67.293,32.707,43.04,528,0.942,bicubic,-61.723,-32.077,-25
resnetrs270,34.587,65.413,65.133,34.867,129.86,352,1.000,bicubic,-62.103,-34.217,-31
tf_efficientnet_b5_ap,34.347,65.653,67.040,32.960,30.39,456,0.934,bicubic,-62.333,-32.420,-30
xcit_tiny_12_p8_384_dist,34.213,65.787,66.160,33.840,6.71,384,1.000,bicubic,-61.847,-32.980,+16
vit_base_patch16_224_miil,34.133,65.867,64.547,35.453,86.54,224,0.875,bilinear,-62.307,-34.763,-14
xcit_medium_24_p16_224_dist,34.013,65.987,67.627,32.373,84.40,224,1.000,bicubic,-62.587,-31.903,-27
resmlp_big_24_distilled_224,33.787,66.213,69.293,30.707,129.14,224,0.875,bicubic,-62.683,-30.017,-17
resnet152d,33.707,66.293,65.480,34.520,60.21,320,1.000,bicubic,-62.643,-33.910,-10
tresnet_m_448,33.627,66.373,64.280,35.720,31.39,448,0.875,bilinear,-61.363,-34.700,+94
xcit_tiny_24_p16_384_dist,33.573,66.427,65.227,34.773,12.12,384,1.000,bicubic,-62.347,-33.993,+16
twins_pcpvt_large,33.133,66.867,67.920,32.080,60.99,224,0.900,bicubic,-63.017,-31.270,0
swsl_resnext50_32x4d,33.053,66.947,65.187,34.813,25.03,224,0.875,bilinear,-62.827,-33.833,+17
twins_svt_base,33.000,67.000,65.613,34.387,56.07,224,0.900,bicubic,-63.160,-33.447,-4
pit_b_224,32.760,67.240,62.227,37.773,73.76,224,0.900,bicubic,-62.870,-36.443,+35
xcit_large_24_p16_224,32.653,67.347,61.667,38.333,189.10,224,1.000,bicubic,-62.757,-36.963,+53
ssl_resnext101_32x16d,32.400,67.600,63.707,36.293,194.03,224,0.875,bilinear,-63.400,-35.473,+21
swin_small_patch4_window7_224,32.347,67.653,65.200,34.800,49.61,224,0.900,bicubic,-63.533,-34.050,+13
jx_nest_small,32.307,67.693,63.813,36.187,38.35,224,0.875,bicubic,-63.663,-35.227,+5
resnetv2_152x2_bit_teacher,31.973,68.027,63.600,36.400,236.34,224,0.875,bicubic,-64.117,-35.670,0
resnest101e,31.587,68.413,64.040,35.960,48.28,256,0.875,bilinear,-64.273,-35.170,+13
cait_s24_224,31.107,68.893,64.200,35.800,46.92,224,1.000,bicubic,-65.283,-34.960,-25
tf_efficientnet_b5,31.107,68.893,64.493,35.507,30.39,456,0.934,bicubic,-65.233,-34.817,-22
crossvit_base_240,31.040,68.960,60.960,39.040,105.03,240,0.875,bicubic,-64.480,-37.860,+35
efficientnet_b4,30.547,69.453,64.333,35.667,19.34,384,1.000,bicubic,-65.613,-34.867,-16
crossvit_18_240,30.387,69.613,61.547,38.453,43.27,240,0.875,bicubic,-65.063,-37.243,+38
xcit_small_24_p16_224_dist,30.347,69.653,64.440,35.560,47.67,224,1.000,bicubic,-65.863,-34.770,-20
resnetrs200,30.187,69.813,62.773,37.227,93.21,320,1.000,bicubic,-66.333,-36.577,-39
dm_nfnet_f0,30.173,69.827,62.360,37.640,71.49,256,0.900,bicubic,-65.967,-36.890,-16
crossvit_18_dagger_240,30.120,69.880,61.613,38.387,44.27,240,0.875,bicubic,-65.440,-37.447,+23
xcit_medium_24_p16_224,29.920,70.080,59.213,40.787,84.40,224,1.000,bicubic,-65.600,-39.557,+29
swsl_resnet50,29.773,70.227,63.720,36.280,25.56,224,0.875,bilinear,-65.627,-35.570,+38
twins_pcpvt_base,29.773,70.227,64.467,35.533,43.83,224,0.900,bicubic,-66.017,-34.663,+7
cait_xxs24_384,29.693,70.307,63.733,36.267,12.03,384,1.000,bicubic,-65.577,-35.227,+42
convit_base,29.333,70.667,61.520,38.480,86.54,224,0.875,bicubic,-66.217,-37.370,+19
deit_base_distilled_patch16_224,29.320,70.680,64.093,35.907,87.34,224,0.900,bicubic,-66.780,-35.097,-18
tf_efficientnetv2_s,29.000,71.000,61.120,38.880,21.46,384,1.000,bicubic,-67.340,-38.080,-35
ssl_resnext101_32x8d,28.893,71.107,60.613,39.387,88.79,224,0.875,bilinear,-66.577,-38.507,+25
resnet101d,28.747,71.253,62.013,37.987,44.57,320,1.000,bicubic,-67.553,-37.217,-35
resnetrs152,28.640,71.360,60.000,40.000,86.62,320,1.000,bicubic,-67.930,-39.240,-57
xcit_tiny_24_p8_224,28.507,71.493,60.253,39.747,12.11,224,1.000,bicubic,-67.163,-38.797,+7
xcit_tiny_24_p8_224_dist,28.467,71.533,61.173,38.827,12.11,224,1.000,bicubic,-67.353,-38.037,-6
regnetz_c,28.453,71.547,63.160,36.840,13.46,320,0.940,bicubic,-67.347,-35.940,-6
crossvit_15_dagger_240,28.227,71.773,60.013,39.987,28.21,240,0.875,bicubic,-67.443,-38.807,+3
xcit_small_24_p16_224,28.040,71.960,58.467,41.533,47.67,224,1.000,bicubic,-67.490,-40.303,+13
coat_lite_small,27.453,72.547,58.427,41.573,19.84,224,0.900,bicubic,-68.077,-40.433,+10
deit_base_patch16_224,27.147,72.853,58.693,41.307,86.57,224,0.900,bicubic,-68.293,-40.147,+18
resnetv2_50x1_bitm,27.093,72.907,62.600,37.400,25.55,448,1.000,bilinear,-67.927,-36.450,+52
xcit_small_12_p16_224_dist,26.867,73.133,59.587,40.413,26.25,224,1.000,bicubic,-69.163,-39.543,-27
vit_small_patch16_224,26.760,73.240,58.880,41.120,22.05,224,0.900,bicubic,-68.610,-40.270,+22
regnety_032,26.067,73.933,60.880,39.120,19.44,288,1.000,bicubic,-69.913,-38.310,-28
nfnet_l0,25.960,74.040,61.653,38.347,35.07,288,1.000,bicubic,-70.170,-37.587,-38
tf_efficientnet_b4,25.853,74.147,59.880,40.120,19.34,380,0.922,bicubic,-70.037,-39.290,-25
tf_efficientnet_b4_ap,25.840,74.160,59.640,40.360,19.34,380,0.922,bicubic,-70.330,-39.640,-46
ecaresnet101d,25.760,74.240,58.707,41.293,44.57,224,0.875,bicubic,-69.780,-40.423,0
ecaresnet50t,25.640,74.360,59.720,40.280,25.57,320,0.950,bicubic,-69.860,-39.180,+6
visformer_small,25.480,74.520,58.520,41.480,40.22,224,0.900,bicubic,-70.020,-40.600,+4
crossvit_15_240,25.440,74.560,57.320,42.680,27.53,240,0.875,bicubic,-69.680,-41.610,+27
coat_mini,25.387,74.613,57.413,42.587,10.34,224,0.900,bicubic,-69.603,-41.367,+44
resnetv2_50x1_bit_distilled,25.107,74.893,59.373,40.627,25.55,224,0.875,bicubic,-71.003,-39.907,-45
xcit_small_12_p16_224,25.080,74.920,55.653,44.347,26.25,224,1.000,bicubic,-70.320,-43.177,+10
convit_small,24.773,75.227,56.947,43.053,27.78,224,0.875,bicubic,-70.407,-41.973,+19
gc_efficientnetv2_rw_t,24.560,75.440,57.533,42.467,13.68,288,1.000,bicubic,-71.180,-41.487,-21
tnt_s_patch16_224,24.547,75.453,57.773,42.227,23.76,224,0.900,bicubic,-70.493,-41.067,+33
eca_nfnet_l0,24.493,75.507,59.600,40.400,24.14,288,1.000,bicubic,-71.467,-39.610,-39
efficientnetv2_rw_t,24.240,75.760,57.187,42.813,13.65,288,1.000,bicubic,-71.370,-41.883,-14
xcit_tiny_12_p16_384_dist,24.160,75.840,57.000,43.000,6.72,384,1.000,bicubic,-70.950,-42.020,+21
tf_efficientnet_b2_ns,24.120,75.880,57.480,42.520,9.11,260,0.890,bicubic,-71.630,-41.640,-27
vit_small_r26_s32_224,23.933,76.067,55.960,44.040,36.43,224,0.900,bicubic,-71.707,-43.230,-20
twins_svt_small,23.800,76.200,57.253,42.747,24.06,224,0.900,bicubic,-71.410,-41.637,+10
ssl_resnext101_32x4d,23.760,76.240,57.133,42.867,44.18,224,0.875,bilinear,-71.670,-41.997,-4
vit_small_patch32_384,23.547,76.453,56.907,43.093,22.92,384,1.000,bicubic,-71.513,-41.923,+20
crossvit_small_240,23.413,76.587,56.400,43.600,26.86,240,0.875,bicubic,-71.417,-42.620,+43
jx_nest_tiny,23.133,76.867,56.053,43.947,17.06,224,0.875,bicubic,-72.117,-42.927,+3
nasnetalarge,23.120,76.880,54.533,45.467,88.75,331,0.911,bicubic,-72.560,-44.397,-30
efficientnet_b3,23.120,76.880,55.813,44.187,12.23,320,1.000,bicubic,-72.600,-43.107,-30
pnasnet5large,23.107,76.893,53.320,46.680,86.06,331,0.911,bicubic,-72.613,-45.720,-33
levit_384,23.013,76.987,55.840,44.160,39.13,224,0.900,bicubic,-72.517,-43.210,-21
resnet61q,22.693,77.307,55.440,44.560,36.85,288,1.000,bicubic,-73.097,-43.550,-40
resmlp_big_24_224,22.627,77.373,54.067,45.933,129.14,224,0.875,bicubic,-72.023,-44.423,+47
twins_pcpvt_small,22.440,77.560,56.547,43.453,24.11,224,0.900,bicubic,-72.790,-42.333,-2
vit_base_patch32_224,22.253,77.747,53.760,46.240,88.22,224,0.900,bicubic,-72.757,-45.260,+20
pit_s_distilled_224,22.147,77.853,56.867,43.133,24.04,224,0.900,bicubic,-73.093,-42.183,-5
xcit_tiny_12_p8_224_dist,22.040,77.960,53.920,46.080,6.71,224,1.000,bicubic,-73.040,-44.990,+6
halonet50ts,21.773,78.227,51.293,48.707,22.73,256,0.940,bicubic,-73.177,-47.457,+20
tresnet_m,21.267,78.733,53.480,46.520,31.39,224,0.875,bilinear,-74.463,-45.550,-43
pit_s_224,21.040,78.960,53.520,46.480,23.46,224,0.900,bicubic,-73.540,-45.200,+46
swin_tiny_patch4_window7_224,21.027,78.973,55.627,44.373,28.29,224,0.900,bicubic,-74.103,-43.223,-4
convmixer_1536_20,20.907,79.093,55.267,44.733,51.63,224,0.960,bicubic,-74.173,-43.763,0
xcit_tiny_12_p8_224,20.893,79.107,52.307,47.693,6.71,224,1.000,bicubic,-73.817,-46.523,+34
regnetz_b,20.787,79.213,53.453,46.547,9.72,288,0.940,bicubic,-74.273,-45.597,+2
deit_small_distilled_patch16_224,20.680,79.320,54.853,45.147,22.44,224,0.900,bicubic,-74.030,-44.177,+30
resnet51q,20.533,79.467,55.133,44.867,35.70,288,1.000,bilinear,-75.347,-43.987,-64
resnetrs101,20.280,79.720,52.533,47.467,63.62,288,0.940,bicubic,-75.140,-46.497,-26
resnest50d_4s2x40d,20.080,79.920,52.920,47.080,30.42,224,0.875,bicubic,-74.870,-46.150,+11
ssl_resnext50_32x4d,19.680,80.320,53.213,46.787,25.03,224,0.875,bilinear,-75.180,-45.657,+18
xcit_nano_12_p8_384_dist,19.680,80.320,50.413,49.587,3.05,384,1.000,bicubic,-73.800,-48.117,+142
haloregnetz_b,19.560,80.440,49.720,50.280,11.68,224,0.940,bicubic,-75.150,-48.940,+25
tresnet_xl,19.320,80.680,52.867,47.133,78.44,224,0.875,bilinear,-76.120,-46.193,-33
resnetv2_101,19.307,80.693,48.800,51.200,44.54,224,0.950,bicubic,-76.323,-50.190,-49
gluon_senet154,19.067,80.933,47.160,52.840,115.09,224,0.875,bicubic,-75.863,-51.610,+8
gluon_seresnext101_64x4d,18.960,81.040,48.960,51.040,88.23,224,0.875,bicubic,-75.980,-49.860,+5
legacy_senet154,18.920,81.080,47.627,52.373,115.09,224,0.875,bilinear,-76.140,-51.363,-9
tf_efficientnet_b1_ns,18.920,81.080,51.707,48.293,7.79,240,0.882,bicubic,-76.250,-47.413,-22
levit_256,18.893,81.107,49.653,50.347,18.89,224,0.900,bicubic,-76.137,-49.237,-7
repvgg_b3,18.880,81.120,49.800,50.200,123.09,224,0.875,bilinear,-75.690,-48.990,+28
rexnet_200,18.880,81.120,52.587,47.413,16.37,224,0.875,bicubic,-76.060,-46.413,+1
deit_small_patch16_224,18.720,81.280,51.093,48.907,22.05,224,0.900,bicubic,-75.680,-47.597,+46
mixer_b16_224_miil,18.480,81.520,50.987,49.013,59.88,224,0.875,bilinear,-76.830,-47.903,-35
seresnext50_32x4d,18.227,81.773,50.907,49.093,27.56,224,0.875,bicubic,-76.803,-47.983,-11
cait_xxs36_224,18.053,81.947,49.267,50.733,17.30,224,1.000,bicubic,-76.207,-49.443,+56
ecaresnet50d,17.960,82.040,51.453,48.547,25.58,224,0.875,bicubic,-76.660,-47.437,+18
sehalonet33ts,17.827,82.173,47.347,52.653,13.69,256,0.940,bicubic,-76.953,-51.223,+5
resnest50d_1s4x24d,17.640,82.360,49.613,50.387,25.68,224,0.875,bicubic,-77.130,-49.367,+6
tf_efficientnet_lite4,17.627,82.373,50.253,49.747,13.01,380,0.920,bilinear,-77.233,-48.767,0
vit_tiny_patch16_384,17.547,82.453,49.920,50.080,5.79,384,1.000,bicubic,-76.103,-48.680,+109
gluon_seresnext101_32x4d,17.373,82.627,46.467,53.533,48.96,224,0.875,bicubic,-77.547,-52.343,-7
inception_v4,17.293,82.707,45.387,54.613,42.68,299,0.875,bicubic,-77.077,-53.223,+40
resnest50d,17.293,82.707,50.533,49.467,27.48,224,0.875,bilinear,-77.537,-48.347,-2
efficientnet_el,17.013,82.987,49.933,50.067,10.59,300,0.904,bicubic,-78.107,-49.047,-34
tf_efficientnet_b3_ap,17.000,83.000,49.387,50.613,12.23,300,0.904,bicubic,-78.320,-49.513,-48
xcit_tiny_24_p16_224_dist,16.960,83.040,47.253,52.747,12.12,224,1.000,bicubic,-77.560,-51.537,+19
gluon_resnext101_64x4d,16.707,83.293,43.933,56.067,83.46,224,0.875,bicubic,-77.933,-54.737,+5
resmlp_36_distilled_224,16.707,83.293,51.093,48.907,44.69,224,0.875,bicubic,-78.163,-47.767,-13
tf_efficientnet_b3,16.680,83.320,49.107,50.893,12.23,300,0.904,bicubic,-78.340,-49.803,-24
xception71,16.600,83.400,45.240,54.760,42.34,299,0.903,bicubic,-77.690,-53.400,+39
tf_efficientnetv2_b3,16.493,83.507,48.400,51.600,14.36,300,0.904,bicubic,-78.677,-50.420,-44
gluon_resnet152_v1s,16.467,83.533,44.227,55.773,60.32,224,0.875,bicubic,-78.583,-54.703,-33
inception_resnet_v2,16.467,83.533,44.720,55.280,55.84,299,0.897,bicubic,-78.073,-54.070,+10
tresnet_l,16.413,83.587,49.587,50.413,55.99,224,0.875,bilinear,-78.877,-49.423,-55
resmlp_24_distilled_224,16.253,83.747,49.960,50.040,30.02,224,0.875,bicubic,-78.197,-48.810,+19
gluon_xception65,16.240,83.760,45.933,54.067,39.92,299,0.903,bicubic,-78.020,-52.637,+36
gcresnet50t,16.227,83.773,48.107,51.893,25.90,256,0.900,bicubic,-78.633,-50.693,-20
gernet_l,16.187,83.813,46.973,53.027,31.08,256,0.875,bilinear,-78.923,-51.927,-47
wide_resnet50_2,16.187,83.813,48.053,51.947,68.88,224,0.875,bicubic,-78.863,-50.917,-39
gluon_resnet152_v1d,16.160,83.840,44.107,55.893,60.21,224,0.875,bicubic,-78.590,-54.633,-15
ens_adv_inception_resnet_v2,16.093,83.907,43.413,56.587,55.84,299,0.897,bicubic,-78.067,-55.197,+44
gmlp_s16_224,16.093,83.907,44.693,55.307,19.42,224,0.875,bicubic,-78.057,-53.807,+45
gcresnext50ts,16.040,83.960,46.080,53.920,15.67,256,0.900,bicubic,-78.440,-52.590,+6
xcit_tiny_24_p16_224,16.027,83.973,45.600,54.400,12.12,224,1.000,bicubic,-78.053,-52.910,+53
xception65,15.907,84.093,43.467,56.533,39.92,299,0.903,bicubic,-77.863,-54.893,+74
ssl_resnet50,15.840,84.160,49.280,50.720,25.56,224,0.875,bilinear,-78.630,-49.640,+7
repvgg_b3g4,15.813,84.187,47.373,52.627,83.83,224,0.875,bilinear,-78.717,-51.587,-3
ecaresnet26t,15.480,84.520,47.800,52.200,16.01,320,0.950,bicubic,-78.820,-50.910,+19
ecaresnet101d_pruned,15.480,84.520,47.933,52.067,24.88,224,0.875,bicubic,-79.590,-51.047,-54
regnety_320,15.453,84.547,44.560,55.440,145.05,224,0.875,bicubic,-79.097,-54.290,-9
coat_tiny,15.440,84.560,45.560,54.440,5.50,224,0.900,bicubic,-78.140,-52.850,+83
convmixer_768_32,15.360,84.640,47.667,52.333,21.11,224,0.960,bicubic,-79.130,-50.953,-5
ecaresnetlight,15.160,84.840,45.680,54.320,30.16,224,0.875,bicubic,-79.610,-53.120,-30
skresnext50_32x4d,15.107,84.893,44.467,55.533,27.48,224,0.875,bicubic,-79.153,-54.003,+19
cait_xxs24_224,14.893,85.107,44.547,55.453,11.96,224,1.000,bicubic,-78.697,-53.893,+78
levit_192,14.667,85.333,44.627,55.373,10.95,224,0.900,bicubic,-79.513,-53.933,+27
efficientnet_el_pruned,14.373,85.627,45.853,54.147,10.59,300,0.904,bicubic,-80.017,-52.897,+3
rexnet_150,14.347,85.653,46.587,53.413,9.73,224,0.875,bicubic,-80.123,-52.203,-6
efficientnet_b2,14.307,85.693,45.773,54.227,9.11,288,1.000,bicubic,-80.323,-52.937,-26
coat_lite_mini,14.280,85.720,44.347,55.653,11.01,224,0.900,bicubic,-79.770,-54.193,+38
seresnet33ts,14.267,85.733,45.707,54.293,19.78,256,0.900,bicubic,-80.603,-53.083,-45
seresnet50,14.040,85.960,45.347,54.653,28.09,224,0.875,bicubic,-80.520,-53.403,-22
eca_resnet33ts,14.013,85.987,46.907,53.093,19.68,256,0.900,bicubic,-80.187,-51.433,+16
gernet_m,14.000,86.000,45.853,54.147,21.14,224,0.875,bilinear,-80.620,-53.007,-28
legacy_seresnext101_32x4d,13.867,86.133,42.653,57.347,48.96,224,0.875,bilinear,-80.483,-55.977,-2
gluon_resnext101_32x4d,13.667,86.333,41.480,58.520,44.18,224,0.875,bicubic,-80.873,-57.150,-24
gluon_seresnext50_32x4d,13.453,86.547,43.507,56.493,27.56,224,0.875,bicubic,-80.877,-55.113,-3
resmlp_36_224,13.400,86.600,46.267,53.733,44.69,224,0.875,bicubic,-80.790,-52.393,+12
gcresnet33ts,13.360,86.640,44.480,55.520,19.88,256,0.900,bicubic,-81.120,-54.300,-21
repvgg_b2g4,13.240,86.760,43.453,56.547,61.76,224,0.875,bilinear,-80.600,-55.147,+43
regnetx_320,13.187,86.813,40.240,59.760,107.81,224,0.875,bicubic,-81.253,-58.490,-16
ese_vovnet39b,13.147,86.853,43.667,56.333,24.57,224,0.875,bicubic,-80.943,-54.993,+23
pit_xs_distilled_224,13.120,86.880,44.440,55.560,11.00,224,0.900,bicubic,-80.700,-54.230,+43
mixnet_xl,13.000,87.000,43.133,56.867,11.90,224,0.875,bicubic,-81.200,-55.637,+3
efficientnet_b3_pruned,12.987,87.013,44.813,55.187,9.86,300,0.904,bicubic,-81.633,-53.957,-40
nf_regnet_b1,12.840,87.160,44.027,55.973,10.22,288,0.900,bicubic,-81.280,-54.593,+16
gluon_resnet101_v1d,12.747,87.253,41.280,58.720,44.57,224,0.875,bicubic,-81.453,-57.290,+1
pit_xs_224,12.747,87.253,42.627,57.373,10.62,224,0.900,bicubic,-80.373,-55.693,+91
crossvit_9_dagger_240,12.560,87.440,41.480,58.520,8.78,240,0.875,bicubic,-80.360,-56.770,+103
gluon_inception_v3,12.520,87.480,40.187,59.813,23.83,299,0.875,bicubic,-80.940,-58.373,+66
resmlp_24_224,12.387,87.613,43.133,56.867,30.02,224,0.875,bicubic,-81.633,-55.197,+18
coat_lite_tiny,12.267,87.733,41.067,58.933,5.72,224,0.900,bicubic,-80.953,-57.203,+82
regnety_120,12.240,87.760,41.880,58.120,51.82,224,0.875,bicubic,-82.240,-56.930,-33
gluon_resnet101_v1s,12.000,88.000,40.773,59.227,44.67,224,0.875,bicubic,-82.700,-58.047,-55
efficientnet_em,11.960,88.040,43.667,56.333,6.90,240,0.882,bicubic,-81.880,-55.143,+27
hrnet_w64,11.867,88.133,40.560,59.440,128.06,224,0.875,bilinear,-82.123,-58.060,+15
xcit_tiny_12_p16_224_dist,11.707,88.293,39.840,60.160,6.72,224,1.000,bicubic,-81.693,-58.650,+65
cspdarknet53,11.680,88.320,42.880,57.120,27.64,256,0.887,bilinear,-82.990,-55.930,-58
nf_resnet50,11.680,88.320,45.320,54.680,25.56,288,0.940,bicubic,-82.880,-53.470,-50
resnet50d,11.640,88.360,42.080,57.920,25.58,224,0.875,bicubic,-82.630,-56.640,-20
gmixer_24_224,11.600,88.400,37.173,62.827,24.72,224,0.875,bicubic,-81.240,-60.707,+94
xception41,11.547,88.453,38.760,61.240,26.97,299,0.903,bicubic,-81.863,-59.660,+58
vit_small_patch32_224,11.507,88.493,39.453,60.547,22.88,224,0.900,bicubic,-80.523,-58.777,+137
dla102x2,11.400,88.600,41.240,58.760,41.28,224,0.875,bilinear,-82.560,-57.240,+9
dpn92,11.333,88.667,39.507,60.493,37.67,224,0.875,bicubic,-82.887,-59.223,-20
lambda_resnet26t,11.293,88.707,39.987,60.013,10.96,256,0.940,bicubic,-82.527,-58.663,+19
efficientnet_b2_pruned,11.253,88.747,41.773,58.227,8.31,260,0.890,bicubic,-82.887,-56.747,-7
regnety_080,11.253,88.747,40.627,59.373,39.18,224,0.875,bicubic,-82.927,-58.053,-14
levit_128,11.213,88.787,40.053,59.947,9.21,224,0.900,bicubic,-82.127,-58.327,+56
xcit_nano_12_p16_384_dist,11.187,88.813,39.560,60.440,3.05,384,1.000,bicubic,-80.643,-58.450,+143
tf_efficientnet_el,11.173,88.827,41.360,58.640,10.59,300,0.904,bicubic,-83.227,-57.350,-42
tf_efficientnet_b0_ns,11.080,88.920,39.880,60.120,5.29,224,0.875,bicubic,-82.540,-58.760,+29
ecaresnet50d_pruned,11.000,89.000,42.013,57.987,19.94,224,0.875,bicubic,-83.210,-56.717,-27
vit_tiny_r_s16_p8_384,10.933,89.067,39.427,60.573,6.36,384,1.000,bicubic,-81.097,-58.863,+127
xcit_tiny_12_p16_224,10.920,89.080,36.840,63.160,6.72,224,1.000,bicubic,-81.570,-61.410,+105
eca_halonext26ts,10.867,89.133,39.560,60.440,10.76,256,0.940,bicubic,-82.643,-58.720,+33
hrnet_w48,10.853,89.147,39.973,60.027,77.47,224,0.875,bilinear,-83.087,-58.637,-3
tf_efficientnetv2_b2,10.853,89.147,39.493,60.507,10.10,260,0.890,bicubic,-83.557,-59.077,-51
dpn107,10.827,89.173,38.453,61.547,86.92,224,0.875,bicubic,-83.473,-60.017,-44
tf_inception_v3,10.827,89.173,36.680,63.320,23.83,299,0.875,bicubic,-82.503,-61.830,+45
adv_inception_v3,10.827,89.173,36.480,63.520,23.83,299,0.875,bicubic,-82.063,-61.650,+74
halonet26t,10.813,89.187,38.587,61.413,12.48,256,0.950,bicubic,-83.167,-59.903,-10
gluon_resnet152_v1c,10.747,89.253,36.840,63.160,60.21,224,0.875,bicubic,-83.413,-61.800,-27
resnext50_32x4d,10.640,89.360,40.213,59.787,25.03,224,0.875,bicubic,-83.470,-58.137,-20
xcit_nano_12_p8_224_dist,10.573,89.427,38.053,61.947,3.05,224,1.000,bicubic,-81.527,-60.107,+113
dpn131,10.560,89.440,37.000,63.000,79.25,224,0.875,bicubic,-83.430,-61.720,-16
resnetv2_50,10.547,89.453,39.173,60.827,25.55,224,0.950,bicubic,-83.893,-59.557,-61
resnext50d_32x4d,10.427,89.573,39.333,60.667,25.05,224,0.875,bicubic,-83.763,-59.237,-37
tf_efficientnet_b2_ap,10.413,89.587,39.760,60.240,9.11,260,0.890,bicubic,-84.077,-59.090,-73
hrnet_w44,10.333,89.667,39.200,60.800,67.06,224,0.875,bilinear,-83.247,-59.500,+15
rexnet_130,10.333,89.667,41.387,58.613,7.56,224,0.875,bicubic,-83.567,-57.013,-13
xcit_nano_12_p8_224,10.213,89.787,37.200,62.800,3.05,224,1.000,bicubic,-80.777,-60.600,+144
cspresnext50,10.133,89.867,40.213,59.787,20.57,224,0.875,bilinear,-84.337,-58.467,-72
dpn98,10.120,89.880,36.440,63.560,61.57,224,0.875,bicubic,-84.000,-62.140,-33
resnetrs50,10.067,89.933,37.227,62.773,35.69,224,0.910,bicubic,-84.223,-61.413,-57
resnet50,10.000,90.000,37.947,62.053,25.56,224,0.950,bicubic,-84.330,-60.493,-62
regnety_064,10.000,90.000,38.960,61.040,30.58,224,0.875,bicubic,-84.150,-59.780,-38
regnetx_160,9.973,90.027,37.760,62.240,54.28,224,0.875,bicubic,-84.147,-60.980,-35
resnext101_32x8d,9.947,90.053,37.453,62.547,88.79,224,0.875,bilinear,-83.843,-61.127,-12
lambda_resnet26rpt_256,9.907,90.093,37.520,62.480,10.99,256,0.940,bicubic,-83.813,-60.980,-8
legacy_seresnext50_32x4d,9.880,90.120,39.013,60.987,27.56,224,0.875,bilinear,-83.840,-59.567,-8
efficientnet_b1,9.867,90.133,37.293,62.707,7.79,256,1.000,bicubic,-83.373,-60.997,+31
xception,9.853,90.147,37.920,62.080,22.86,299,0.897,bicubic,-83.627,-60.600,+11
inception_v3,9.827,90.173,35.040,64.960,23.83,299,0.875,bicubic,-82.893,-62.920,+62
tf_efficientnet_b2,9.653,90.347,38.640,61.360,9.11,260,0.890,bicubic,-84.717,-59.940,-74
tf_efficientnet_cc_b1_8e,9.613,90.387,36.867,63.133,39.72,240,0.882,bicubic,-84.307,-61.383,-29
dpn68b,9.587,90.413,37.720,62.280,12.61,224,0.875,bicubic,-84.093,-60.810,-10
gluon_resnet152_v1b,9.573,90.427,35.707,64.293,60.19,224,0.875,bicubic,-84.507,-62.753,-42
tf_efficientnet_lite3,9.480,90.520,38.947,61.053,8.20,300,0.904,bilinear,-84.710,-59.693,-57
res2net101_26w_4s,9.413,90.587,34.440,65.560,45.21,224,0.875,bilinear,-84.307,-63.880,-16
legacy_seresnet152,9.240,90.760,37.093,62.907,66.82,224,0.875,bilinear,-84.180,-61.247,+8
cspresnet50,9.227,90.773,39.493,60.507,21.62,256,0.887,bilinear,-84.523,-59.137,-22
hrnet_w40,9.120,90.880,36.533,63.467,57.56,224,0.875,bilinear,-84.370,-62.197,-1
regnetx_120,9.067,90.933,36.947,63.053,46.11,224,0.875,bicubic,-85.173,-61.723,-70
vit_tiny_patch16_224,9.040,90.960,34.267,65.733,5.72,224,0.900,bicubic,-82.720,-63.773,+100
gluon_resnext50_32x4d,9.027,90.973,36.307,63.693,25.03,224,0.875,bicubic,-84.793,-62.103,-32
vit_base_patch16_sam_224,9.013,90.987,36.080,63.920,86.57,224,0.900,bicubic,-85.137,-62.590,-58
resnest26d,9.000,91.000,37.533,62.467,17.07,224,0.875,bilinear,-84.360,-61.107,+5
resnet33ts,9.000,91.000,38.240,61.760,19.68,256,0.900,bicubic,-84.600,-60.290,-17
crossvit_tiny_240,8.893,91.107,34.320,65.680,7.01,240,0.875,bicubic,-81.357,-63.290,+132
bat_resnext26ts,8.867,91.133,35.987,64.013,10.73,256,0.900,bicubic,-84.443,-62.043,+9
regnety_040,8.853,91.147,37.000,63.000,20.65,224,0.875,bicubic,-85.007,-61.640,-41
rexnet_100,8.827,91.173,36.240,63.760,4.80,224,0.875,bicubic,-84.203,-62.130,+21
seresnext26t_32x4d,8.813,91.187,36.573,63.427,16.81,224,0.875,bicubic,-83.997,-61.797,+34
seresnext26d_32x4d,8.800,91.200,36.467,63.533,16.81,224,0.875,bicubic,-83.940,-61.683,+40
mixnet_l,8.733,91.267,36.173,63.827,7.33,224,0.875,bicubic,-84.697,-62.047,-9
mobilenetv3_large_100_miil,8.720,91.280,32.893,67.107,5.48,224,0.875,bilinear,-83.550,-64.747,+64
convit_tiny,8.693,91.307,33.987,66.013,5.71,224,0.875,bicubic,-81.917,-63.743,+118
levit_128s,8.667,91.333,32.800,67.200,7.78,224,0.900,bicubic,-83.283,-65.260,+76
gcresnext26ts,8.560,91.440,35.547,64.453,10.48,256,0.900,bicubic,-84.210,-62.493,+30
hrnet_w30,8.533,91.467,36.800,63.200,37.71,224,0.875,bilinear,-84.667,-61.610,+5
resnet32ts,8.480,91.520,36.880,63.120,17.96,256,0.900,bicubic,-84.990,-61.610,-17
dla169,8.373,91.627,35.867,64.133,53.39,224,0.875,bilinear,-84.967,-62.733,-9
mixer_b16_224,8.360,91.640,29.320,70.680,59.88,224,0.875,bicubic,-83.500,-68.610,+77
tf_efficientnet_b1_ap,8.333,91.667,35.160,64.840,7.79,240,0.882,bicubic,-85.377,-63.200,-39
legacy_seresnet101,8.253,91.747,35.747,64.253,49.33,224,0.875,bilinear,-85.047,-62.753,-5
resnetblur50,8.213,91.787,37.360,62.640,25.56,224,0.875,bicubic,-85.717,-61.220,-61
repvgg_b2,8.173,91.827,36.040,63.960,89.02,224,0.875,bilinear,-85.317,-62.550,-27
dla102x,8.160,91.840,36.787,63.213,26.31,224,0.875,bilinear,-85.350,-61.713,-31
crossvit_9_240,8.147,91.853,34.027,65.973,8.55,240,0.875,bicubic,-82.513,-63.713,+105
eca_botnext26ts_256,8.133,91.867,30.947,69.053,10.59,256,0.950,bicubic,-82.417,-66.303,+106
eca_resnext26ts,8.120,91.880,35.747,64.253,10.30,256,0.900,bicubic,-84.540,-62.513,+29
resmlp_12_distilled_224,8.080,91.920,36.573,63.427,15.35,224,0.875,bicubic,-84.750,-61.567,+13
hrnet_w32,7.947,92.053,37.267,62.733,41.23,224,0.875,bilinear,-85.573,-61.173,-37
gluon_resnet50_v1d,7.840,92.160,34.773,65.227,25.58,224,0.875,bicubic,-85.940,-63.627,-57
res2net50_26w_8s,7.813,92.187,33.147,66.853,48.40,224,0.875,bilinear,-85.617,-65.033,-28
gluon_resnet101_v1c,7.800,92.200,32.973,67.027,44.57,224,0.875,bicubic,-85.860,-65.437,-49
dla60_res2next,7.733,92.267,34.653,65.347,17.03,224,0.875,bilinear,-85.447,-63.757,-11
tf_efficientnetv2_b1,7.720,92.280,34.360,65.640,8.14,240,0.882,bicubic,-86.220,-64.260,-74
deit_tiny_distilled_patch16_224,7.707,92.293,33.520,66.480,5.91,224,0.900,bicubic,-83.023,-64.060,+92
densenetblur121d,7.573,92.427,34.587,65.413,8.00,224,0.875,bicubic,-84.337,-63.503,+57
dla60_res2net,7.373,92.627,34.400,65.600,20.85,224,0.875,bilinear,-85.787,-64.010,-14
regnetx_064,7.333,92.667,34.360,65.640,26.21,224,0.875,bicubic,-86.557,-64.270,-74
wide_resnet101_2,7.307,92.693,33.693,66.307,126.89,224,0.875,bilinear,-86.413,-64.847,-59
efficientnet_b1_pruned,7.280,92.720,34.427,65.573,6.33,240,0.882,bicubic,-85.490,-63.843,+6
deit_tiny_patch16_224,7.227,92.773,30.667,69.333,5.72,224,0.900,bicubic,-82.443,-66.773,+106
hardcorenas_e,7.227,92.773,33.160,66.840,8.07,224,0.875,bilinear,-85.353,-64.950,+19
efficientnet_b0,7.213,92.787,33.840,66.160,5.29,224,0.875,bicubic,-85.457,-64.240,+12
gluon_resnet101_v1b,7.160,92.840,32.720,67.280,44.55,224,0.875,bicubic,-86.570,-65.680,-68
tf_efficientnet_cc_b0_8e,7.120,92.880,31.653,68.347,24.01,224,0.875,bicubic,-85.700,-66.527,-4
tf_efficientnet_b1,7.120,92.880,33.107,66.893,7.79,240,0.882,bicubic,-86.390,-65.253,-50
gluon_resnet50_v1s,7.080,92.920,33.200,66.800,25.68,224,0.875,bicubic,-86.550,-65.270,-62
tf_mixnet_l,7.080,92.920,31.587,68.413,7.33,224,0.875,bicubic,-86.230,-66.763,-34
resmlp_12_224,7.067,92.933,33.853,66.147,15.35,224,0.875,bicubic,-85.123,-64.307,+31
convmixer_1024_20_ks9_p14,7.027,92.973,32.693,67.307,24.38,224,0.960,bicubic,-85.403,-65.577,+18
seresnext26ts,6.933,93.067,34.600,65.400,10.39,256,0.900,bicubic,-85.747,-63.700,+3
hardcorenas_f,6.853,93.147,33.907,66.093,8.20,224,0.875,bilinear,-86.097,-64.253,-18
mixnet_m,6.667,93.333,32.040,67.960,5.01,224,0.875,bicubic,-85.773,-65.830,+14
ese_vovnet19b_dw,6.627,93.373,33.107,66.893,6.54,224,0.875,bicubic,-85.643,-64.993,+21
selecsls60b,6.613,93.387,33.133,66.867,32.77,224,0.875,bicubic,-86.677,-65.147,-38
efficientnet_es,6.560,93.440,33.693,66.307,5.44,224,0.875,bicubic,-86.640,-64.707,-36
pit_ti_distilled_224,6.547,93.453,30.507,69.493,5.10,224,0.900,bicubic,-84.333,-67.213,+68
res2net50_26w_6s,6.507,93.493,31.467,68.533,37.05,224,0.875,bilinear,-86.893,-66.813,-52
hardcorenas_d,6.453,93.547,32.053,67.947,7.50,224,0.875,bilinear,-85.967,-66.017,+10
legacy_seresnext26_32x4d,6.440,93.560,32.920,67.080,16.79,224,0.875,bicubic,-86.190,-65.200,-2
skresnet34,6.387,93.613,31.493,68.507,22.28,224,0.875,bicubic,-85.993,-66.647,+10
regnetx_080,6.360,93.640,32.213,67.787,39.57,224,0.875,bicubic,-87.510,-66.307,-97
resnet34d,6.347,93.653,31.680,68.320,21.82,224,0.875,bicubic,-86.353,-66.620,-10
dla60x,6.307,93.693,33.787,66.213,17.35,224,0.875,bilinear,-86.783,-64.703,-37
repvgg_b1,6.240,93.760,33.307,66.693,57.42,224,0.875,bilinear,-87.090,-65.083,-52
swsl_resnet18,6.213,93.787,31.347,68.653,11.69,224,0.875,bilinear,-84.467,-66.363,+63
legacy_seresnet50,6.067,93.933,32.453,67.547,28.09,224,0.875,bilinear,-86.883,-65.737,-32
pit_ti_224,6.053,93.947,30.053,69.947,4.85,224,0.900,bicubic,-83.877,-67.387,+74
tv_resnet152,6.000,94.000,31.640,68.360,60.19,224,0.875,bilinear,-87.330,-66.400,-57
resnet26t,5.987,94.013,31.720,68.280,16.01,256,0.940,bicubic,-86.763,-66.520,-21
tf_efficientnet_cc_b0_4e,5.960,94.040,29.533,70.467,13.31,224,0.875,bicubic,-86.660,-68.547,-12
tf_efficientnetv2_b0,5.893,94.107,30.613,69.387,7.14,224,0.875,bicubic,-87.217,-67.777,-46
mixer_l16_224,5.853,94.147,18.200,81.800,208.20,224,0.875,bicubic,-81.307,-75.330,+92
dla102,5.840,94.160,32.453,67.547,33.27,224,0.875,bilinear,-87.240,-66.087,-46
regnetx_040,5.800,94.200,31.187,68.813,22.12,224,0.875,bicubic,-87.750,-67.373,-84
selecsls60,5.720,94.280,32.280,67.720,30.67,224,0.875,bicubic,-87.300,-66.030,-44
hardcorenas_c,5.600,94.400,30.213,69.787,5.52,224,0.875,bilinear,-86.420,-67.627,+11
regnety_016,5.573,94.427,30.280,69.720,11.20,224,0.875,bicubic,-87.457,-67.910,-47
res2next50,5.520,94.480,30.600,69.400,24.67,224,0.875,bilinear,-87.330,-67.580,-40
hrnet_w18,5.453,94.547,30.813,69.187,21.30,224,0.875,bilinear,-86.857,-67.437,-7
tf_efficientnet_lite2,5.373,94.627,30.907,69.093,6.09,260,0.890,bicubic,-87.287,-67.323,-24
botnet26t_256,5.333,94.667,24.307,75.693,12.49,256,0.950,bicubic,-82.127,-71.883,+80
resnest14d,5.333,94.667,28.547,71.453,10.61,224,0.875,bilinear,-86.397,-69.323,+19
tf_efficientnet_b0_ap,5.320,94.680,28.707,71.293,5.29,224,0.875,bicubic,-86.900,-69.403,-6
gernet_s,5.200,94.800,30.067,69.933,8.17,224,0.875,bilinear,-86.940,-68.123,-3
tf_efficientnet_em,5.200,94.800,30.653,69.347,6.90,240,0.882,bicubic,-87.750,-67.557,-50
mobilenetv3_large_100,5.107,94.893,28.053,71.947,5.48,224,0.875,bicubic,-86.233,-69.657,+22
repvgg_b1g4,5.107,94.893,30.467,69.533,39.97,224,0.875,bilinear,-87.893,-67.963,-55
xcit_nano_12_p16_224_dist,5.107,94.893,26.280,73.720,3.05,224,1.000,bicubic,-84.573,-70.810,+57
densenet121,5.080,94.920,29.627,70.373,7.98,224,0.875,bicubic,-86.490,-68.403,+14
res2net50_26w_4s,5.053,94.947,28.987,71.013,25.70,224,0.875,bilinear,-87.427,-69.083,-25
tf_efficientnet_b0,5.040,94.960,28.907,71.093,5.29,224,0.875,bicubic,-87.190,-69.093,-15
tf_mixnet_m,5.040,94.960,28.093,71.907,5.01,224,0.875,bicubic,-87.290,-69.797,-21
vit_tiny_r_s16_p8_224,4.947,95.053,26.707,73.293,6.34,224,0.900,bicubic,-84.243,-70.523,+57
hardcorenas_a,4.893,95.107,27.987,72.013,5.26,224,0.875,bilinear,-86.447,-69.873,+13
regnetx_032,4.880,95.120,29.893,70.107,15.30,224,0.875,bicubic,-88.240,-68.497,-71
res2net50_14w_8s,4.880,95.120,28.320,71.680,25.06,224,0.875,bilinear,-87.840,-69.870,-45
mixnet_s,4.840,95.160,28.507,71.493,4.13,224,0.875,bicubic,-86.980,-69.183,+1
hardcorenas_b,4.827,95.173,27.800,72.200,5.18,224,0.875,bilinear,-86.913,-69.980,+2
mobilenetv3_rw,4.813,95.187,29.507,70.493,5.48,224,0.875,bicubic,-86.397,-68.153,+12
xcit_nano_12_p16_224,4.800,95.200,25.253,74.747,3.05,224,1.000,bicubic,-83.790,-71.537,+57
gluon_resnet50_v1c,4.773,95.227,27.787,72.213,25.58,224,0.875,bicubic,-88.257,-70.573,-72
selecsls42b,4.707,95.293,28.333,71.667,32.46,224,0.875,bicubic,-87.593,-69.807,-29
tv_resnext50_32x4d,4.693,95.307,29.813,70.187,25.03,224,0.875,bilinear,-88.067,-68.467,-57
resnext26ts,4.640,95.360,28.733,71.267,10.30,256,0.900,bicubic,-87.220,-68.497,-10
densenet161,4.573,95.427,29.520,70.480,28.68,224,0.875,bicubic,-87.927,-68.770,-42
tv_resnet101,4.573,95.427,28.867,71.133,44.55,224,0.875,bilinear,-88.237,-69.363,-63
tf_efficientnet_lite1,4.467,95.533,28.360,71.640,5.42,240,0.882,bicubic,-88.153,-69.720,-48
mobilenetv2_120d,4.440,95.560,29.067,70.933,5.83,224,0.875,bicubic,-87.960,-68.983,-39
vit_base_patch32_sam_224,4.307,95.693,24.347,75.653,88.22,224,0.900,bicubic,-85.443,-72.653,+34
efficientnet_es_pruned,4.120,95.880,26.547,73.453,5.44,224,0.875,bicubic,-87.070,-71.193,+2
fbnetc_100,4.093,95.907,25.493,74.507,5.57,224,0.875,bilinear,-86.627,-71.717,+16
gluon_resnet50_v1b,4.027,95.973,26.827,73.173,25.56,224,0.875,bicubic,-88.513,-71.363,-50
densenet201,3.973,96.027,27.280,72.720,20.01,224,0.875,bicubic,-88.777,-70.960,-66
dpn68,3.933,96.067,26.000,74.000,12.61,224,0.875,bicubic,-88.087,-72.040,-28
resnet26d,3.920,96.080,28.240,71.760,16.01,224,0.875,bicubic,-88.130,-69.720,-32
tf_mixnet_s,3.920,96.080,25.200,74.800,4.13,224,0.875,bicubic,-87.590,-72.410,-12
semnasnet_100,3.880,96.120,26.840,73.160,3.89,224,0.875,bicubic,-87.400,-70.730,-8
repvgg_a2,3.800,96.200,27.293,72.707,28.21,224,0.875,bilinear,-88.140,-70.857,-28
tf_efficientnet_es,3.747,96.253,25.973,74.027,5.44,224,0.875,bicubic,-88.243,-71.897,-31
regnety_008,3.707,96.293,26.853,73.147,6.26,224,0.875,bicubic,-88.003,-71.327,-18
ssl_resnet18,3.693,96.307,25.280,74.720,11.69,224,0.875,bilinear,-86.537,-72.280,+16
densenet169,3.680,96.320,25.520,74.480,14.15,224,0.875,bicubic,-88.230,-72.580,-31
mobilenetv2_140,3.667,96.333,26.507,73.493,6.11,224,0.875,bicubic,-88.163,-71.353,-27
tf_mobilenetv3_large_100,3.653,96.347,24.987,75.013,5.48,224,0.875,bilinear,-87.577,-72.673,-14
dla60,3.587,96.413,27.920,72.080,22.04,224,0.875,bilinear,-88.633,-70.100,-47
res2net50_48w_2s,3.573,96.427,26.333,73.667,25.29,224,0.875,bilinear,-88.977,-71.747,-65
spnasnet_100,3.533,96.467,24.213,75.787,4.42,224,0.875,bilinear,-86.817,-72.977,+7
regnety_006,3.507,96.493,24.893,75.107,6.06,224,0.875,bicubic,-87.873,-72.817,-22
regnetx_016,3.467,96.533,26.373,73.627,9.19,224,0.875,bicubic,-88.693,-71.837,-49
legacy_seresnet34,3.293,96.707,23.613,76.387,21.96,224,0.875,bilinear,-87.607,-73.967,-8
efficientnet_lite0,3.280,96.720,25.720,74.280,4.65,224,0.875,bicubic,-87.860,-71.910,-17
ghostnet_100,3.253,96.747,24.720,75.280,5.18,224,0.875,bilinear,-86.777,-72.650,+8
dla34,3.173,96.827,23.587,76.413,15.74,224,0.875,bilinear,-87.597,-74.063,-8
mobilenetv2_110d,3.107,96.893,24.387,75.613,4.52,224,0.875,bicubic,-87.863,-73.173,-13
mnasnet_100,3.093,96.907,24.227,75.773,4.38,224,0.875,bicubic,-87.417,-73.243,-3
regnety_004,3.067,96.933,22.587,77.413,4.34,224,0.875,bicubic,-87.413,-74.973,-3
tf_efficientnet_lite0,3.067,96.933,22.827,77.173,4.65,224,0.875,bicubic,-87.983,-74.743,-19
skresnet18,2.960,97.040,22.733,77.267,11.96,224,0.875,bicubic,-86.700,-74.487,+9
resnet34,2.893,97.107,23.560,76.440,21.80,224,0.875,bilinear,-88.227,-74.070,-23
tf_mobilenetv3_large_075,2.867,97.133,21.600,78.400,3.99,224,0.875,bilinear,-86.843,-75.620,+4
vgg19_bn,2.867,97.133,23.547,76.453,143.68,224,0.875,bilinear,-87.233,-74.033,-3
regnetx_008,2.733,97.267,22.333,77.667,7.26,224,0.875,bicubic,-88.317,-75.377,-25
gluon_resnet34_v1b,2.653,97.347,21.533,78.467,21.80,224,0.875,bicubic,-88.337,-76.117,-24
hrnet_w18_small_v2,2.627,97.373,23.587,76.413,15.60,224,0.875,bilinear,-88.563,-74.313,-31
vgg16,2.560,97.440,19.960,80.040,138.36,224,0.875,bilinear,-85.990,-76.830,+13
vgg16_bn,2.547,97.453,23.587,76.413,138.37,224,0.875,bilinear,-87.543,-73.783,-7
repvgg_b0,2.533,97.467,23.920,76.080,15.82,224,0.875,bilinear,-88.917,-74.060,-42
resnet18d,2.493,97.507,21.600,78.400,11.71,224,0.875,bicubic,-86.797,-75.540,+1
regnetx_006,2.453,97.547,20.600,79.400,6.20,224,0.875,bicubic,-87.867,-76.830,-14
tv_densenet121,2.453,97.547,22.533,77.467,7.98,224,0.875,bicubic,-88.447,-75.167,-27
legacy_seresnet18,2.440,97.560,19.827,80.173,11.78,224,0.875,bicubic,-86.440,-77.143,+3
resnet26,2.387,97.613,22.733,77.267,16.00,224,0.875,bicubic,-88.743,-75.007,-37
mobilenetv2_100,2.147,97.853,19.653,80.347,3.50,224,0.875,bicubic,-87.463,-77.497,-5
regnety_002,2.080,97.920,18.600,81.400,3.16,224,0.875,bicubic,-85.280,-77.970,+9
vgg13_bn,2.080,97.920,20.040,79.960,133.05,224,0.875,bilinear,-86.700,-76.930,+1
vgg19,2.027,97.973,20.480,79.520,143.67,224,0.875,bilinear,-87.033,-76.390,-4
tf_mobilenetv3_small_100,2.000,98.000,15.880,84.120,2.54,224,0.875,bilinear,-83.210,-79.900,+12
tf_mobilenetv3_small_075,1.973,98.027,14.840,85.160,2.04,224,0.875,bilinear,-81.507,-79.960,+14
regnetx_004,1.960,98.040,19.067,80.933,5.16,224,0.875,bicubic,-86.920,-78.053,-4
tv_resnet34,1.840,98.160,19.800,80.200,21.80,224,0.875,bilinear,-88.080,-77.540,-18
vgg13,1.840,98.160,17.880,82.120,133.05,224,0.875,bilinear,-85.190,-78.430,+4
vgg11_bn,1.720,98.280,18.000,82.000,132.87,224,0.875,bilinear,-85.800,-78.810,-2
dla46x_c,1.693,98.307,16.373,83.627,1.07,224,0.875,bilinear,-82.557,-78.907,+7
tf_mobilenetv3_large_minimal_100,1.627,98.373,17.187,82.813,3.92,224,0.875,bilinear,-87.323,-79.683,-11
dla60x_c,1.587,98.413,17.800,82.200,1.32,224,0.875,bilinear,-84.693,-78.360,+2
vgg11,1.587,98.413,15.907,84.093,132.86,224,0.875,bilinear,-84.993,-80.383,0
gluon_resnet18_v1b,1.547,98.453,16.600,83.400,11.69,224,0.875,bicubic,-86.833,-80.100,-8
hrnet_w18_small,1.507,98.493,18.107,81.893,13.19,224,0.875,bilinear,-87.553,-78.993,-17
dla46_c,1.453,98.547,15.027,84.973,1.30,224,0.875,bilinear,-82.187,-79.883,+2
regnetx_002,1.253,98.747,14.827,85.173,2.68,224,0.875,bicubic,-84.947,-81.143,-2
resnet18,1.120,98.880,16.173,83.827,11.69,224,0.875,bilinear,-86.250,-80.087,-9
tf_mobilenetv3_small_minimal_100,1.027,98.973,11.400,88.600,2.04,224,0.875,bilinear,-80.363,-82.270,+1
tv_resnet50,0.027,99.973,14.320,85.680,25.56,224,0.875,bilinear,-91.863,-83.720,-80