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_512,81.640,18.360,94.893,5.107,305.67,512,1.000,bicubic,-16.920,-4.947,-2
beit_large_patch16_384,79.133,20.867,94.280,5.720,305.00,384,1.000,bicubic,-19.387,-5.540,-1
vit_large_patch16_384,71.227,28.773,89.853,10.147,304.72,384,1.000,bicubic,-26.983,-9.947,+2
convnext_xlarge_384_in22ft1k,70.813,29.187,90.387,9.613,350.20,384,1.000,bicubic,-27.537,-9.413,-1
swin_large_patch4_window12_384,69.613,30.387,89.573,10.427,196.74,384,1.000,bicubic,-28.427,-10.117,+2
beit_large_patch16_224,68.520,31.480,89.560,10.440,304.43,224,0.900,bicubic,-29.660,-10.200,0
convnext_large_384_in22ft1k,68.000,32.000,89.227,10.773,197.77,384,1.000,bicubic,-30.220,-10.503,-3
tf_efficientnet_b7_ns,67.040,32.960,88.667,11.333,66.35,600,0.949,bicubic,-30.870,-11.053,+2
tf_efficientnetv2_xl_in21ft1k,67.000,33.000,86.867,13.133,208.12,512,1.000,bicubic,-30.650,-12.623,+9
tf_efficientnetv2_l_in21ft1k,66.320,33.680,87.840,12.160,118.52,480,1.000,bicubic,-31.380,-11.830,+6
beit_base_patch16_384,65.893,34.107,88.507,11.493,86.74,384,1.000,bicubic,-31.917,-11.193,+4
convnext_base_384_in22ft1k,64.960,35.040,87.827,12.173,88.59,384,1.000,bicubic,-32.990,-11.823,-4
swin_base_patch4_window12_384,64.440,35.560,87.493,12.507,87.90,384,1.000,bicubic,-33.450,-12.217,-2
vit_base_patch16_384,63.680,36.320,86.707,13.293,86.86,384,1.000,bicubic,-34.160,-12.963,-1
convnext_xlarge_in22ft1k,62.613,37.387,86.000,14.000,350.20,224,0.875,bicubic,-35.307,-13.680,-6
cait_m48_448,62.333,37.667,86.453,13.547,356.46,448,1.000,bicubic,-35.147,-13.097,+14
tf_efficientnet_b6_ns,62.267,37.733,85.173,14.827,43.04,528,0.942,bicubic,-35.363,-14.407,+3
vit_large_r50_s32_384,61.493,38.507,83.960,16.040,329.09,384,1.000,bicubic,-36.367,-15.710,-6
tf_efficientnetv2_m_in21ft1k,61.373,38.627,85.400,14.600,54.14,480,1.000,bicubic,-36.107,-14.130,+12
ig_resnext101_32x48d,61.027,38.973,83.320,16.680,828.41,224,0.875,bilinear,-36.593,-16.390,+1
swin_large_patch4_window7_224,60.920,39.080,85.867,14.133,196.53,224,0.900,bicubic,-36.730,-13.713,-4
resnetv2_152x4_bitm,60.787,39.213,83.560,16.440,936.53,480,1.000,bilinear,-36.703,-16.050,+7
tf_efficientnet_b5_ns,60.320,39.680,84.467,15.533,30.39,456,0.934,bicubic,-37.180,-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,59.773,40.227,84.000,16.000,197.77,224,0.875,bicubic,-38.057,-15.690,-11
dm_nfnet_f6,59.173,40.827,82.333,17.667,438.36,576,0.956,bicubic,-38.427,-17.217,-4
vit_base_patch8_224,58.933,41.067,82.733,17.267,86.58,224,0.900,bicubic,-38.647,-16.937,-3
dm_nfnet_f5,58.573,41.427,82.773,17.227,377.21,544,0.954,bicubic,-38.967,-16.797,-3
dm_nfnet_f4,58.120,41.880,81.973,18.027,316.07,512,0.951,bicubic,-39.460,-17.537,-6
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,+2
xcit_medium_24_p8_384_dist,56.707,43.293,83.400,16.600,84.32,384,1.000,bicubic,-40.583,-16.110,+5
dm_nfnet_f3,55.813,44.187,80.947,19.053,254.92,416,0.940,bicubic,-41.537,-18.613,+2
vit_large_patch16_224,55.613,44.387,80.080,19.920,304.33,224,0.900,bicubic,-42.027,-19.510,-15
vit_base_r50_s16_384,54.640,45.360,81.227,18.773,98.95,384,1.000,bicubic,-42.540,-18.333,+12
convnext_base_in22ft1k,54.547,45.453,82.147,17.853,88.59,224,0.875,bicubic,-42.923,-17.463,-4
cait_s36_384,54.400,45.600,81.360,18.640,68.37,384,1.000,bicubic,-42.930,-18.170,-1
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,+21
resnetv2_152x2_bitm,54.013,45.987,82.013,17.987,236.34,448,1.000,bilinear,-42.997,-17.577,+18
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,53.093,46.907,76.933,23.067,194.03,224,0.875,bilinear,-43.717,-22.667,+29
xcit_large_24_p16_384_dist,52.840,47.160,81.827,18.173,189.10,384,1.000,bicubic,-44.680,-17.653,-16
swin_base_patch4_window7_224,51.427,48.573,79.987,20.013,87.77,224,0.900,bicubic,-45.823,-19.543,-4
swsl_resnext101_32x8d,51.227,48.773,78.240,21.760,88.79,224,0.875,bilinear,-45.973,-21.260,-2
tf_efficientnet_b4_ns,51.227,48.773,79.187,20.813,19.34,380,0.922,bicubic,-45.723,-20.393,+17
resnetv2_152x2_bit_teacher_384,51.187,48.813,78.480,21.520,236.34,384,1.000,bicubic,-45.643,-20.970,+23
beit_base_patch16_224,50.680,49.320,79.693,20.307,86.53,224,0.900,bicubic,-46.410,-19.817,+4
xcit_small_12_p8_384_dist,50.573,49.427,79.587,20.413,26.21,384,1.000,bicubic,-46.657,-19.893,-7
cait_s24_384,49.720,50.280,78.747,21.253,47.06,384,1.000,bicubic,-47.350,-20.683,+5
xcit_medium_24_p16_384_dist,49.333,50.667,79.827,20.173,84.40,384,1.000,bicubic,-47.947,-19.633,-13
deit_base_distilled_patch16_384,49.333,50.667,79.240,20.760,87.63,384,1.000,bicubic,-47.627,-20.240,+11
tf_efficientnet_b8,48.947,51.053,77.240,22.760,87.41,672,0.954,bicubic,-48.253,-22.300,-8
dm_nfnet_f2,48.920,51.080,77.133,22.867,193.78,352,0.920,bicubic,-48.100,-22.307,+3
tf_efficientnetv2_s_in21ft1k,48.507,51.493,77.893,22.107,21.46,384,1.000,bicubic,-48.213,-21.527,+23
resnest269e,48.200,51.800,74.333,25.667,110.93,416,0.928,bicubic,-48.320,-25.017,+44
xcit_large_24_p8_224_dist,48.120,51.880,79.107,20.893,188.93,224,1.000,bicubic,-48.950,-20.313,-1
regnetz_e8,47.827,52.173,76.200,23.800,57.70,320,1.000,bicubic,-49.373,-23.300,-12
resnetv2_50x3_bitm,47.280,52.720,77.333,22.667,217.32,448,1.000,bilinear,-49.430,-22.217,+20
xcit_large_24_p8_224,47.160,52.840,74.400,25.600,188.93,224,1.000,bicubic,-49.250,-24.580,+46
xcit_small_24_p16_384_dist,46.960,53.040,77.187,22.813,47.67,384,1.000,bicubic,-50.160,-22.273,-12
tf_efficientnet_b8_ap,46.893,53.107,76.507,23.493,87.41,672,0.954,bicubic,-50.217,-23.153,-12
efficientnetv2_rw_m,46.280,53.720,75.720,24.280,53.24,416,1.000,bicubic,-50.700,-23.810,-2
swsl_resnext101_32x16d,46.147,53.853,72.253,27.747,194.03,224,0.875,bilinear,-50.453,-27.277,+28
vit_small_patch16_384,45.920,54.080,76.707,23.293,22.20,384,1.000,bicubic,-50.770,-22.773,+18
ecaresnet269d,45.880,54.120,75.133,24.867,102.09,352,1.000,bicubic,-51.200,-24.337,-13
vit_small_r26_s32_384,45.733,54.267,76.080,23.920,36.47,384,1.000,bicubic,-50.947,-23.490,+17
tf_efficientnetv2_m,45.533,54.467,74.547,25.453,54.14,480,1.000,bicubic,-51.607,-24.863,-20
tf_efficientnet_b7_ap,45.373,54.627,74.213,25.787,66.35,600,0.949,bicubic,-51.827,-25.357,-25
dm_nfnet_f1,45.320,54.680,74.107,25.893,132.63,320,0.910,bicubic,-51.590,-25.303,-3
ig_resnext101_32x8d,45.293,54.707,70.853,29.147,88.79,224,0.875,bilinear,-51.017,-28.577,+44
xcit_medium_24_p8_224_dist,45.213,54.787,76.720,23.280,84.32,224,1.000,bicubic,-51.707,-22.670,-6
eca_nfnet_l2,44.960,55.040,75.893,24.107,56.72,384,1.000,bicubic,-52.130,-23.717,-22
crossvit_18_dagger_408,44.307,55.693,73.840,26.160,44.61,408,1.000,bicubic,-52.223,-25.420,+24
resnest200e,44.133,55.867,73.467,26.533,70.20,320,0.909,bicubic,-52.477,-25.883,+15
cait_xs24_384,43.947,56.053,75.173,24.827,26.67,384,1.000,bicubic,-52.603,-24.247,+19
tresnet_xl_448,43.467,56.533,72.440,27.560,78.44,448,0.875,bilinear,-52.503,-26.590,+59
xcit_small_12_p16_384_dist,43.293,56.707,73.867,26.133,26.25,384,1.000,bicubic,-53.637,-25.533,-14
vit_base_patch16_224,43.253,56.747,72.907,27.093,86.57,224,0.900,bicubic,-53.627,-26.623,-11
resnetrs420,43.147,56.853,70.440,29.560,191.89,416,1.000,bicubic,-53.773,-29.020,-15
xcit_medium_24_p8_224,43.093,56.907,70.360,29.640,84.32,224,1.000,bicubic,-53.017,-28.530,+48
tf_efficientnet_b7,42.947,57.053,73.133,26.867,66.35,600,0.949,bicubic,-54.063,-26.387,-23
xcit_tiny_24_p8_384_dist,42.453,57.547,72.867,27.133,12.11,384,1.000,bicubic,-54.087,-26.453,+14
crossvit_15_dagger_408,41.907,58.093,72.080,27.920,28.50,408,1.000,bicubic,-54.483,-27.080,+24
xcit_small_24_p8_224_dist,41.893,58.107,73.680,26.320,47.63,224,1.000,bicubic,-54.977,-25.800,-16
xcit_small_24_p8_224,41.747,58.253,71.013,28.987,47.63,224,1.000,bicubic,-54.653,-28.137,+21
vit_large_r50_s32_224,41.653,58.347,70.240,29.760,328.99,224,0.900,bicubic,-55.137,-29.110,-14
swsl_resnext101_32x4d,41.547,58.453,71.760,28.240,44.18,224,0.875,bilinear,-54.893,-27.540,+17
convnext_large,41.413,58.587,73.293,26.707,197.77,224,0.875,bicubic,-55.357,-26.017,-15
tf_efficientnet_b6_ap,40.800,59.200,71.627,28.373,43.04,528,0.942,bicubic,-56.280,-27.993,-36
resmlp_big_24_224_in22ft1k,40.373,59.627,74.773,25.227,129.14,224,0.875,bicubic,-56.247,-24.737,-2
tresnet_l_448,40.213,59.787,69.893,30.107,55.99,448,0.875,bilinear,-55.647,-29.317,+53
deit_base_patch16_384,40.173,59.827,70.760,29.240,86.86,384,1.000,bicubic,-55.977,-28.380,+30
resnetrs350,39.947,60.053,68.920,31.080,163.96,384,1.000,bicubic,-56.813,-30.450,-18
regnetz_d8,39.933,60.067,71.640,28.360,23.37,320,1.000,bicubic,-56.687,-27.810,-7
resnetv2_101x1_bitm,38.933,61.067,71.040,28.960,44.54,448,1.000,bilinear,-57.167,-28.240,+35
vit_large_patch32_384,38.933,61.067,68.920,31.080,306.63,384,1.000,bicubic,-56.897,-30.230,+52
xcit_small_12_p8_224_dist,38.213,61.787,71.293,28.707,26.21,224,1.000,bicubic,-58.487,-28.097,-17
resnet200d,38.147,61.853,68.613,31.387,64.69,320,1.000,bicubic,-58.573,-30.717,-22
xcit_large_24_p16_224_dist,37.680,62.320,71.587,28.413,189.10,224,1.000,bicubic,-59.120,-27.763,-28
seresnet152d,37.653,62.347,69.480,30.520,66.84,320,1.000,bicubic,-59.117,-29.970,-26
xcit_small_12_p8_224,37.533,62.467,68.213,31.787,26.21,224,1.000,bicubic,-58.577,-30.947,+27
eca_nfnet_l1,37.533,62.467,70.947,29.053,41.41,320,1.000,bicubic,-59.167,-28.343,-22
twins_svt_large,37.213,62.787,69.253,30.747,99.27,224,0.900,bicubic,-59.057,-29.917,+13
regnetz_d32,37.147,62.853,70.480,29.520,27.58,320,0.950,bicubic,-59.453,-28.900,-14
vit_base_patch32_384,37.093,62.907,69.773,30.227,88.30,384,1.000,bicubic,-59.397,-29.637,-5
efficientnetv2_rw_s,36.787,63.213,68.320,31.680,23.94,384,1.000,bicubic,-59.753,-31.040,-11
regnety_160,36.787,63.213,69.093,30.907,83.59,288,1.000,bicubic,-59.563,-30.237,+4
convnext_base,36.693,63.307,70.307,29.693,88.59,224,0.875,bicubic,-59.747,-29.163,-5
cait_xxs36_384,36.240,63.760,67.813,32.187,17.37,384,1.000,bicubic,-59.610,-31.277,+38
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,-25
tf_efficientnet_b3_ns,35.520,64.480,67.760,32.240,12.23,300,0.904,bicubic,-60.870,-31.590,-4
tf_efficientnet_b6,35.213,64.787,67.733,32.267,43.04,528,0.942,bicubic,-61.457,-31.617,-29
resnetrs270,35.040,64.960,65.480,34.520,129.86,352,1.000,bicubic,-61.650,-33.870,-33
tf_efficientnet_b5_ap,34.800,65.200,67.480,32.520,30.39,456,0.934,bicubic,-61.870,-31.980,-30
xcit_tiny_12_p8_384_dist,34.640,65.360,66.293,33.707,6.71,384,1.000,bicubic,-61.440,-32.847,+17
vit_base_patch16_224_miil,34.520,65.480,64.987,35.013,86.54,224,0.875,bilinear,-61.920,-34.243,-15
xcit_medium_24_p16_224_dist,34.333,65.667,67.893,32.107,84.40,224,1.000,bicubic,-62.257,-31.377,-26
resnet152d,34.320,65.680,65.907,34.093,60.21,320,1.000,bicubic,-62.040,-33.483,-9
tresnet_m_448,34.107,65.893,64.507,35.493,31.39,448,0.875,bilinear,-60.883,-34.473,+102
resmlp_big_24_distilled_224,34.067,65.933,69.587,30.413,129.14,224,0.875,bicubic,-62.383,-29.723,-20
xcit_tiny_24_p16_384_dist,33.827,66.173,65.347,34.653,12.12,384,1.000,bicubic,-62.103,-33.873,+17
twins_pcpvt_large,33.413,66.587,67.947,32.053,60.99,224,0.900,bicubic,-62.737,-31.233,+2
twins_svt_base,33.173,66.827,65.773,34.227,56.07,224,0.900,bicubic,-62.987,-33.287,-3
pit_b_224,33.147,66.853,62.333,37.667,73.76,224,0.900,bicubic,-62.493,-36.857,+38
resnetv2_152x2_bit_teacher,33.053,66.947,64.267,35.733,236.34,224,0.875,bicubic,-63.047,-35.003,+5
swsl_resnext50_32x4d,33.027,66.973,65.067,34.933,25.03,224,0.875,bilinear,-62.833,-34.183,+18
xcit_large_24_p16_224,32.773,67.227,62.133,37.867,189.10,224,1.000,bicubic,-62.647,-36.487,+57
ssl_resnext101_32x16d,32.653,67.347,64.027,35.973,194.03,224,0.875,bilinear,-63.137,-35.153,+22
swin_small_patch4_window7_224,32.600,67.400,65.467,34.533,49.61,224,0.900,bicubic,-63.310,-33.553,+10
jx_nest_small,32.267,67.733,63.720,36.280,38.35,224,0.875,bicubic,-63.703,-35.410,+6
tf_efficientnet_b5,31.827,68.173,65.280,34.720,30.39,456,0.934,bicubic,-64.523,-34.030,-20
resnest101e,31.400,68.600,64.360,35.640,48.28,256,0.875,bilinear,-64.460,-34.760,+13
crossvit_base_240,31.333,68.667,61.280,38.720,105.03,240,0.875,bicubic,-64.187,-37.540,+40
convnext_small,31.240,68.760,66.093,33.907,50.22,224,0.875,bicubic,-64.930,-33.187,-15
cait_s24_224,31.213,68.787,64.560,35.440,46.92,224,1.000,bicubic,-65.167,-34.590,-27
efficientnet_b4,30.840,69.160,64.600,35.400,19.34,384,1.000,bicubic,-65.310,-34.590,-13
resnetrs200,30.773,69.227,63.320,36.680,93.21,320,1.000,bicubic,-65.757,-36.030,-40
crossvit_18_240,30.587,69.413,61.960,38.040,43.27,240,0.875,bicubic,-64.853,-36.830,+40
dm_nfnet_f0,30.547,69.453,62.867,37.133,71.49,256,0.900,bicubic,-65.603,-36.383,-17
crossvit_18_dagger_240,30.520,69.480,61.827,38.173,44.27,240,0.875,bicubic,-65.050,-37.233,+25
xcit_small_24_p16_224_dist,30.427,69.573,64.707,35.293,47.67,224,1.000,bicubic,-65.783,-34.503,-24
xcit_medium_24_p16_224,30.187,69.813,59.333,40.667,84.40,224,1.000,bicubic,-65.343,-39.797,+27
cait_xxs24_384,30.027,69.973,63.920,36.080,12.03,384,1.000,bicubic,-65.253,-35.040,+49
twins_pcpvt_base,29.960,70.040,64.587,35.413,43.83,224,0.900,bicubic,-65.830,-34.543,+7
swsl_resnet50,29.840,70.160,63.853,36.147,25.56,224,0.875,bilinear,-65.560,-35.437,+41
deit_base_distilled_patch16_224,29.600,70.400,64.440,35.560,87.34,224,0.900,bicubic,-66.490,-34.750,-15
convit_base,29.547,70.453,61.787,38.213,86.54,224,0.875,bicubic,-66.003,-37.083,+19
ssl_resnext101_32x8d,29.120,70.880,61.013,38.987,88.79,224,0.875,bilinear,-66.370,-38.107,+28
tf_efficientnetv2_s,29.040,70.960,61.227,38.773,21.46,384,1.000,bicubic,-67.300,-37.973,-37
resnet101d,28.987,71.013,62.040,37.960,44.57,320,1.000,bicubic,-67.313,-37.190,-36
resnetrs152,28.920,71.080,60.507,39.493,86.62,320,1.000,bicubic,-67.660,-38.733,-59
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,28.733,71.267,61.400,38.600,12.11,224,1.000,bicubic,-67.077,-37.810,-5
xcit_tiny_24_p8_224,28.707,71.293,60.440,39.560,12.11,224,1.000,bicubic,-66.963,-38.610,+6
crossvit_15_dagger_240,28.533,71.467,60.320,39.680,28.21,240,0.875,bicubic,-67.157,-38.510,+3
xcit_small_24_p16_224,28.347,71.653,58.827,41.173,47.67,224,1.000,bicubic,-67.183,-40.223,+14
coat_lite_small,27.547,72.453,58.547,41.453,19.84,224,0.900,bicubic,-67.993,-40.313,+11
deit_base_patch16_224,27.453,72.547,58.893,41.107,86.57,224,0.900,bicubic,-67.987,-39.947,+21
resnetv2_50x1_bitm,27.293,72.707,62.867,37.133,25.55,448,1.000,bilinear,-67.717,-36.193,+60
xcit_small_12_p16_224_dist,27.120,72.880,59.813,40.187,26.25,224,1.000,bicubic,-68.910,-39.327,-27
vit_small_patch16_224,27.027,72.973,59.173,40.827,22.05,224,0.900,bicubic,-68.343,-39.977,+26
tf_efficientnet_b4,26.293,73.707,60.107,39.893,19.34,380,0.922,bicubic,-69.607,-39.063,-21
tf_efficientnet_b4_ap,26.253,73.747,60.213,39.787,19.34,380,0.922,bicubic,-69.917,-38.897,-45
nfnet_l0,26.227,73.773,61.760,38.240,35.07,288,1.000,bicubic,-69.893,-37.480,-39
regnety_032,26.213,73.787,60.987,39.013,19.44,288,1.000,bicubic,-69.757,-38.203,-30
ecaresnet50t,26.107,73.893,60.040,39.960,25.57,320,0.950,bicubic,-69.403,-39.080,+8
fbnetv3_g,26.093,73.907,61.040,38.960,16.62,288,0.950,bilinear,-69.417,-37.950,+8
ecaresnet101d,26.027,73.973,59.000,41.000,44.57,224,0.875,bicubic,-69.503,-39.740,+3
visformer_small,25.840,74.160,58.880,41.120,40.22,224,0.900,bicubic,-69.640,-40.020,+8
halo2botnet50ts_256,25.573,74.427,56.840,43.160,22.64,256,0.950,bicubic,-69.847,-42.170,+13
coat_mini,25.493,74.507,57.693,42.307,10.34,224,0.900,bicubic,-69.477,-41.087,+51
crossvit_15_240,25.467,74.533,57.573,42.427,27.53,240,0.875,bicubic,-69.673,-41.357,+30
xcit_small_12_p16_224,25.133,74.867,56.040,43.960,26.25,224,1.000,bicubic,-70.287,-42.800,+12
resnetv2_50x1_bit_distilled,25.107,74.893,59.640,40.360,25.55,224,0.875,bicubic,-71.013,-39.640,-48
convit_small,25.093,74.907,57.280,42.720,27.78,224,0.875,bicubic,-70.107,-41.620,+21
gc_efficientnetv2_rw_t,25.040,74.960,57.707,42.293,13.68,288,1.000,bicubic,-70.700,-41.313,-22
eca_nfnet_l0,24.827,75.173,60.093,39.907,24.14,288,1.000,bicubic,-71.123,-39.117,-40
tnt_s_patch16_224,24.747,75.253,58.173,41.827,23.76,224,0.900,bicubic,-70.293,-40.667,+37
xcit_tiny_12_p16_384_dist,24.440,75.560,57.080,42.920,6.72,384,1.000,bicubic,-70.690,-41.770,+24
efficientnetv2_rw_t,24.333,75.667,57.400,42.600,13.65,288,1.000,bicubic,-71.277,-41.670,-16
convnext_tiny,24.253,75.747,59.187,40.813,28.59,224,0.875,bicubic,-71.297,-39.833,-14
ssl_resnext101_32x4d,24.187,75.813,57.400,42.600,44.18,224,0.875,bilinear,-71.253,-41.730,-2
twins_svt_small,24.120,75.880,57.147,42.853,24.06,224,0.900,bicubic,-71.080,-41.733,+14
vit_small_r26_s32_224,24.067,75.933,56.187,43.813,36.43,224,0.900,bicubic,-71.573,-42.483,-23
tf_efficientnet_b2_ns,24.013,75.987,57.293,42.707,9.11,260,0.890,bicubic,-71.757,-41.827,-32
vit_small_patch32_384,23.773,76.227,57.293,42.707,22.92,384,1.000,bicubic,-71.277,-41.697,+27
lamhalobotnet50ts_256,23.587,76.413,55.293,44.707,22.57,256,0.950,bicubic,-71.563,-43.587,+14
resnet152,23.533,76.467,53.680,46.320,60.19,224,0.950,bicubic,-72.367,-45.400,-48
nasnetalarge,23.480,76.520,55.013,44.987,88.75,331,0.911,bicubic,-72.200,-43.917,-30
crossvit_small_240,23.440,76.560,56.827,43.173,26.86,240,0.875,bicubic,-71.390,-42.193,+44
levit_384,23.413,76.587,56.373,43.627,39.13,224,0.900,bicubic,-72.117,-42.387,-19
pnasnet5large,23.333,76.667,53.640,46.360,86.06,331,0.911,bicubic,-72.377,-45.280,-35
efficientnet_b3,23.213,76.787,55.933,44.067,12.23,320,1.000,bicubic,-72.497,-43.107,-37
jx_nest_tiny,23.173,76.827,56.227,43.773,17.06,224,0.875,bicubic,-72.077,-42.753,-1
resnet61q,22.987,77.013,55.760,44.240,36.85,288,1.000,bicubic,-72.793,-43.230,-43
halonet50ts,22.893,77.107,53.987,46.013,22.73,256,0.940,bicubic,-72.267,-44.783,+3
resmlp_big_24_224,22.853,77.147,54.307,45.693,129.14,224,0.875,bicubic,-71.817,-44.173,+47
twins_pcpvt_small,22.707,77.293,56.867,43.133,24.11,224,0.900,bicubic,-72.503,-42.013,-3
vit_base_patch32_224,22.387,77.613,54.013,45.987,88.22,224,0.900,bicubic,-72.613,-45.017,+21
pit_s_distilled_224,22.347,77.653,57.080,42.920,24.04,224,0.900,bicubic,-72.893,-41.970,-6
xcit_tiny_12_p8_224_dist,22.067,77.933,54.307,45.693,6.71,224,1.000,bicubic,-73.023,-44.603,+6
tresnet_m,21.680,78.320,53.853,46.147,31.39,224,0.875,bilinear,-74.040,-45.177,-47
convmixer_1536_20,21.200,78.800,55.520,44.480,51.63,224,0.960,bicubic,-73.860,-43.510,+9
swin_tiny_patch4_window7_224,21.147,78.853,55.987,44.013,28.29,224,0.900,bicubic,-73.983,-43.033,0
pit_s_224,21.107,78.893,53.560,46.440,23.46,224,0.900,bicubic,-73.483,-45.140,+46
xcit_tiny_12_p8_224,21.013,78.987,52.440,47.560,6.71,224,1.000,bicubic,-73.677,-46.390,+37
resnet51q,20.960,79.040,55.693,44.307,35.70,288,1.000,bilinear,-74.910,-43.427,-65
regnetz_b16,20.947,79.053,53.840,46.160,9.72,288,0.940,bicubic,-74.123,-45.210,+2
resnetrs101,20.867,79.133,52.813,47.187,63.62,288,0.940,bicubic,-74.563,-46.217,-27
sebotnet33ts_256,20.760,79.240,48.800,51.200,13.70,256,0.940,bicubic,-73.810,-49.700,+43
deit_small_distilled_patch16_224,20.707,79.293,55.133,44.867,22.44,224,0.900,bicubic,-74.003,-43.897,+30
resnest50d_4s2x40d,20.373,79.627,52.827,47.173,30.42,224,0.875,bicubic,-74.587,-46.243,+11
ssl_resnext50_32x4d,20.027,79.973,53.613,46.387,25.03,224,0.875,bilinear,-74.843,-45.277,+17
haloregnetz_b,20.000,80.000,50.000,50.000,11.68,224,0.940,bicubic,-74.700,-48.660,+28
resnetv2_101,19.907,80.093,49.187,50.813,44.54,224,0.950,bicubic,-75.723,-49.803,-52
xcit_nano_12_p8_384_dist,19.813,80.187,50.547,49.453,3.05,384,1.000,bicubic,-73.707,-47.993,+143
tresnet_xl,19.640,80.360,53.147,46.853,78.44,224,0.875,bilinear,-75.800,-45.903,-36
gluon_senet154,19.333,80.667,47.560,52.440,115.09,224,0.875,bicubic,-75.587,-51.200,+7
resnet101,19.333,80.667,49.613,50.387,44.55,224,0.950,bicubic,-76.027,-49.247,-31
levit_256,19.200,80.800,50.067,49.933,18.89,224,0.900,bicubic,-75.820,-48.823,-3
rexnet_200,19.200,80.800,52.720,47.280,16.37,224,0.875,bicubic,-75.750,-46.290,+3
repvgg_b3,19.133,80.867,50.293,49.707,123.09,224,0.875,bilinear,-75.437,-48.487,+30
lambda_resnet50ts,19.120,80.880,49.307,50.693,21.54,256,0.950,bicubic,-75.670,-49.153,+12
legacy_senet154,19.040,80.960,47.960,52.040,115.09,224,0.875,bilinear,-76.030,-50.870,-15
mixer_b16_224_miil,19.027,80.973,51.253,48.747,59.88,224,0.875,bilinear,-76.273,-47.627,-35
gluon_seresnext101_64x4d,18.933,81.067,49.160,50.840,88.23,224,0.875,bicubic,-75.987,-49.670,+1
deit_small_patch16_224,18.920,81.080,51.413,48.587,22.05,224,0.900,bicubic,-75.470,-47.277,+49
tf_efficientnet_b1_ns,18.693,81.307,51.693,48.307,7.79,240,0.882,bicubic,-76.477,-47.427,-30
seresnext50_32x4d,18.373,81.627,50.973,49.027,27.56,224,0.875,bicubic,-76.657,-47.907,-13
cait_xxs36_224,18.253,81.747,49.440,50.560,17.30,224,1.000,bicubic,-76.007,-49.280,+57
ecaresnet50d,18.240,81.760,51.840,48.160,25.58,224,0.875,bicubic,-76.390,-46.920,+17
sehalonet33ts,18.240,81.760,47.800,52.200,13.69,256,0.940,bicubic,-76.530,-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,-75.623,-48.267,+115
resnest50d_1s4x24d,17.693,82.307,49.787,50.213,25.68,224,0.875,bicubic,-77.057,-49.193,+3
gluon_seresnext101_32x4d,17.373,82.627,46.373,53.627,48.96,224,0.875,bicubic,-77.547,-52.437,-10
resnest50d,17.373,82.627,50.733,49.267,27.48,224,0.875,bilinear,-77.477,-48.147,-5
efficientnet_el,17.333,82.667,50.013,49.987,10.59,300,0.904,bicubic,-77.787,-48.967,-33
inception_v4,17.267,82.733,45.933,54.067,42.68,299,0.875,bicubic,-77.113,-52.647,+38
tf_efficientnet_b3_ap,17.213,82.787,49.680,50.320,12.23,300,0.904,bicubic,-78.107,-49.220,-51
xcit_tiny_24_p16_224_dist,17.173,82.827,47.480,52.520,12.12,224,1.000,bicubic,-77.357,-51.300,+19
xception71,17.000,83.000,45.533,54.467,42.34,299,0.903,bicubic,-77.280,-53.107,+44
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,16.880,83.120,44.173,55.827,83.46,224,0.875,bicubic,-77.780,-54.477,+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,-46
tresnet_l,16.600,83.400,49.920,50.080,55.99,224,0.875,bilinear,-78.690,-49.090,-56
inception_resnet_v2,16.573,83.427,44.947,55.053,55.84,299,0.897,bicubic,-77.967,-53.663,+11
gluon_resnet152_v1d,16.560,83.440,44.267,55.733,60.21,224,0.875,bicubic,-78.180,-54.473,-10
gluon_resnet152_v1s,16.560,83.440,44.520,55.480,60.32,224,0.875,bicubic,-78.480,-54.410,-36
gmlp_s16_224,16.547,83.453,45.120,54.880,19.42,224,0.875,bicubic,-77.603,-53.380,+53
resmlp_24_distilled_224,16.453,83.547,50.387,49.613,30.02,224,0.875,bicubic,-78.007,-48.383,+18
gluon_xception65,16.427,83.573,46.053,53.947,39.92,299,0.903,bicubic,-77.833,-52.517,+35
gcresnet50t,16.360,83.640,48.213,51.787,25.90,256,0.900,bicubic,-78.500,-50.587,-23
xcit_tiny_24_p16_224,16.320,83.680,45.973,54.027,12.12,224,1.000,bicubic,-77.750,-52.537,+58
wide_resnet50_2,16.307,83.693,48.413,51.587,68.88,224,0.875,bicubic,-78.763,-50.557,-46
gernet_l,16.307,83.693,47.200,52.800,31.08,256,0.875,bilinear,-78.793,-51.700,-50
ens_adv_inception_resnet_v2,16.240,83.760,43.653,56.347,55.84,299,0.897,bicubic,-77.920,-54.947,+44
repvgg_b3g4,16.240,83.760,47.640,52.360,83.83,224,0.875,bilinear,-78.280,-51.330,+2
gcresnext50ts,16.213,83.787,46.533,53.467,15.67,256,0.900,bicubic,-78.277,-52.137,+3
xception65,16.040,83.960,43.773,56.227,39.92,299,0.903,bicubic,-77.720,-54.597,+78
ssl_resnet50,15.920,84.080,49.413,50.587,25.56,224,0.875,bilinear,-78.530,-49.507,+9
regnety_320,15.627,84.373,44.827,55.173,145.05,224,0.875,bicubic,-78.913,-53.803,-7
ecaresnet101d_pruned,15.600,84.400,48.027,51.973,24.88,224,0.875,bicubic,-79.480,-50.953,-56
convmixer_768_32,15.533,84.467,47.960,52.040,21.11,224,0.960,bicubic,-78.967,-50.890,-3
ecaresnet26t,15.467,84.533,47.933,52.067,16.01,320,0.950,bicubic,-78.843,-50.787,+17
coat_tiny,15.400,84.600,45.640,54.360,5.50,224,0.900,bicubic,-78.190,-52.780,+87
skresnext50_32x4d,15.360,84.640,44.507,55.493,27.48,224,0.875,bicubic,-78.900,-53.953,+22
cait_xxs24_224,15.160,84.840,44.920,55.080,11.96,224,1.000,bicubic,-78.440,-53.520,+83
ecaresnetlight,15.160,84.840,45.813,54.187,30.16,224,0.875,bicubic,-79.610,-52.987,-34
levit_192,14.893,85.107,44.973,55.027,10.95,224,0.900,bicubic,-79.277,-53.707,+30
rexnet_150,14.720,85.280,46.933,53.067,9.73,224,0.875,bicubic,-79.760,-51.857,-6
resnext50_32x4d,14.533,85.467,44.173,55.827,25.03,224,0.950,bicubic,-80.007,-54.617,-16
coat_lite_mini,14.480,85.520,44.520,55.480,11.01,224,0.900,bicubic,-79.580,-54.030,+40
efficientnet_el_pruned,14.467,85.533,46.067,53.933,10.59,300,0.904,bicubic,-79.933,-52.673,-1
efficientnet_b2,14.440,85.560,46.080,53.920,9.11,288,1.000,bicubic,-80.170,-52.630,-26
seresnet33ts,14.427,85.573,46.160,53.840,19.78,256,0.900,bicubic,-80.423,-52.630,-44
legacy_seresnext101_32x4d,14.147,85.853,43.000,57.000,48.96,224,0.875,bilinear,-80.213,-55.650,0
seresnet50,14.147,85.853,45.520,54.480,28.09,224,0.875,bicubic,-80.403,-53.230,-24
fbnetv3_d,14.120,85.880,46.453,53.547,10.31,256,0.950,bilinear,-79.810,-52.287,+44
eca_resnet33ts,14.107,85.893,47.387,52.613,19.68,256,0.900,bicubic,-80.083,-51.383,+16
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,-57.183,-25
gcresnet33ts,13.760,86.240,45.040,54.960,19.88,256,0.900,bicubic,-80.710,-53.730,-16
gluon_seresnext50_32x4d,13.613,86.387,43.733,56.267,27.56,224,0.875,bicubic,-80.717,-54.877,-4
resmlp_36_224,13.507,86.493,46.693,53.307,44.69,224,0.875,bicubic,-80.693,-51.967,+9
resnet50_gn,13.453,86.547,42.747,57.253,25.56,224,0.940,bicubic,-80.907,-55.963,-8
repvgg_b2g4,13.427,86.573,43.840,56.160,61.76,224,0.875,bilinear,-80.413,-54.750,+43
eca_botnext26ts_256,13.360,86.640,42.173,57.827,10.59,256,0.950,bicubic,-80.420,-56.327,+48
regnetx_320,13.333,86.667,40.707,59.293,107.81,224,0.875,bicubic,-81.127,-58.033,-22
ese_vovnet39b,13.333,86.667,43.813,56.187,24.57,224,0.875,bicubic,-80.757,-54.847,+21
pit_xs_distilled_224,13.267,86.733,44.560,55.440,11.00,224,0.900,bicubic,-80.553,-54.110,+42
efficientnet_b3_pruned,13.173,86.827,45.213,54.787,9.86,300,0.904,bicubic,-81.457,-53.677,-46
gluon_resnet101_v1d,13.173,86.827,41.507,58.493,44.57,224,0.875,bicubic,-81.067,-57.143,-2
mixnet_xl,13.107,86.893,43.253,56.747,11.90,224,0.875,bicubic,-81.083,-55.087,+3
nf_regnet_b1,12.947,87.053,44.400,55.600,10.22,288,0.900,bicubic,-81.173,-54.340,+13
eca_halonext26ts,12.933,87.067,42.760,57.240,10.76,256,0.940,bicubic,-81.117,-55.740,+18
pit_xs_224,12.813,87.187,42.827,57.173,10.62,224,0.900,bicubic,-80.297,-55.493,+93
gluon_inception_v3,12.640,87.360,40.507,59.493,23.83,299,0.875,bicubic,-80.820,-58.063,+67
crossvit_9_dagger_240,12.560,87.440,41.787,58.213,8.78,240,0.875,bicubic,-80.330,-56.443,+103
coat_lite_tiny,12.547,87.453,41.147,58.853,5.72,224,0.900,bicubic,-80.683,-57.113,+83
resmlp_24_224,12.493,87.507,43.427,56.573,30.02,224,0.875,bicubic,-81.527,-54.903,+15
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,-81.470,-54.943,+28
cspdarknet53,12.027,87.973,43.267,56.733,27.64,256,0.887,bilinear,-82.633,-55.533,-60
hrnet_w64,12.013,87.987,40.800,59.200,128.06,224,0.875,bilinear,-81.997,-57.820,+12
xcit_tiny_12_p16_224_dist,11.973,88.027,40.120,59.880,6.72,224,1.000,bicubic,-81.427,-58.370,+65
gluon_resnet101_v1s,11.880,88.120,40.987,59.013,44.67,224,0.875,bicubic,-82.840,-57.833,-68
gmixer_24_224,11.867,88.133,37.787,62.213,24.72,224,0.875,bicubic,-80.963,-60.093,+96
nf_resnet50,11.760,88.240,45.947,54.053,25.56,288,0.940,bicubic,-82.790,-52.843,-56
fbnetv3_b,11.747,88.253,44.387,55.613,8.60,256,0.950,bilinear,-82.213,-54.243,+10
resnet50d,11.707,88.293,42.453,57.547,25.58,224,0.875,bicubic,-82.553,-56.267,-23
dpn92,11.627,88.373,40.293,59.707,37.67,224,0.875,bicubic,-82.603,-58.437,-20
xception41,11.600,88.400,39.147,60.853,26.97,299,0.903,bicubic,-81.830,-59.283,+54
botnet26t_256,11.587,88.413,40.133,59.867,12.49,256,0.950,bicubic,-81.913,-58.227,+46
dla102x2,11.560,88.440,41.320,58.680,41.28,224,0.875,bilinear,-82.400,-57.160,+4
vit_small_patch32_224,11.480,88.520,39.547,60.453,22.88,224,0.900,bicubic,-80.560,-58.683,+134
levit_128,11.440,88.560,40.227,59.773,9.21,224,0.900,bicubic,-81.890,-58.153,+57
regnety_080,11.413,88.587,40.613,59.387,39.18,224,0.875,bicubic,-82.757,-57.937,-19
lambda_resnet26t,11.373,88.627,40.200,59.800,10.96,256,0.940,bicubic,-82.457,-58.450,+13
efficientnet_b2_pruned,11.347,88.653,42.027,57.973,8.31,260,0.890,bicubic,-82.793,-56.503,-16
tf_efficientnet_el,11.347,88.653,42.053,57.947,10.59,300,0.904,bicubic,-83.053,-56.657,-47
xcit_nano_12_p16_384_dist,11.253,88.747,39.867,60.133,3.05,384,1.000,bicubic,-80.577,-58.153,+142
halonet26t,11.133,88.867,38.800,61.200,12.48,256,0.950,bicubic,-82.887,-59.700,-8
gluon_resnet152_v1c,11.093,88.907,37.120,62.880,60.21,224,0.875,bicubic,-83.067,-61.520,-22
vit_tiny_r_s16_p8_384,11.080,88.920,40.000,60.000,6.36,384,1.000,bicubic,-80.960,-58.290,+126
hrnet_w48,11.067,88.933,40.320,59.680,77.47,224,0.875,bilinear,-82.853,-58.290,-2
dpn107,11.053,88.947,38.627,61.373,86.92,224,0.875,bicubic,-83.247,-59.843,-44
tf_efficientnetv2_b2,11.027,88.973,39.760,60.240,10.10,260,0.890,bicubic,-83.393,-58.810,-56
ecaresnet50d_pruned,11.013,88.987,41.947,58.053,19.94,224,0.875,bicubic,-83.207,-56.783,-36
adv_inception_v3,11.000,89.000,36.720,63.280,23.83,299,0.875,bicubic,-81.890,-61.420,+71
xcit_tiny_12_p16_224,10.973,89.027,37.027,62.973,6.72,224,1.000,bicubic,-81.527,-61.213,+97
resnetv2_50,10.960,89.040,39.347,60.653,25.55,224,0.950,bicubic,-83.480,-59.393,-61
tf_efficientnet_b0_ns,10.933,89.067,40.067,59.933,5.29,224,0.875,bicubic,-82.697,-58.573,+16
tf_inception_v3,10.827,89.173,36.840,63.160,23.83,299,0.875,bicubic,-82.493,-61.190,+44
xcit_nano_12_p8_224_dist,10.787,89.213,38.133,61.867,3.05,224,1.000,bicubic,-81.313,-60.027,+113
dpn131,10.720,89.280,37.187,62.813,79.25,224,0.875,bicubic,-83.270,-61.533,-18
tf_efficientnet_b2_ap,10.533,89.467,40.107,59.893,9.11,260,0.890,bicubic,-83.957,-58.513,-74
resnext50d_32x4d,10.400,89.600,39.733,60.267,25.05,224,0.875,bicubic,-83.780,-58.837,-40
rexnet_130,10.400,89.600,41.560,58.440,7.56,224,0.875,bicubic,-83.500,-56.840,-13
hrnet_w44,10.333,89.667,39.493,60.507,67.06,224,0.875,bilinear,-83.217,-59.207,+14
xcit_nano_12_p8_224,10.280,89.720,37.000,63.000,3.05,224,1.000,bicubic,-80.730,-60.800,+144
lambda_resnet26rpt_256,10.253,89.747,38.093,61.907,10.99,256,0.940,bicubic,-83.457,-60.417,+2
resnext101_32x8d,10.173,89.827,37.800,62.200,88.79,224,0.875,bilinear,-83.647,-60.780,-9
dpn98,10.147,89.853,36.613,63.387,61.57,224,0.875,bicubic,-83.963,-61.967,-35
regnetx_160,10.147,89.853,38.000,62.000,54.28,224,0.875,bicubic,-83.973,-60.630,-38
cspresnext50,10.133,89.867,40.307,59.693,20.57,224,0.875,bilinear,-84.337,-58.373,-80
resnet50,10.120,89.880,37.947,62.053,25.56,224,0.950,bicubic,-84.210,-60.493,-66
legacy_seresnext50_32x4d,10.093,89.907,39.187,60.813,27.56,224,0.875,bilinear,-83.637,-59.393,-6
resnetrs50,10.053,89.947,37.507,62.493,35.69,224,0.910,bicubic,-84.247,-61.133,-65
inception_v3,10.027,89.973,35.213,64.787,23.83,299,0.875,bicubic,-82.693,-62.757,+65
efficientnet_b1,10.000,90.000,37.560,62.440,7.79,256,1.000,bicubic,-83.250,-60.730,+31
xception,9.960,90.040,38.040,61.960,22.86,299,0.897,bicubic,-83.510,-60.490,+12
regnety_064,9.947,90.053,39.093,60.907,30.58,224,0.875,bicubic,-84.193,-59.637,-48
dpn68b,9.787,90.213,38.027,61.973,12.61,224,0.875,bicubic,-83.903,-60.493,-9
gluon_resnet152_v1b,9.747,90.253,36.067,63.933,60.19,224,0.875,bicubic,-84.333,-62.393,-44
tf_efficientnet_lite3,9.667,90.333,38.987,61.013,8.20,300,0.904,bilinear,-84.533,-59.653,-61
tf_efficientnet_b2,9.653,90.347,38.880,61.120,9.11,260,0.890,bicubic,-84.707,-59.730,-78
tf_efficientnet_cc_b1_8e,9.587,90.413,36.773,63.227,39.72,240,0.882,bicubic,-84.323,-61.487,-33
res2net101_26w_4s,9.520,90.480,35.027,64.973,45.21,224,0.875,bilinear,-84.230,-63.283,-19
legacy_seresnet152,9.333,90.667,37.413,62.587,66.82,224,0.875,bilinear,-84.067,-60.927,+10
cspresnet50,9.267,90.733,39.627,60.373,21.62,256,0.887,bilinear,-84.473,-59.013,-20
hrnet_w40,9.240,90.760,36.893,63.107,57.56,224,0.875,bilinear,-84.250,-61.837,0
resnet33ts,9.240,90.760,38.680,61.320,19.68,256,0.900,bicubic,-84.360,-59.860,-11
regnetx_120,9.187,90.813,37.187,62.813,46.11,224,0.875,bicubic,-85.053,-61.373,-74
seresnext26d_32x4d,9.160,90.840,36.827,63.173,16.81,224,0.875,bicubic,-83.530,-61.323,+52
crossvit_tiny_240,9.107,90.893,34.587,65.413,7.01,240,0.875,bicubic,-81.143,-63.003,+136
resnest26d,9.080,90.920,37.840,62.160,17.07,224,0.875,bilinear,-84.240,-60.190,+10
vit_tiny_patch16_224,9.067,90.933,34.600,65.400,5.72,224,0.900,bicubic,-82.693,-63.440,+98
regnety_040,9.013,90.987,37.040,62.960,20.65,224,0.875,bicubic,-84.847,-61.610,-40
vit_base_patch16_224_sam,8.987,91.013,36.160,63.840,86.57,224,0.900,bicubic,-85.153,-62.510,-64
gluon_resnext50_32x4d,8.973,91.027,36.307,63.693,25.03,224,0.875,bicubic,-84.837,-62.103,-36
rexnet_100,8.907,91.093,36.373,63.627,4.80,224,0.875,bicubic,-84.123,-62.017,+21
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,-1
mobilenetv3_large_100_miil,8.853,91.147,33.000,67.000,5.48,224,0.875,bilinear,-83.407,-64.640,+66
mixnet_l,8.840,91.160,36.200,63.800,7.33,224,0.875,bicubic,-84.610,-62.020,-10
convit_tiny,8.813,91.187,34.360,65.640,5.71,224,0.875,bicubic,-81.827,-63.380,+120
resnet32ts,8.760,91.240,37.213,62.787,17.96,256,0.900,bicubic,-84.710,-61.277,-15
levit_128s,8.720,91.280,33.120,66.880,7.78,224,0.900,bicubic,-83.240,-64.940,+76
gcresnext26ts,8.693,91.307,35.720,64.280,10.48,256,0.900,bicubic,-84.087,-62.540,+29
dla169,8.640,91.360,36.040,63.960,53.39,224,0.875,bilinear,-84.700,-62.550,-9
mixer_b16_224,8.600,91.400,29.400,70.600,59.88,224,0.875,bicubic,-83.260,-67.850,+79
hrnet_w30,8.587,91.413,37.040,62.960,37.71,224,0.875,bilinear,-84.603,-61.370,+1
legacy_seresnet101,8.547,91.453,36.000,64.000,49.33,224,0.875,bilinear,-84.753,-62.510,-4
tf_efficientnet_b1_ap,8.453,91.547,35.253,64.747,7.79,240,0.882,bicubic,-85.237,-63.107,-39
repvgg_b2,8.427,91.573,36.453,63.547,89.02,224,0.875,bilinear,-85.063,-62.127,-25
resmlp_12_distilled_224,8.307,91.693,36.853,63.147,15.35,224,0.875,bicubic,-84.523,-61.287,+18
crossvit_9_240,8.267,91.733,34.107,65.893,8.55,240,0.875,bicubic,-82.373,-63.633,+108
resnetblur50,8.253,91.747,37.360,62.640,25.56,224,0.875,bicubic,-85.697,-61.220,-68
dla102x,8.200,91.800,37.013,62.987,26.31,224,0.875,bilinear,-85.320,-61.497,-33
eca_resnext26ts,8.080,91.920,35.960,64.040,10.30,256,0.900,bicubic,-84.530,-62.300,+32
hrnet_w32,8.040,91.960,37.507,62.493,41.23,224,0.875,bilinear,-85.490,-60.953,-36
gluon_resnet101_v1c,7.987,92.013,33.373,66.627,44.57,224,0.875,bicubic,-85.673,-65.047,-46
gluon_resnet50_v1d,7.933,92.067,35.000,65.000,25.58,224,0.875,bicubic,-85.837,-63.390,-57
res2net50_26w_8s,7.853,92.147,33.747,66.253,48.40,224,0.875,bilinear,-85.557,-64.533,-27
dla60_res2next,7.787,92.213,34.973,65.027,17.03,224,0.875,bilinear,-85.393,-63.437,-10
densenetblur121d,7.733,92.267,34.747,65.253,8.00,224,0.875,bicubic,-84.177,-63.323,+61
deit_tiny_distilled_patch16_224,7.693,92.307,33.560,66.440,5.91,224,0.900,bicubic,-83.017,-64.010,+95
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,-15
efficientnet_b1_pruned,7.440,92.560,34.533,65.467,6.33,240,0.882,bicubic,-85.330,-63.507,+9
wide_resnet101_2,7.360,92.640,34.133,65.867,126.89,224,0.875,bilinear,-86.360,-64.407,-59
regnetx_064,7.347,92.653,34.347,65.653,26.21,224,0.875,bicubic,-86.543,-64.283,-76
deit_tiny_patch16_224,7.320,92.680,30.733,69.267,5.72,224,0.900,bicubic,-82.350,-66.707,+109
gluon_resnet101_v1b,7.253,92.747,32.760,67.240,44.55,224,0.875,bicubic,-86.497,-65.620,-66
hardcorenas_e,7.240,92.760,33.320,66.680,8.07,224,0.875,bilinear,-85.330,-64.790,+19
efficientnet_b0,7.213,92.787,34.013,65.987,5.29,224,0.875,bicubic,-85.477,-64.057,+9
gluon_resnet50_v1s,7.213,92.787,33.507,66.493,25.68,224,0.875,bicubic,-86.407,-64.953,-58
tf_mixnet_l,7.133,92.867,31.600,68.400,7.33,224,0.875,bicubic,-86.187,-67.030,-34
tf_efficientnet_b1,7.133,92.867,33.040,66.960,7.79,240,0.882,bicubic,-86.367,-65.260,-50
tf_efficientnet_cc_b0_8e,7.120,92.880,31.787,68.213,24.01,224,0.875,bicubic,-85.710,-66.393,-5
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,7.053,92.947,34.920,65.080,10.39,256,0.900,bicubic,-85.637,-63.370,+5
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,-16
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,-86.580,-64.987,-36
res2net50_26w_6s,6.707,93.293,31.640,68.360,37.05,224,0.875,bilinear,-86.703,-66.540,-49
efficientnet_es,6.680,93.320,33.840,66.160,5.44,224,0.875,bicubic,-86.460,-64.580,-32
legacy_seresnext26_32x4d,6.627,93.373,33.240,66.760,16.79,224,0.875,bicubic,-86.013,-64.890,+1
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,-66.990,+68
tinynet_a,6.627,93.373,32.213,67.787,6.19,192,0.875,bicubic,-85.813,-65.867,+8
skresnet34,6.480,93.520,31.573,68.427,22.28,224,0.875,bicubic,-85.910,-66.577,+12
repvgg_b1,6.453,93.547,33.787,66.213,57.42,224,0.875,bilinear,-86.877,-64.723,-50
hardcorenas_d,6.427,93.573,32.200,67.800,7.50,224,0.875,bilinear,-85.973,-65.870,+8
dla60x,6.413,93.587,34.120,65.880,17.35,224,0.875,bilinear,-86.707,-64.390,-39
resnet34d,6.400,93.600,31.480,68.520,21.82,224,0.875,bicubic,-86.280,-66.830,-9
regnetx_080,6.307,93.693,32.307,67.693,39.57,224,0.875,bicubic,-87.563,-66.213,-101
swsl_resnet18,6.240,93.760,31.613,68.387,11.69,224,0.875,bilinear,-84.450,-66.087,+65
legacy_seresnet50,6.187,93.813,32.667,67.333,28.09,224,0.875,bilinear,-86.773,-65.523,-33
resnet26t,6.120,93.880,32.240,67.760,16.01,256,0.940,bicubic,-86.630,-65.990,-20
pit_ti_224,6.107,93.893,30.253,69.747,4.85,224,0.900,bicubic,-83.843,-67.197,+75
tv_resnet152,6.027,93.973,32.053,67.947,60.19,224,0.875,bilinear,-87.283,-66.337,-55
regnetx_040,5.973,94.027,31.587,68.413,22.12,224,0.875,bicubic,-87.577,-66.963,-80
tf_efficientnet_cc_b0_4e,5.973,94.027,29.600,70.400,13.31,224,0.875,bicubic,-86.627,-68.480,-12
tf_efficientnetv2_b0,5.907,94.093,30.787,69.213,7.14,224,0.875,bicubic,-87.203,-67.603,-46
dla102,5.880,94.120,32.760,67.240,33.27,224,0.875,bilinear,-87.180,-65.790,-46
mixer_l16_224,5.867,94.133,18.533,81.467,208.20,224,0.875,bicubic,-81.283,-74.977,+93
regnety_016,5.680,94.320,30.440,69.560,11.20,224,0.875,bicubic,-87.350,-67.920,-46
selecsls60,5.653,94.347,32.493,67.507,30.67,224,0.875,bicubic,-87.367,-65.817,-45
hardcorenas_c,5.640,94.360,30.400,69.600,5.52,224,0.875,bilinear,-86.380,-67.440,+11
res2next50,5.640,94.360,30.867,69.133,24.67,224,0.875,bilinear,-87.220,-67.323,-40
hrnet_w18,5.480,94.520,30.947,69.053,21.30,224,0.875,bilinear,-86.840,-67.303,-6
resnest14d,5.467,94.533,28.560,71.440,10.61,224,0.875,bilinear,-86.253,-69.310,+23
tf_efficientnet_lite2,5.360,94.640,30.893,69.107,6.09,260,0.890,bicubic,-87.290,-67.337,-26
tf_efficientnet_em,5.347,94.653,31.093,68.907,6.90,240,0.882,bicubic,-87.583,-67.107,-47
gernet_s,5.307,94.693,30.120,69.880,8.17,224,0.875,bilinear,-86.833,-68.070,-1
densenet121,5.293,94.707,29.893,70.107,7.98,224,0.875,bicubic,-86.287,-68.137,+20
tf_efficientnet_b0_ap,5.293,94.707,28.813,71.187,5.29,224,0.875,bicubic,-86.907,-69.207,-5
repvgg_b1g4,5.280,94.720,30.813,69.187,39.97,224,0.875,bilinear,-87.700,-67.617,-54
xcit_nano_12_p16_224_dist,5.213,94.787,26.560,73.440,3.05,224,1.000,bicubic,-84.467,-70.530,+60
res2net50_26w_4s,5.160,94.840,29.360,70.640,25.70,224,0.875,bilinear,-87.330,-68.700,-23
tf_mixnet_m,5.080,94.920,28.133,71.867,5.01,224,0.875,bicubic,-87.250,-69.757,-17
vit_tiny_r_s16_p8_224,5.080,94.920,27.040,72.960,6.34,224,0.900,bicubic,-84.090,-70.190,+62
mobilenetv3_large_100,5.067,94.933,28.200,71.800,5.48,224,0.875,bicubic,-86.263,-69.510,+18
tf_efficientnet_b0,5.053,94.947,28.787,71.213,5.29,224,0.875,bicubic,-87.207,-69.213,-15
res2net50_14w_8s,5.040,94.960,28.773,71.227,25.06,224,0.875,bilinear,-87.700,-69.407,-44
hardcorenas_b,4.947,95.053,28.120,71.880,5.18,224,0.875,bilinear,-86.833,-69.660,+6
mixnet_s,4.907,95.093,28.573,71.427,4.13,224,0.875,bicubic,-86.923,-69.117,+3
mobilenetv3_rw,4.907,95.093,29.853,70.147,5.48,224,0.875,bicubic,-86.303,-67.807,+16
gluon_resnet50_v1c,4.893,95.107,28.133,71.867,25.58,224,0.875,bicubic,-88.137,-70.057,-67
hardcorenas_a,4.867,95.133,28.120,71.880,5.26,224,0.875,bilinear,-86.483,-69.740,+10
regnetx_032,4.853,95.147,30.280,69.720,15.30,224,0.875,bicubic,-88.267,-68.110,-75
xcit_nano_12_p16_224,4.853,95.147,25.453,74.547,3.05,224,1.000,bicubic,-83.757,-71.337,+60
tv_resnext50_32x4d,4.840,95.160,30.307,69.693,25.03,224,0.875,bilinear,-87.910,-67.963,-53
densenet161,4.720,95.280,29.533,70.467,28.68,224,0.875,bicubic,-87.770,-68.757,-38
tv_resnet101,4.707,95.293,29.347,70.653,44.55,224,0.875,bilinear,-88.113,-68.903,-60
resnext26ts,4.680,95.320,29.013,70.987,10.30,256,0.900,bicubic,-87.190,-68.907,-9
selecsls42b,4.667,95.333,28.587,71.413,32.46,224,0.875,bicubic,-87.613,-69.553,-30
tf_efficientnet_lite1,4.613,95.387,28.387,71.613,5.42,240,0.882,bicubic,-88.007,-69.683,-49
mobilenetv2_120d,4.533,95.467,29.280,70.720,5.83,224,0.875,bicubic,-87.867,-68.770,-37
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,+5
tinynet_b,4.187,95.813,26.707,73.293,3.73,188,0.875,bicubic,-86.743,-70.963,+13
fbnetc_100,4.133,95.867,25.933,74.067,5.57,224,0.875,bilinear,-86.577,-71.277,+18
densenet201,4.120,95.880,27.547,72.453,20.01,224,0.875,bicubic,-88.630,-70.683,-66
gluon_resnet50_v1b,4.120,95.880,26.920,73.080,25.56,224,0.875,bicubic,-88.420,-71.250,-52
resnet26d,4.040,95.960,28.507,71.493,16.01,224,0.875,bicubic,-88.030,-69.463,-30
semnasnet_100,3.960,96.040,26.947,73.053,3.89,224,0.875,bicubic,-87.310,-70.613,-5
repvgg_a2,3.947,96.053,27.240,72.760,28.21,224,0.875,bilinear,-87.993,-70.910,-25
tf_mixnet_s,3.880,96.120,25.267,74.733,4.13,224,0.875,bicubic,-87.630,-72.353,-12
dpn68,3.853,96.147,26.080,73.920,12.61,224,0.875,bicubic,-88.177,-71.970,-31
semnasnet_075,3.853,96.147,27.013,72.987,2.91,224,0.875,bicubic,-86.227,-70.567,+22
regnety_008,3.813,96.187,27.133,72.867,6.26,224,0.875,bicubic,-87.907,-71.047,-18
tf_efficientnet_es,3.813,96.187,26.093,73.907,5.44,224,0.875,bicubic,-88.167,-71.777,-32
dla60,3.773,96.227,27.973,72.027,22.04,224,0.875,bilinear,-88.457,-70.137,-44
ssl_resnet18,3.747,96.253,25.440,74.560,11.69,224,0.875,bilinear,-86.473,-72.110,+15
mobilenetv2_140,3.720,96.280,26.787,73.213,6.11,224,0.875,bicubic,-88.120,-71.063,-27
densenet169,3.707,96.293,25.613,74.387,14.15,224,0.875,bicubic,-88.213,-72.487,-33
regnetx_016,3.627,96.373,26.293,73.707,9.19,224,0.875,bicubic,-88.533,-71.917,-45
res2net50_48w_2s,3.587,96.413,26.600,73.400,25.29,224,0.875,bilinear,-88.953,-71.490,-65
spnasnet_100,3.547,96.453,24.293,75.707,4.42,224,0.875,bilinear,-86.803,-72.897,+8
tf_mobilenetv3_large_100,3.547,96.453,25.053,74.947,5.48,224,0.875,bilinear,-87.693,-72.607,-18
regnety_006,3.453,96.547,24.893,75.107,6.06,224,0.875,bicubic,-87.927,-72.817,-23
legacy_seresnet34,3.333,96.667,23.813,76.187,21.96,224,0.875,bilinear,-87.567,-73.767,-7
efficientnet_lite0,3.253,96.747,25.867,74.133,4.65,224,0.875,bicubic,-87.877,-71.753,-17
dla34,3.240,96.760,23.573,76.427,15.74,224,0.875,bilinear,-87.530,-74.087,-6
ghostnet_100,3.213,96.787,24.853,75.147,5.18,224,0.875,bilinear,-86.817,-72.517,+8
regnety_004,3.200,96.800,22.653,77.347,4.34,224,0.875,bicubic,-87.290,-74.887,-1
mobilenetv2_110d,3.173,96.827,24.587,75.413,4.52,224,0.875,bicubic,-87.787,-72.973,-14
mnasnet_100,3.120,96.880,24.227,75.773,4.38,224,0.875,bicubic,-87.390,-73.243,-4
tinynet_c,3.107,96.893,21.520,78.480,2.46,184,0.875,bicubic,-84.663,-74.850,+25
tf_efficientnet_lite0,3.093,96.907,22.933,77.067,4.65,224,0.875,bicubic,-87.957,-74.657,-20
skresnet18,3.000,97.000,22.813,77.187,11.96,224,0.875,bicubic,-86.660,-74.417,+9
vgg19_bn,2.947,97.053,23.480,76.520,143.68,224,0.875,bilinear,-87.133,-73.950,-1
resnet34,2.920,97.080,23.680,76.320,21.80,224,0.875,bilinear,-88.210,-73.940,-26
tf_mobilenetv3_large_075,2.867,97.133,21.587,78.413,3.99,224,0.875,bilinear,-86.813,-75.623,+3
tinynet_d,2.867,97.133,17.787,82.213,2.34,152,0.875,bicubic,-81.883,-77.393,+30
hrnet_w18_small_v2,2.707,97.293,23.707,76.293,15.60,224,0.875,bilinear,-88.483,-74.193,-32
gluon_resnet34_v1b,2.667,97.333,21.667,78.333,21.80,224,0.875,bicubic,-88.293,-75.973,-25
regnetx_008,2.653,97.347,22.467,77.533,7.26,224,0.875,bicubic,-88.397,-75.243,-29
vgg16_bn,2.653,97.347,23.787,76.213,138.37,224,0.875,bilinear,-87.437,-73.583,-9
vgg16,2.627,97.373,20.427,79.573,138.36,224,0.875,bilinear,-85.923,-76.363,+12
lcnet_100,2.613,97.387,20.880,79.120,2.95,224,0.875,bicubic,-86.177,-75.850,+8
resnet18d,2.600,97.400,21.600,78.400,11.71,224,0.875,bicubic,-86.670,-75.540,0
tv_densenet121,2.560,97.440,22.667,77.333,7.98,224,0.875,bicubic,-88.330,-75.043,-26
repvgg_b0,2.547,97.453,24.027,75.973,15.82,224,0.875,bilinear,-88.873,-73.963,-47
regnetx_006,2.520,97.480,20.627,79.373,6.20,224,0.875,bicubic,-87.830,-76.803,-19
legacy_seresnet18,2.493,97.507,20.080,79.920,11.78,224,0.875,bicubic,-86.387,-76.900,+2
resnet26,2.480,97.520,23.027,76.973,16.00,224,0.875,bicubic,-88.640,-74.723,-39
lcnet_075,2.320,97.680,17.147,82.853,2.36,224,0.875,bicubic,-83.670,-78.533,+15
regnety_002,2.160,97.840,18.893,81.107,3.16,224,0.875,bicubic,-85.220,-77.697,+8
mobilenetv2_100,2.147,97.853,19.907,80.093,3.50,224,0.875,bicubic,-87.463,-77.243,-9
vgg19,2.107,97.893,20.747,79.253,143.67,224,0.875,bilinear,-86.933,-76.123,-6
vgg13_bn,2.093,97.907,20.307,79.693,133.05,224,0.875,bilinear,-86.667,-76.663,-2
mnasnet_small,2.040,97.960,14.973,85.027,2.03,224,0.875,bicubic,-81.950,-79.947,+14
tf_mobilenetv3_small_100,2.013,97.987,15.853,84.147,2.54,224,0.875,bilinear,-83.197,-79.917,+10
tf_mobilenetv3_small_075,2.000,98.000,14.813,85.187,2.04,224,0.875,bilinear,-81.510,-79.987,+15
regnetx_004,1.960,98.040,19.173,80.827,5.16,224,0.875,bicubic,-86.940,-77.947,-9
vgg13,1.867,98.133,17.960,82.040,133.05,224,0.875,bilinear,-85.183,-78.360,+1
tv_resnet34,1.867,98.133,20.000,80.000,21.80,224,0.875,bilinear,-88.063,-77.340,-22
tinynet_e,1.853,98.147,14.013,85.987,2.04,106,0.875,bicubic,-77.047,-78.547,+14
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
vgg11_bn,1.720,98.280,18.093,81.907,132.87,224,0.875,bilinear,-85.780,-78.727,-7
tf_mobilenetv3_large_minimal_100,1.627,98.373,17.133,82.867,3.92,224,0.875,bilinear,-87.333,-79.727,-17
dla60x_c,1.613,98.387,18.040,81.960,1.32,224,0.875,bilinear,-84.677,-78.120,-3
mobilenetv2_050,1.613,98.387,14.200,85.800,1.97,224,0.875,bicubic,-82.277,-80.510,+3
vgg11,1.560,98.440,16.227,83.773,132.86,224,0.875,bilinear,-84.990,-80.053,-6
gluon_resnet18_v1b,1.547,98.453,16.613,83.387,11.69,224,0.875,bicubic,-86.853,-80.067,-14
hrnet_w18_small,1.547,98.453,18.147,81.853,13.19,224,0.875,bilinear,-87.503,-78.963,-24
dla46_c,1.507,98.493,15.267,84.733,1.30,224,0.875,bilinear,-82.143,-79.653,0
regnetx_002,1.373,98.627,15.027,84.973,2.68,224,0.875,bicubic,-84.817,-80.953,-8
resnet18,1.160,98.840,16.227,83.773,11.69,224,0.875,bilinear,-86.230,-80.063,-15
tf_mobilenetv3_small_minimal_100,1.013,98.987,11.493,88.507,2.04,224,0.875,bilinear,-80.367,-82.177,0
tv_resnet50,0.000,100.000,14.453,85.547,25.56,224,0.875,bilinear,-91.880,-83.587,-88