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

model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation,top1_diff,top5_diff,rank_diff
eva_giant_patch14_560.m30m_ft_in22k_in1k,87.533,12.467,96.893,3.107,"1,014.45",560,1.000,bicubic,-11.287,-2.927,0
eva_giant_patch14_336.clip_ft_in1k,85.280,14.720,95.733,4.267,"1,013.01",336,1.000,bicubic,-13.540,-4.167,0
eva_giant_patch14_336.m30m_ft_in22k_in1k,85.160,14.840,96.360,3.640,"1,013.01",336,1.000,bicubic,-13.650,-3.540,0
tf_efficientnet_l2.ns_jft_in1k,84.760,15.240,96.147,3.853,480.31,800,0.960,bicubic,-13.790,-3.673,+6
eva_large_patch14_336.in22k_ft_in22k_in1k,83.853,16.147,95.347,4.653,304.53,336,1.000,bicubic,-14.887,-4.463,-1
maxvit_xlarge_tf_512.in21k_ft_in1k,83.400,16.600,95.533,4.467,475.77,512,1.000,bicubic,-15.220,-4.257,+1
tf_efficientnet_l2.ns_jft_in1k_475,83.373,16.627,95.453,4.547,480.31,475,0.936,bicubic,-15.127,-4.327,+7
eva_large_patch14_336.in22k_ft_in1k,82.747,17.253,95.520,4.480,304.53,336,1.000,bicubic,-15.963,-4.350,-3
maxvit_large_tf_512.in21k_ft_in1k,81.747,18.253,95.040,4.960,212.33,512,1.000,bicubic,-16.873,-4.760,-1
beit_large_patch16_512.in22k_ft_in22k_in1k,81.613,18.387,94.880,5.120,305.67,512,1.000,bicubic,-16.947,-4.960,-1
maxvit_base_tf_512.in21k_ft_in1k,81.333,18.667,94.467,5.533,119.88,512,1.000,bicubic,-17.297,-5.333,-5
maxvit_xlarge_tf_384.in21k_ft_in1k,81.067,18.933,94.640,5.360,475.32,384,1.000,bicubic,-17.433,-5.190,+3
eva_giant_patch14_224.clip_ft_in1k,80.813,19.187,94.320,5.680,"1,012.56",224,1.000,bicubic,-17.667,-5.500,+4
deit3_large_patch16_384_in21ft1k,79.213,20.787,93.627,6.373,304.76,384,1.000,bicubic,-19.247,-6.133,+4
beit_large_patch16_384.in22k_ft_in22k_in1k,79.120,20.880,94.280,5.720,305.00,384,1.000,bicubic,-19.400,-5.540,-3
maxvit_large_tf_384.in21k_ft_in1k,78.027,21.973,93.280,6.720,212.03,384,1.000,bicubic,-20.463,-6.470,0
vit_large_patch14_clip_336.openai_ft_in12k_in1k,77.293,22.707,93.613,6.387,304.53,336,1.000,bicubic,-20.967,-6.157,+8
maxvit_base_tf_384.in21k_ft_in1k,76.813,23.187,92.587,7.413,119.65,384,1.000,bicubic,-21.707,-7.163,-5
beitv2_large_patch16_224.in1k_ft_in22k_in1k,76.733,23.267,93.160,6.840,304.43,224,0.950,bicubic,-21.807,-6.600,-8
eva_large_patch14_196.in22k_ft_in22k_in1k,75.547,24.453,91.747,8.253,304.14,196,1.000,bicubic,-22.883,-8.063,0
vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k,74.227,25.773,92.267,7.733,632.46,336,1.000,bicubic,-24.203,-7.503,-2
swinv2_large_window12to24_192to384_22kft1k,73.867,26.133,91.747,8.253,196.74,384,1.000,bicubic,-24.283,-7.943,+13
eva_large_patch14_196.in22k_ft_in1k,73.187,26.813,91.440,8.560,304.14,196,1.000,bicubic,-25.163,-8.380,-1
vit_large_patch14_clip_224.openai_ft_in12k_in1k,72.333,27.667,90.827,9.173,304.20,224,1.000,bicubic,-25.887,-8.893,+4
vit_large_patch14_clip_336.laion2b_ft_in12k_in1k,71.853,28.147,90.213,9.787,304.53,336,1.000,bicubic,-26.477,-9.547,-2
vit_large_patch14_clip_224.openai_ft_in1k,71.760,28.240,91.480,8.520,304.20,224,1.000,bicubic,-26.400,-8.180,+8
deit3_base_patch16_384_in21ft1k,71.293,28.707,89.960,10.040,86.88,384,1.000,bicubic,-26.547,-9.720,+24
swinv2_base_window12to24_192to384_22kft1k,71.267,28.733,91.293,8.707,87.92,384,1.000,bicubic,-26.873,-8.487,+8
vit_large_patch16_384.augreg_in21k_ft_in1k,71.227,28.773,89.840,10.160,304.72,384,1.000,bicubic,-26.993,-9.890,-2
vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k,70.733,29.267,90.387,9.613,632.05,224,1.000,bicubic,-27.537,-9.373,-6
deit3_huge_patch14_224_in21ft1k,70.240,29.760,90.720,9.280,632.13,224,1.000,bicubic,-27.930,-9.040,+2
volo_d5_512,69.653,30.347,90.427,9.573,296.09,512,1.150,bicubic,-28.117,-9.243,+25
swin_large_patch4_window12_384,69.627,30.373,89.560,10.440,196.74,384,1.000,bicubic,-28.413,-10.130,+8
convnext_xlarge.fb_in22k_ft_in1k_384,69.320,30.680,89.293,10.707,350.20,384,1.000,bicubic,-29.100,-10.517,-13
deit3_large_patch16_224_in21ft1k,68.693,31.307,90.000,10.000,304.37,224,1.000,bicubic,-29.477,-9.730,-3
beit_large_patch16_224.in22k_ft_in22k_in1k,68.507,31.493,89.560,10.440,304.43,224,0.900,bicubic,-29.673,-10.200,-5
volo_d5_448,68.107,31.893,89.707,10.293,295.91,448,1.150,bicubic,-29.653,-9.913,+21
maxvit_base_tf_512.in1k,67.920,32.080,88.507,11.493,119.88,512,1.000,bicubic,-29.820,-11.103,+22
maxvit_large_tf_512.in1k,67.867,32.133,87.640,12.360,212.33,512,1.000,bicubic,-29.963,-11.920,+14
tf_efficientnetv2_xl.in21k_ft_in1k,67.787,32.213,87.373,12.627,208.12,512,1.000,bicubic,-30.123,-12.197,+5
swinv2_large_window12to16_192to256_22kft1k,67.293,32.707,88.027,11.973,196.74,256,0.900,bicubic,-30.567,-11.643,+9
vit_large_patch14_clip_336.laion2b_ft_in1k,67.040,32.960,89.453,10.547,304.53,336,1.000,bicubic,-31.180,-10.347,-14
tf_efficientnet_b7.ns_jft_in1k,67.040,32.960,88.667,11.333,66.35,600,0.949,bicubic,-30.870,-11.053,+2
vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,67.027,32.973,87.987,12.013,304.20,224,1.000,bicubic,-31.053,-11.773,-5
convnext_xlarge.fb_in22k_ft_in1k,66.947,33.053,88.947,11.053,350.20,288,1.000,bicubic,-31.173,-10.803,-8
volo_d4_448,66.640,33.360,88.987,11.013,193.41,448,1.150,bicubic,-31.030,-10.623,+18
beit_base_patch16_384.in22k_ft_in22k_in1k,65.880,34.120,88.507,11.493,86.74,384,1.000,bicubic,-31.940,-11.193,+7
vit_huge_patch14_clip_224.laion2b_ft_in1k,65.560,34.440,87.707,12.293,632.05,224,1.000,bicubic,-32.460,-12.013,-6
convnext_large.fb_in22k_ft_in1k_384,65.547,34.453,87.467,12.533,197.77,384,1.000,bicubic,-32.683,-12.283,-23
volo_d3_448,65.440,34.560,87.573,12.427,86.63,448,1.000,bicubic,-32.110,-11.977,+28
convnext_large.fb_in22k_ft_in1k,65.027,34.973,87.933,12.067,197.77,288,1.000,bicubic,-33.093,-11.847,-13
tf_efficientnetv2_l.in21k_ft_in1k,64.973,35.027,87.813,12.187,118.52,480,1.000,bicubic,-32.827,-11.957,+4
swin_base_patch4_window12_384,64.480,35.520,87.493,12.507,87.90,384,1.000,bicubic,-33.410,-12.217,-6
vit_base_patch16_384.augreg_in21k_ft_in1k,63.693,36.307,86.707,13.293,86.86,384,1.000,bicubic,-34.147,-12.963,-2
maxvit_large_tf_384.in1k,63.467,36.533,85.107,14.893,212.03,384,1.000,bicubic,-34.103,-14.453,+21
swinv2_base_window12to16_192to256_22kft1k,63.227,36.773,87.493,12.507,87.92,256,0.900,bicubic,-34.423,-12.087,+9
maxvit_small_tf_512.in1k,62.867,37.133,86.293,13.707,69.13,512,1.000,bicubic,-34.883,-13.257,+2
maxvit_base_tf_384.in1k,62.600,37.400,85.200,14.800,119.65,384,1.000,bicubic,-34.970,-14.390,+16
cait_m48_448,62.373,37.627,86.453,13.547,356.46,448,1.000,bicubic,-35.107,-13.147,+27
convnext_base.fb_in22k_ft_in1k_384,62.347,37.653,86.213,13.787,88.59,384,1.000,bicubic,-35.723,-13.437,-20
tf_efficientnet_b6.ns_jft_in1k,62.267,37.733,85.173,14.827,43.04,528,0.942,bicubic,-35.363,-14.407,+7
vit_base_patch8_224.augreg2_in21k_ft_in1k,62.093,37.907,85.867,14.133,86.58,224,0.900,bicubic,-35.617,-13.783,0
beitv2_base_patch16_224.in1k_ft_in22k_in1k,61.693,38.307,85.507,14.493,86.53,224,0.900,bicubic,-35.997,-14.173,0
vit_large_r50_s32_384.augreg_in21k_ft_in1k,61.507,38.493,83.960,16.040,329.09,384,1.000,bicubic,-36.353,-15.690,-15
ig_resnext101_32x48d,61.013,38.987,83.347,16.653,828.41,224,0.875,bilinear,-36.607,-16.353,+4
convnext_base.fb_in22k_ft_in1k,60.960,39.040,86.133,13.867,88.59,288,1.000,bicubic,-36.900,-13.547,-18
swin_large_patch4_window7_224,60.893,39.107,85.840,14.160,196.53,224,0.900,bicubic,-36.757,-13.880,-1
resnetv2_152x4_bitm,60.787,39.213,83.573,16.427,936.53,480,1.000,bilinear,-36.703,-16.037,+16
deit3_large_patch16_384,60.507,39.493,85.693,14.307,304.76,384,1.000,bicubic,-36.913,-13.927,+21
tf_efficientnet_b5.ns_jft_in1k,60.320,39.680,84.493,15.507,30.39,456,0.934,bicubic,-37.180,-15.137,+13
vit_base_patch16_clip_384.openai_ft_in12k_in1k,60.253,39.747,84.613,15.387,86.86,384,0.950,bicubic,-37.947,-15.047,-41
vit_large_patch14_clip_224.laion2b_ft_in1k,59.893,40.107,85.733,14.267,304.20,224,1.000,bicubic,-38.007,-13.917,-26
xcit_large_24_p8_384_dist,59.893,40.107,85.493,14.507,188.93,384,1.000,bicubic,-37.627,-14.007,+7
tf_efficientnetv2_m.in21k_ft_in1k,59.387,40.613,84.573,15.427,54.14,480,1.000,bicubic,-38.433,-15.027,-19
vit_base_patch16_clip_384.laion2b_ft_in12k_in1k,59.160,40.840,83.267,16.733,86.86,384,1.000,bicubic,-38.850,-16.393,-33
dm_nfnet_f6,59.160,40.840,82.333,17.667,438.36,576,0.956,bicubic,-38.440,-17.217,-4
vit_base_patch8_224.augreg_in21k_ft_in1k,58.933,41.067,82.733,17.267,86.58,224,0.900,bicubic,-38.647,-16.777,-5
maxvit_tiny_tf_512.in1k,58.840,41.160,84.547,15.453,31.05,512,1.000,bicubic,-38.730,-14.983,-3
volo_d2_384,58.613,41.387,84.267,15.733,58.87,384,1.000,bicubic,-38.707,-15.213,+22
dm_nfnet_f5,58.573,41.427,82.773,17.227,377.21,544,0.954,bicubic,-38.967,-16.797,-1
dm_nfnet_f4,58.120,41.880,81.987,18.013,316.07,512,0.951,bicubic,-39.460,-17.683,-8
ig_resnext101_32x32d,58.093,41.907,80.653,19.347,468.53,224,0.875,bilinear,-39.267,-18.877,+14
cait_m36_384,57.840,42.160,84.813,15.187,271.22,384,1.000,bicubic,-39.560,-14.697,+11
deit3_base_patch16_224_in21ft1k,57.253,42.747,83.520,16.480,86.59,224,1.000,bicubic,-40.227,-16.030,+1
volo_d5_224,57.147,42.853,82.720,17.280,295.46,224,0.960,bicubic,-40.233,-16.850,+10
deit3_small_patch16_384_in21ft1k,57.080,42.920,83.053,16.947,22.21,384,1.000,bicubic,-40.050,-16.447,+33
xcit_medium_24_p8_384_dist,56.680,43.320,83.413,16.587,84.32,384,1.000,bicubic,-40.610,-16.097,+18
maxvit_small_tf_384.in1k,56.587,43.413,82.307,17.693,69.02,384,1.000,bicubic,-40.833,-17.203,+3
dm_nfnet_f3,55.827,44.173,80.947,19.053,254.92,416,0.940,bicubic,-41.523,-18.613,+10
vit_large_patch16_224.augreg_in21k_ft_in1k,55.627,44.373,80.093,19.907,304.33,224,0.900,bicubic,-42.013,-19.497,-23
vit_base_patch16_clip_384.openai_ft_in1k,54.960,45.040,82.600,17.400,86.86,384,1.000,bicubic,-42.590,-17.060,-14
vit_base_r50_s16_384.orig_in21k_ft_in1k,54.627,45.373,81.213,18.787,98.95,384,1.000,bicubic,-42.553,-18.347,+25
cait_s36_384,54.413,45.587,81.360,18.640,68.37,384,1.000,bicubic,-42.917,-18.170,+7
deit3_huge_patch14_224,54.320,45.680,82.093,17.907,632.13,224,0.900,bicubic,-42.560,-17.437,+61
volo_d1_384,54.307,45.693,80.973,19.027,26.78,384,1.000,bicubic,-42.613,-18.437,+55
xcit_small_24_p8_384_dist,54.280,45.720,81.533,18.467,47.63,384,1.000,bicubic,-42.960,-18.067,+14
vit_base_patch16_clip_384.laion2b_ft_in1k,54.227,45.773,80.893,19.107,86.86,384,1.000,bicubic,-43.503,-18.737,-36
vit_medium_patch16_gap_384.in12k_ft_in1k,54.147,45.853,81.680,18.320,39.03,384,0.950,bicubic,-43.293,-17.960,-9
resnetv2_101x3_bitm,54.027,45.973,81.027,18.973,387.93,448,1.000,bilinear,-42.963,-18.463,+39
resnetv2_152x2_bitm,54.013,45.987,82.000,18.000,236.34,448,1.000,bilinear,-42.997,-17.590,+36
deit3_base_patch16_384,53.440,46.560,80.560,19.440,86.88,384,1.000,bicubic,-43.580,-18.880,+34
ig_resnext101_32x16d,53.067,46.933,76.907,23.093,194.03,224,0.875,bilinear,-43.753,-22.503,+56
volo_d4_224,52.920,47.080,80.467,19.533,192.96,224,0.960,bicubic,-44.380,-19.033,0
xcit_large_24_p16_384_dist,52.827,47.173,81.827,18.173,189.10,384,1.000,bicubic,-44.693,-17.653,-22
convnext_small.fb_in22k_ft_in1k_384,52.467,47.533,80.827,19.173,50.22,384,1.000,bicubic,-45.133,-18.773,-35
vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,52.307,47.693,79.773,20.227,88.34,448,1.000,bicubic,-45.013,-19.827,-4
maxvit_tiny_tf_384.in1k,52.133,47.867,79.800,20.200,30.98,384,1.000,bicubic,-45.167,-19.720,-3
swin_base_patch4_window7_224,51.453,48.547,79.973,20.027,87.77,224,0.900,bicubic,-45.797,-19.517,0
efficientnet_b5.in12k_ft_in1k,51.253,48.747,78.853,21.147,30.39,448,1.000,bicubic,-46.157,-20.747,-16
tf_efficientnet_b4.ns_jft_in1k,51.213,48.787,79.187,20.813,19.34,380,0.922,bicubic,-45.737,-20.073,+34
flexivit_large.1200ep_in1k,51.200,48.800,80.693,19.307,304.36,240,0.950,bicubic,-46.210,-18.847,-19
resnetv2_152x2_bit_teacher_384,51.187,48.813,78.493,21.507,236.34,384,1.000,bicubic,-45.643,-20.957,+45
swsl_resnext101_32x8d,51.187,48.813,78.240,21.760,88.79,224,0.875,bilinear,-46.013,-21.260,0
convnext_small.fb_in22k_ft_in1k,51.120,48.880,80.867,19.133,50.22,288,1.000,bicubic,-46.240,-18.813,-17
mvitv2_large,50.907,49.093,78.467,21.533,217.99,224,0.900,bicubic,-46.043,-20.933,+30
beit_base_patch16_224.in22k_ft_in22k_in1k,50.707,49.293,79.693,20.307,86.53,224,0.900,bicubic,-46.383,-19.917,+9
tf_efficientnetv2_l.in1k,50.680,49.320,77.613,22.387,118.52,480,1.000,bicubic,-46.790,-21.917,-30
vit_base_patch16_384.orig_in21k_ft_in1k,50.613,49.387,78.200,21.800,86.86,384,1.000,bicubic,-46.087,-21.090,+57
xcit_small_12_p8_384_dist,50.573,49.427,79.573,20.427,26.21,384,1.000,bicubic,-46.657,-19.907,-8
flexivit_large.600ep_in1k,50.240,49.760,80.027,19.973,304.36,240,0.950,bicubic,-47.040,-19.563,-14
volo_d3_224,50.240,49.760,78.173,21.827,86.33,224,0.960,bicubic,-46.850,-21.297,+6
vit_base_patch16_clip_224.laion2b_ft_in12k_in1k,50.093,49.907,78.080,21.920,86.57,224,0.950,bicubic,-47.357,-21.460,-34
vit_base_patch16_224.augreg2_in21k_ft_in1k,49.840,50.160,78.987,21.013,86.57,224,0.900,bicubic,-47.310,-20.553,-5
cait_s24_384,49.733,50.267,78.733,21.267,47.06,384,1.000,bicubic,-47.337,-20.697,+8
vit_base_patch16_clip_224.openai_ft_in12k_in1k,49.733,50.267,77.040,22.960,86.57,224,0.950,bicubic,-47.787,-22.500,-44
xcit_medium_24_p16_384_dist,49.333,50.667,79.813,20.187,84.40,384,1.000,bicubic,-47.937,-19.647,-20
deit_base_distilled_patch16_384,49.333,50.667,79.253,20.747,87.63,384,1.000,bicubic,-47.627,-20.227,+16
tf_efficientnet_b8.ra_in1k,48.947,51.053,77.240,22.760,87.41,672,0.954,bicubic,-48.253,-22.260,-12
dm_nfnet_f2,48.920,51.080,77.160,22.840,193.78,352,0.920,bicubic,-48.100,-22.230,+5
deit3_large_patch16_224,48.627,51.373,78.160,21.840,304.37,224,0.900,bicubic,-48.313,-21.180,+18
flexivit_large.300ep_in1k,48.587,51.413,78.667,21.333,304.36,240,0.950,bicubic,-48.663,-20.863,-22
tf_efficientnetv2_s.in21k_ft_in1k,48.507,51.493,77.880,22.120,21.46,384,1.000,bicubic,-48.223,-21.480,+37
deit3_medium_patch16_224_in21ft1k,48.213,51.787,77.067,22.933,38.85,224,1.000,bicubic,-48.757,-22.363,+8
resnest269e,48.187,51.813,74.333,25.667,110.93,416,0.928,bicubic,-48.333,-25.017,+75
xcit_large_24_p8_224_dist,48.107,51.893,79.080,20.920,188.93,224,1.000,bicubic,-48.953,-20.340,-2
vit_base_patch32_clip_384.laion2b_ft_in12k_in1k,47.933,52.067,76.867,23.133,88.30,384,1.000,bicubic,-49.427,-22.653,-38
regnetz_e8,47.813,52.187,76.200,23.800,57.70,320,1.000,bicubic,-49.387,-23.340,-22
resnetv2_50x3_bitm,47.293,52.707,77.333,22.667,217.32,448,1.000,bilinear,-49.417,-22.137,+34
vit_base_patch16_clip_224.openai_ft_in1k,47.227,52.773,77.627,22.373,86.57,224,0.900,bicubic,-49.853,-21.993,-9
xcit_large_24_p8_224,47.173,52.827,74.400,25.600,188.93,224,1.000,bicubic,-49.237,-24.580,+78
xcit_small_24_p16_384_dist,46.960,53.040,77.147,22.853,47.67,384,1.000,bicubic,-50.160,-22.313,-20
tf_efficientnet_b8.ap_in1k,46.893,53.107,76.507,23.493,87.41,672,0.954,bicubic,-50.217,-23.153,-20
convnext_large.fb_in1k,46.840,53.160,76.613,23.387,197.77,288,1.000,bicubic,-50.260,-22.837,-19
efficientnetv2_rw_m.agc_in1k,46.280,53.720,75.707,24.293,53.24,416,1.000,bicubic,-50.700,-23.833,-4
swinv2_base_window16_256,46.240,53.760,75.173,24.827,87.92,256,0.900,bicubic,-50.510,-24.177,+23
swsl_resnext101_32x16d,46.200,53.800,72.200,27.800,194.03,224,0.875,bilinear,-50.400,-27.180,+49
volo_d2_224,46.080,53.920,75.253,24.747,58.68,224,0.960,bicubic,-50.910,-24.137,-8
vit_small_patch16_384.augreg_in21k_ft_in1k,45.933,54.067,76.720,23.280,22.20,384,1.000,bicubic,-50.767,-22.710,+28
ecaresnet269d,45.893,54.107,75.133,24.867,102.09,352,1.000,bicubic,-51.187,-24.357,-18
vit_small_r26_s32_384.augreg_in21k_ft_in1k,45.720,54.280,76.067,23.933,36.47,384,1.000,bicubic,-50.960,-23.283,+33
tf_efficientnet_b7.ap_in1k,45.373,54.627,74.213,25.787,66.35,600,0.949,bicubic,-51.827,-25.357,-37
dm_nfnet_f1,45.333,54.667,74.107,25.893,132.63,320,0.910,bicubic,-51.587,-25.413,-1
ig_resnext101_32x8d,45.320,54.680,70.867,29.133,88.79,224,0.875,bilinear,-51.000,-28.563,+80
xcit_medium_24_p8_224_dist,45.213,54.787,76.720,23.280,84.32,224,1.000,bicubic,-51.707,-22.670,-2
eca_nfnet_l2,44.960,55.040,75.893,24.107,56.72,384,1.000,bicubic,-52.130,-23.617,-29
maxxvit_rmlp_small_rw_256,44.547,55.453,75.053,24.947,66.01,256,0.950,bicubic,-52.263,-24.327,+4
crossvit_18_dagger_408,44.293,55.707,73.840,26.160,44.61,408,1.000,bicubic,-52.237,-25.480,+51
resnest200e,44.147,55.853,73.467,26.533,70.20,320,0.909,bicubic,-52.463,-25.883,+36
cait_xs24_384,43.947,56.053,75.187,24.813,26.67,384,1.000,bicubic,-52.603,-24.233,+43
seresnextaa101d_32x8d,43.933,56.067,73.387,26.613,93.59,288,1.000,bicubic,-53.017,-26.003,-14
mvitv2_base,43.747,56.253,74.520,25.480,51.47,224,0.900,bicubic,-53.023,-24.930,+3
resnetrs200,43.733,56.267,72.827,27.173,93.21,320,1.000,bicubic,-52.967,-26.683,+16
tresnet_xl_448,43.480,56.520,72.453,27.547,78.44,448,0.875,bilinear,-52.490,-26.677,+124
xcit_small_12_p16_384_dist,43.240,56.760,73.880,26.120,26.25,384,1.000,bicubic,-53.690,-25.520,-16
vit_base_patch16_224.augreg_in21k_ft_in1k,43.240,56.760,72.920,27.080,86.57,224,0.900,bicubic,-53.640,-26.560,-10
resnetrs420,43.147,56.853,70.453,29.547,191.89,416,1.000,bicubic,-53.763,-29.007,-13
xcit_medium_24_p8_224,43.093,56.907,70.347,29.653,84.32,224,1.000,bicubic,-53.017,-28.813,+98
vit_base_patch32_clip_384.openai_ft_in12k_in1k,43.040,56.960,73.227,26.773,88.30,384,0.950,bicubic,-54.070,-26.273,-45
coatnet_rmlp_2_rw_224,43.000,57.000,71.680,28.320,73.88,224,0.950,bicubic,-53.540,-27.590,+37
tf_efficientnet_b7.ra_in1k,42.960,57.040,73.133,26.867,66.35,600,0.949,bicubic,-54.050,-26.387,-33
tf_efficientnetv2_m.in1k,42.867,57.133,72.627,27.373,54.14,480,1.000,bicubic,-54.343,-26.903,-59
vit_medium_patch16_gap_256.in12k_ft_in1k,42.693,57.307,74.320,25.680,38.86,256,0.950,bicubic,-53.967,-25.010,+15
gcvit_base,42.507,57.493,73.813,26.187,90.32,224,0.875,bicubic,-54.063,-25.417,+27
xcit_tiny_24_p8_384_dist,42.453,57.547,72.880,27.120,12.11,384,1.000,bicubic,-54.097,-26.440,+29
swinv2_small_window16_256,42.320,57.680,72.907,27.093,49.73,256,0.900,bicubic,-54.150,-26.293,+36
maxvit_rmlp_small_rw_224,42.240,57.760,72.333,27.667,64.90,224,0.900,bicubic,-54.350,-26.937,+22
convnext_base.fb_in1k,42.000,58.000,73.973,26.027,88.59,288,1.000,bicubic,-54.820,-25.617,-18
maxvit_base_tf_224.in1k,41.947,58.053,70.107,29.893,119.47,224,0.950,bicubic,-55.003,-29.473,-31
crossvit_15_dagger_408,41.907,58.093,72.067,27.933,28.50,408,1.000,bicubic,-54.483,-27.283,+42
xcit_small_24_p8_224_dist,41.893,58.107,73.720,26.280,47.63,224,1.000,bicubic,-54.977,-25.760,-24
maxvit_large_tf_224.in1k,41.840,58.160,68.613,31.387,211.79,224,0.950,bicubic,-55.120,-30.637,-38
xcit_small_24_p8_224,41.760,58.240,71.013,28.987,47.63,224,1.000,bicubic,-54.640,-28.137,+37
vit_large_r50_s32_224.augreg_in21k_ft_in1k,41.640,58.360,70.227,29.773,328.99,224,0.900,bicubic,-55.150,-29.123,-21
vit_base_patch16_clip_224.laion2b_ft_in1k,41.573,58.427,73.627,26.373,86.57,224,1.000,bicubic,-55.557,-25.833,-64
swsl_resnext101_32x4d,41.560,58.440,71.760,28.240,44.18,224,0.875,bilinear,-54.860,-27.710,+30
swinv2_base_window8_256,41.507,58.493,72.440,27.560,87.92,256,0.900,bicubic,-55.033,-26.920,+19
deit3_small_patch16_224_in21ft1k,41.227,58.773,71.920,28.080,22.06,224,1.000,bicubic,-55.433,-27.590,+1
seresnext101d_32x8d,41.173,58.827,70.853,29.147,93.59,288,1.000,bicubic,-55.557,-28.567,-18
maxvit_rmlp_tiny_rw_256,41.160,58.840,71.213,28.787,29.15,256,0.950,bicubic,-55.250,-28.177,+27
convnext_tiny.fb_in22k_ft_in1k_384,41.013,58.987,72.507,27.493,28.59,384,1.000,bicubic,-56.067,-26.963,-61
tf_efficientnet_b6.ap_in1k,40.800,59.200,71.627,28.373,43.04,528,0.942,bicubic,-56.280,-27.883,-63
flexivit_base.1200ep_in1k,40.613,59.387,72.320,27.680,86.59,240,0.950,bicubic,-56.147,-27.050,-26
resmlp_big_24_224_in22ft1k,40.373,59.627,74.760,25.240,129.14,224,0.875,bicubic,-56.247,-24.510,-3
deit3_small_patch16_384,40.320,59.680,70.293,29.707,22.21,384,1.000,bicubic,-55.880,-28.997,+52
tresnet_l_448,40.200,59.800,69.893,30.107,55.99,448,0.875,bilinear,-55.660,-29.227,+107
deit_base_patch16_384,40.173,59.827,70.760,29.240,86.86,384,1.000,bicubic,-55.977,-28.420,+61
regnetz_d8_evos,40.080,59.920,72.200,27.800,23.46,320,0.950,bicubic,-56.530,-27.250,-4
regnetz_040h,40.013,59.987,71.320,28.680,28.94,320,1.000,bicubic,-56.697,-28.180,-25
resnetrs350,39.960,60.040,68.907,31.093,163.96,384,1.000,bicubic,-56.800,-30.453,-34
regnetz_d8,39.933,60.067,71.640,28.360,23.37,320,1.000,bicubic,-56.687,-27.810,-9
flexivit_base.600ep_in1k,39.907,60.093,71.867,28.133,86.59,240,0.950,bicubic,-56.723,-27.463,-12
swin_s3_base_224,39.787,60.213,70.467,29.533,71.13,224,0.900,bicubic,-56.463,-28.673,+38
seresnext101_32x8d,39.587,60.413,69.440,30.560,93.57,288,1.000,bicubic,-57.173,-29.900,-36
flexivit_base.300ep_in1k,39.547,60.453,70.987,29.013,86.59,240,0.950,bicubic,-57.073,-28.523,-12
gcvit_small,39.427,60.573,70.520,29.480,51.09,224,0.875,bicubic,-56.873,-28.620,+30
deit3_base_patch16_224,39.200,60.800,71.000,29.000,86.59,224,0.900,bicubic,-57.100,-28.180,+28
volo_d1_224,38.960,61.040,70.240,29.760,26.63,224,0.960,bicubic,-57.370,-28.940,+24
vit_large_patch32_384.orig_in21k_ft_in1k,38.933,61.067,68.920,31.080,306.63,384,1.000,bicubic,-56.897,-30.230,+96
resnetv2_101x1_bitm,38.920,61.080,71.040,28.960,44.54,448,1.000,bilinear,-57.180,-28.210,+57
regnetz_040,38.760,61.240,70.400,29.600,27.12,320,1.000,bicubic,-57.950,-29.150,-36
mvitv2_small,38.747,61.253,70.413,29.587,34.87,224,0.900,bicubic,-57.613,-28.817,+14
xcit_small_12_p8_224_dist,38.200,61.800,71.293,28.707,26.21,224,1.000,bicubic,-58.490,-28.077,-32
resnet200d,38.147,61.853,68.613,31.387,64.69,320,1.000,bicubic,-58.573,-30.717,-42
swinv2_small_window8_256,37.773,62.227,69.853,30.147,49.73,256,0.900,bicubic,-58.497,-29.357,+23
xcit_large_24_p16_224_dist,37.693,62.307,71.587,28.413,189.10,224,1.000,bicubic,-59.107,-27.763,-54
seresnet152d,37.640,62.360,69.480,30.520,66.84,320,1.000,bicubic,-59.130,-29.790,-53
eca_nfnet_l1,37.533,62.467,70.947,29.053,41.41,320,1.000,bicubic,-59.167,-28.533,-38
maxvit_small_tf_224.in1k,37.520,62.480,68.040,31.960,68.93,224,0.950,bicubic,-59.170,-31.310,-37
xcit_small_12_p8_224,37.507,62.493,68.173,31.827,26.21,224,1.000,bicubic,-58.603,-30.717,+45
twins_svt_large,37.200,62.800,69.227,30.773,99.27,224,0.900,bicubic,-59.070,-29.943,+18
regnetz_d32,37.160,62.840,70.467,29.533,27.58,320,0.950,bicubic,-59.440,-29.053,-25
vit_base_patch32_384.augreg_in21k_ft_in1k,37.080,62.920,69.760,30.240,88.30,384,1.000,bicubic,-59.410,-29.650,-12
regnety_064,36.973,63.027,68.160,31.840,30.58,288,1.000,bicubic,-59.387,-31.010,+1
swin_s3_small_224,36.880,63.120,68.240,31.760,49.74,224,0.900,bicubic,-59.340,-30.990,+19
efficientnetv2_rw_s.ra2_in1k,36.787,63.213,68.320,31.680,23.94,384,1.000,bicubic,-59.753,-30.780,-21
resnext101_64x4d,36.787,63.213,66.680,33.320,83.46,288,1.000,bicubic,-59.293,-32.560,+44
regnety_160,36.747,63.253,69.107,30.893,83.59,288,1.000,bicubic,-59.603,-30.223,0
convnext_small.fb_in1k,36.667,63.333,71.093,28.907,50.22,288,1.000,bicubic,-59.893,-28.247,-27
pvt_v2_b4,36.640,63.360,68.667,31.333,62.56,224,0.900,bicubic,-59.690,-30.643,+3
pvt_v2_b5,36.280,63.720,68.453,31.547,81.96,224,0.900,bicubic,-60.080,-30.937,-4
cait_xxs36_384,36.227,63.773,67.800,32.200,17.37,384,1.000,bicubic,-59.623,-31.290,+72
jx_nest_base,36.080,63.920,66.760,33.240,67.72,224,0.875,bicubic,-60.170,-32.450,+7
coatnet_1_rw_224,36.040,63.960,67.080,32.920,41.72,224,0.950,bicubic,-59.990,-32.070,+46
maxvit_tiny_rw_224,35.920,64.080,65.547,34.453,29.06,224,0.950,bicubic,-60.320,-33.573,+7
cs3se_edgenet_x,35.653,64.347,67.787,32.213,50.72,320,1.000,bicubic,-60.787,-31.613,-21
pit_b_distilled_224,35.627,64.373,69.120,30.880,74.79,224,0.900,bicubic,-61.053,-30.450,-51
regnety_080,35.560,64.440,67.240,32.760,39.18,288,1.000,bicubic,-60.970,-32.020,-30
sequencer2d_l,35.547,64.453,67.347,32.653,54.30,224,0.875,bicubic,-60.593,-31.863,+21
tf_efficientnet_b3.ns_jft_in1k,35.520,64.480,67.773,32.227,12.23,300,0.904,bicubic,-60.870,-31.387,-19
tf_efficientnet_b6.aa_in1k,35.213,64.787,67.720,32.280,43.04,528,0.942,bicubic,-61.457,-31.650,-54
resnetrs270,35.013,64.987,65.480,34.520,129.86,352,1.000,bicubic,-61.677,-33.910,-59
gcvit_tiny,34.907,65.093,66.853,33.147,28.22,224,0.875,bicubic,-61.263,-32.387,+8
tf_efficientnet_b5.ap_in1k,34.787,65.213,67.493,32.507,30.39,456,0.934,bicubic,-61.893,-31.967,-59
xcit_tiny_12_p8_384_dist,34.653,65.347,66.280,33.720,6.71,384,1.000,bicubic,-61.427,-32.860,+27
vit_base_patch16_224_miil.in21k_ft_in1k,34.507,65.493,65.000,35.000,86.54,224,0.875,bilinear,-61.953,-34.300,-33
xcit_medium_24_p16_224_dist,34.373,65.627,67.920,32.080,84.40,224,1.000,bicubic,-62.217,-31.190,-49
resnet152d,34.320,65.680,65.907,34.093,60.21,320,1.000,bicubic,-62.040,-33.293,-24
deit3_medium_patch16_224,34.187,65.813,66.027,33.973,38.85,224,0.900,bicubic,-61.883,-33.173,+24
tresnet_m_448,34.107,65.893,64.493,35.507,31.39,448,0.875,bilinear,-60.883,-34.487,+176
resmlp_big_24_distilled_224,34.067,65.933,69.600,30.400,129.14,224,0.875,bicubic,-62.383,-29.710,-37
regnetv_064,33.973,66.027,67.867,32.133,30.58,288,1.000,bicubic,-62.437,-31.493,-34
xcit_tiny_24_p16_384_dist,33.827,66.173,65.400,34.600,12.12,384,1.000,bicubic,-62.123,-33.760,+37
pvt_v2_b3,33.653,66.347,67.653,32.347,45.24,224,0.900,bicubic,-62.337,-31.537,+29
coatnet_rmlp_1_rw_224,33.533,66.467,65.627,34.373,41.69,224,0.950,bicubic,-62.417,-33.593,+37
twins_pcpvt_large,33.387,66.613,67.933,32.067,60.99,224,0.900,bicubic,-62.763,-31.267,+1
twins_svt_base,33.173,66.827,65.773,34.227,56.07,224,0.900,bicubic,-62.987,-33.287,-4
pit_b_224,33.173,66.827,62.320,37.680,73.76,224,0.900,bicubic,-62.467,-36.670,+70
resnetv2_152x2_bit_teacher,33.053,66.947,64.267,35.733,236.34,224,0.875,bicubic,-63.047,-35.013,+9
swsl_resnext50_32x4d,33.013,66.987,65.067,34.933,25.03,224,0.875,bilinear,-62.857,-34.003,+38
mobilevitv2_200_384_in22ft1k,32.987,67.013,65.507,34.493,18.45,384,1.000,bicubic,-63.053,-33.573,+14
swinv2_cr_small_ns_224,32.933,67.067,65.960,34.040,49.70,224,0.900,bicubic,-63.247,-33.370,-13
xception65,32.747,67.253,62.960,37.040,39.92,299,0.940,bicubic,-63.603,-36.280,-33
xcit_large_24_p16_224,32.733,67.267,62.107,37.893,189.10,224,1.000,bicubic,-62.687,-36.733,+102
swin_small_patch4_window7_224,32.600,67.400,65.440,34.560,49.61,224,0.900,bicubic,-63.310,-33.580,+29
ssl_resnext101_32x16d,32.600,67.400,64.000,36.000,194.03,224,0.875,bilinear,-63.200,-35.100,+43
mobilevitv2_175_384_in22ft1k,32.467,67.533,64.680,35.320,14.25,384,1.000,bicubic,-63.713,-34.460,-17
tf_efficientnetv2_b3.in21k_ft_in1k,32.373,67.627,66.107,33.893,14.36,300,0.900,bicubic,-63.847,-32.973,-25
jx_nest_small,32.280,67.720,63.760,36.240,38.35,224,0.875,bicubic,-63.680,-35.270,+20
convnext_tiny_hnf.a2h_in1k,32.227,67.773,62.853,37.147,28.59,288,1.000,bicubic,-63.793,-36.337,+12
vit_base_patch16_224.orig_in21k_ft_in1k,32.053,67.947,61.573,38.427,86.57,224,0.900,bicubic,-63.277,-37.427,+105
maxvit_nano_rw_256,31.853,68.147,64.187,35.813,15.45,256,0.950,bicubic,-64.077,-34.953,+22
tf_efficientnet_b5.ra_in1k,31.840,68.160,65.293,34.707,30.39,456,0.934,bicubic,-64.510,-34.017,-44
swinv2_tiny_window16_256,31.707,68.293,65.613,34.387,28.35,256,0.900,bicubic,-64.223,-33.387,+19
swinv2_cr_small_224,31.693,68.307,62.520,37.480,49.70,224,0.900,bicubic,-64.377,-36.350,-1
regnetz_c16_evos,31.493,68.507,66.280,33.720,13.49,320,0.950,bicubic,-64.627,-32.960,-14
maxvit_rmlp_nano_rw_256,31.440,68.560,63.373,36.627,15.50,256,0.950,bicubic,-64.540,-35.597,+9
resnest101e,31.413,68.587,64.360,35.640,48.28,256,0.875,bilinear,-64.447,-34.820,+22
maxxvit_rmlp_nano_rw_256,31.360,68.640,64.440,35.560,16.78,256,0.950,bicubic,-64.670,-34.610,-4
crossvit_base_240,31.360,68.640,61.293,38.707,105.03,240,0.875,bicubic,-64.170,-37.567,+63
regnetv_040,31.333,68.667,64.693,35.307,20.64,288,1.000,bicubic,-64.847,-34.437,-33
cait_s24_224,31.200,68.800,64.560,35.440,46.92,224,1.000,bicubic,-65.180,-34.590,-59
convnext_nano.in12k_ft_in1k,31.107,68.893,67.333,32.667,15.59,288,1.000,bicubic,-64.873,-31.987,+2
efficientnet_b4.ra2_in1k,30.867,69.133,64.600,35.400,19.34,384,1.000,bicubic,-65.283,-34.650,-28
regnety_040,30.613,69.387,63.840,36.160,20.65,288,1.000,bicubic,-65.407,-35.230,-4
sequencer2d_m,30.600,69.400,62.920,37.080,38.31,224,0.875,bicubic,-65.210,-36.290,+21
maxvit_tiny_tf_224.in1k,30.587,69.413,62.760,37.240,30.92,224,0.950,bicubic,-65.513,-36.520,-19
crossvit_18_240,30.587,69.413,61.960,38.040,43.27,240,0.875,bicubic,-64.853,-37.090,+72
vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,30.573,69.427,62.080,37.920,88.22,224,0.900,bicubic,-65.567,-37.080,-30
dm_nfnet_f0,30.547,69.453,62.867,37.133,71.49,256,0.900,bicubic,-65.603,-36.273,-35
crossvit_18_dagger_240,30.480,69.520,61.813,38.187,44.27,240,0.875,bicubic,-65.090,-37.247,+42
xcit_small_24_p16_224_dist,30.440,69.560,64.720,35.280,47.67,224,1.000,bicubic,-65.770,-34.460,-47
xcit_medium_24_p16_224,30.187,69.813,59.347,40.653,84.40,224,1.000,bicubic,-65.343,-39.423,+51
mvitv2_tiny,30.160,69.840,64.333,35.667,24.17,224,0.900,bicubic,-65.710,-34.917,+5
cait_xxs24_384,30.027,69.973,63.933,36.067,12.03,384,1.000,bicubic,-65.233,-35.027,+87
twins_pcpvt_base,29.960,70.040,64.587,35.413,43.83,224,0.900,bicubic,-65.830,-34.543,+15
convnext_tiny.fb_in1k,29.933,70.067,65.107,34.893,28.59,288,1.000,bicubic,-65.857,-34.053,+13
swsl_resnet50,29.867,70.133,63.853,36.147,25.56,224,0.875,bilinear,-65.543,-35.437,+69
cs3sedarknet_x,29.827,70.173,61.987,38.013,35.40,288,1.000,bicubic,-66.203,-37.273,-20
mobilevitv2_150_384_in22ft1k,29.787,70.213,62.187,37.813,10.59,384,1.000,bicubic,-65.913,-36.863,+19
vit_relpos_base_patch16_clsgap_224.sw_in1k,29.720,70.280,62.893,37.107,86.43,224,0.900,bicubic,-66.040,-36.147,+13
deit_base_distilled_patch16_224,29.600,70.400,64.453,35.547,87.34,224,0.900,bicubic,-66.490,-34.737,-32
convit_base,29.520,70.480,61.787,38.213,86.54,224,0.875,bicubic,-66.030,-37.203,+34
vit_relpos_medium_patch16_cls_224.sw_in1k,29.347,70.653,60.653,39.347,38.76,224,0.900,bicubic,-66.133,-38.297,+49
tf_efficientnetv2_s.in1k,29.040,70.960,61.213,38.787,21.46,384,1.000,bicubic,-67.300,-37.987,-75
ssl_resnext101_32x8d,29.040,70.960,60.973,39.027,88.79,224,0.875,bilinear,-66.430,-38.137,+49
edgenext_base,29.027,70.973,64.920,35.080,18.51,320,1.000,bicubic,-67.673,-34.450,-129
convnext_tiny.fb_in22k_ft_in1k,29.000,71.000,55.640,44.360,28.59,288,1.000,bicubic,-65.860,-43.150,+131
resnet101d,28.987,71.013,62.053,37.947,44.57,320,1.000,bicubic,-67.303,-37.177,-72
xception65p,28.987,71.013,59.933,40.067,39.82,299,0.940,bicubic,-67.223,-39.277,-64
regnetz_c16,28.920,71.080,63.333,36.667,13.46,320,0.940,bicubic,-66.880,-35.847,-2
resnetrs152,28.920,71.080,60.520,39.480,86.62,320,1.000,bicubic,-67.660,-38.720,-112
vit_relpos_medium_patch16_224.sw_in1k,28.853,71.147,61.987,38.013,38.75,224,0.900,bicubic,-66.607,-36.973,+42
xcit_tiny_24_p8_224_dist,28.720,71.280,61.413,38.587,12.11,224,1.000,bicubic,-67.090,-37.697,-8
xcit_tiny_24_p8_224,28.707,71.293,60.453,39.547,12.11,224,1.000,bicubic,-66.963,-38.597,+9
cs3edgenet_x,28.533,71.467,61.147,38.853,47.82,288,1.000,bicubic,-67.497,-37.963,-39
crossvit_15_dagger_240,28.533,71.467,60.293,39.707,28.21,240,0.875,bicubic,-67.157,-38.537,+5
pvt_v2_b2_li,28.493,71.507,62.040,37.960,22.55,224,0.900,bicubic,-67.057,-36.830,+18
xcit_small_24_p16_224,28.333,71.667,58.813,41.187,47.67,224,1.000,bicubic,-67.197,-39.927,+24
efficientformer_l7,28.027,71.973,62.987,37.013,82.23,224,0.950,bicubic,-68.083,-36.283,-56
flexivit_small.1200ep_in1k,27.840,72.160,58.667,41.333,22.06,240,0.950,bicubic,-67.720,-40.453,+13
pvt_v2_b2,27.640,72.360,60.707,39.293,25.36,224,0.900,bicubic,-67.860,-38.293,+28
vit_base_patch16_384.augreg_in1k,27.560,72.440,57.280,42.720,86.86,384,1.000,bicubic,-67.380,-41.610,+107
coat_lite_small,27.547,72.453,58.547,41.453,19.84,224,0.900,bicubic,-67.993,-40.313,+14
deit_base_patch16_224,27.440,72.560,58.893,41.107,86.57,224,0.900,bicubic,-68.000,-40.237,+33
vit_relpos_base_patch16_224.sw_in1k,27.333,72.667,61.133,38.867,86.43,224,0.900,bicubic,-68.227,-37.897,+9
resnetv2_50x1_bitm,27.293,72.707,62.853,37.147,25.55,448,1.000,bilinear,-67.717,-36.037,+94
coatnet_bn_0_rw_224,27.200,72.800,61.280,38.720,27.44,224,0.950,bicubic,-68.500,-37.860,-8
xcit_small_12_p16_224_dist,27.120,72.880,59.800,40.200,26.25,224,1.000,bicubic,-68.910,-39.340,-52
vit_small_patch16_224.augreg_in21k_ft_in1k,27.053,72.947,59.213,40.787,22.05,224,0.900,bicubic,-68.317,-39.717,+42
coatnet_0_rw_224,27.027,72.973,59.387,40.613,27.44,224,0.950,bicubic,-68.403,-39.653,+33
flexivit_small.600ep_in1k,26.933,73.067,57.280,42.720,22.06,240,0.950,bicubic,-68.747,-41.770,-10
sequencer2d_s,26.827,73.173,60.587,39.413,27.65,224,0.875,bicubic,-69.163,-38.463,-49
tresnet_v2_l,26.760,73.240,59.800,40.200,46.17,224,0.875,bilinear,-69.400,-39.440,-81
mobilevitv2_200_in22ft1k,26.667,73.333,59.400,40.600,18.45,256,0.888,bicubic,-68.493,-39.540,+61
gcvit_xtiny,26.627,73.373,60.867,39.133,19.98,224,0.875,bicubic,-68.953,-38.173,-4
swin_s3_tiny_224,26.507,73.493,60.320,39.680,28.33,224,0.900,bicubic,-68.653,-38.610,+58
coatnet_rmlp_nano_rw_224,26.440,73.560,60.520,39.480,15.15,224,0.900,bicubic,-68.990,-38.510,+25
swinv2_tiny_window8_256,26.413,73.587,60.573,39.427,28.35,256,0.900,bicubic,-69.087,-38.387,+10
tf_efficientnet_b4.aa_in1k,26.293,73.707,60.107,39.893,19.34,380,0.922,bicubic,-69.607,-39.063,-44
tf_efficientnet_b4.ap_in1k,26.240,73.760,60.227,39.773,19.34,380,0.922,bicubic,-69.920,-39.053,-89
nfnet_l0,26.213,73.787,61.720,38.280,35.07,288,1.000,bicubic,-69.907,-37.640,-79
regnety_032,26.213,73.787,60.987,39.013,19.44,288,1.000,bicubic,-69.757,-38.203,-56
deit3_small_patch16_224,26.187,73.813,54.440,45.560,22.06,224,0.900,bicubic,-68.813,-44.590,+81
coatnext_nano_rw_224,26.173,73.827,59.560,40.440,14.70,224,0.900,bicubic,-69.257,-39.440,+17
ecaresnet50t,26.133,73.867,60.027,39.973,25.57,320,0.950,bicubic,-69.377,-39.093,+1
fbnetv3_g.ra2_in1k,26.107,73.893,61.053,38.947,16.62,288,0.950,bilinear,-69.413,-37.937,-2
ecaresnet101d,26.027,73.973,58.987,41.013,44.57,224,0.875,bicubic,-69.503,-39.833,-9
mobilevitv2_175_in22ft1k,26.013,73.987,58.480,41.520,14.25,256,0.888,bicubic,-69.217,-40.510,+38
flexivit_small.300ep_in1k,25.933,74.067,57.053,42.947,22.06,240,0.950,bicubic,-69.567,-42.067,+1
visformer_small,25.840,74.160,58.907,41.093,40.22,224,0.900,bicubic,-69.650,-39.993,+1
vit_small_patch16_384.augreg_in1k,25.813,74.187,57.613,42.387,22.20,384,1.000,bicubic,-69.477,-41.387,+28
halo2botnet50ts_256,25.587,74.413,56.893,43.107,22.64,256,0.950,bicubic,-69.803,-42.117,+16
coat_mini,25.520,74.480,57.693,42.307,10.34,224,0.900,bicubic,-69.450,-41.087,+73
vit_relpos_medium_patch16_rpn_224.sw_in1k,25.453,74.547,58.640,41.360,38.73,224,0.900,bicubic,-70.057,-40.440,-8
crossvit_15_240,25.453,74.547,57.560,42.440,27.53,240,0.875,bicubic,-69.697,-41.370,+44
vit_srelpos_medium_patch16_224.sw_in1k,25.400,74.600,58.453,41.547,38.74,224,0.900,bicubic,-69.830,-40.337,+29
xcit_small_12_p16_224,25.133,74.867,56.040,43.960,26.25,224,1.000,bicubic,-70.287,-42.570,+7
resnetv2_50x1_bit_distilled,25.107,74.893,59.613,40.387,25.55,224,0.875,bicubic,-71.023,-39.667,-98
convit_small,25.093,74.907,57.280,42.720,27.78,224,0.875,bicubic,-70.107,-41.620,+30
vit_base_patch16_rpn_224.in1k,25.080,74.920,58.653,41.347,86.54,224,0.900,bicubic,-70.300,-40.197,+9
gc_efficientnetv2_rw_t.agc_in1k,25.053,74.947,57.707,42.293,13.68,288,1.000,bicubic,-70.687,-41.313,-47
eca_nfnet_l0,24.827,75.173,60.093,39.907,24.14,288,1.000,bicubic,-71.123,-39.117,-72
xception41p,24.773,75.227,55.227,44.773,26.91,299,0.940,bicubic,-70.747,-43.693,-18
tnt_s_patch16_224,24.733,75.267,58.187,41.813,23.76,224,0.900,bicubic,-70.307,-40.773,+55
convnext_nano_ols.d1h_in1k,24.520,75.480,57.053,42.947,15.65,288,1.000,bicubic,-70.610,-41.967,+37
resnetv2_50d_evos,24.480,75.520,56.387,43.613,25.59,288,0.950,bicubic,-71.130,-42.643,-37
xcit_tiny_12_p16_384_dist,24.453,75.547,57.080,42.920,6.72,384,1.000,bicubic,-70.677,-41.640,+34
cs3darknet_x,24.373,75.627,57.813,42.187,35.05,288,1.000,bicubic,-71.487,-41.397,-68
efficientnetv2_rw_t.ra2_in1k,24.333,75.667,57.400,42.600,13.65,288,1.000,bicubic,-71.277,-41.670,-41
ssl_resnext101_32x4d,24.173,75.827,57.413,42.587,44.18,224,0.875,bilinear,-71.267,-41.377,-15
swinv2_cr_tiny_ns_224,24.133,75.867,58.213,41.787,28.33,224,0.900,bicubic,-71.237,-40.937,+1
twins_svt_small,24.133,75.867,57.147,42.853,24.06,224,0.900,bicubic,-71.067,-41.733,+18
coatnet_nano_rw_224,24.120,75.880,57.173,42.827,15.14,224,0.900,bicubic,-71.130,-41.807,+10
vit_small_r26_s32_224.augreg_in21k_ft_in1k,24.080,75.920,56.213,43.787,36.43,224,0.900,bicubic,-71.550,-42.977,-47
vit_relpos_small_patch16_224.sw_in1k,24.040,75.960,58.173,41.827,21.98,224,0.900,bicubic,-71.120,-40.707,+16
poolformer_m48,24.040,75.960,57.293,42.707,73.47,224,0.950,bicubic,-71.600,-41.647,-51
mobilevitv2_150_in22ft1k,24.040,75.960,55.933,44.067,10.59,256,0.888,bicubic,-71.100,-42.927,+24
tf_efficientnet_b2.ns_jft_in1k,24.013,75.987,57.293,42.707,9.11,260,0.890,bicubic,-71.757,-41.697,-67
convnext_nano.d1h_in1k,24.000,76.000,56.187,43.813,15.59,288,1.000,bicubic,-71.350,-42.673,-6
cs3sedarknet_l,23.973,76.027,58.720,41.280,21.91,288,0.950,bicubic,-71.337,-40.400,-3
resnetv2_50d_gn,23.920,76.080,56.320,43.680,25.57,288,0.950,bicubic,-71.510,-42.400,-22
vit_small_patch32_384.augreg_in21k_ft_in1k,23.773,76.227,57.307,42.693,22.92,384,1.000,bicubic,-71.277,-41.683,+33
lamhalobotnet50ts_256,23.600,76.400,55.267,44.733,22.57,256,0.950,bicubic,-71.560,-43.553,+13
resnet152,23.560,76.440,53.653,46.347,60.19,224,0.950,bicubic,-72.320,-45.417,-88
nasnetalarge,23.493,76.507,55.027,44.973,88.75,331,0.911,bicubic,-72.187,-43.903,-63
crossvit_small_240,23.453,76.547,56.827,43.173,26.86,240,0.875,bicubic,-71.377,-42.193,+55
levit_384,23.440,76.560,56.387,43.613,39.13,224,0.900,bicubic,-72.090,-42.743,-48
pnasnet5large,23.333,76.667,53.640,46.360,86.06,331,0.911,bicubic,-72.377,-45.280,-71
efficientnet_b3.ra2_in1k,23.213,76.787,55.960,44.040,12.23,320,1.000,bicubic,-72.497,-43.080,-73
jx_nest_tiny,23.200,76.800,56.227,43.773,17.06,224,0.875,bicubic,-72.050,-42.643,-8
efficientformer_l3,23.160,76.840,57.120,42.880,31.41,224,0.950,bicubic,-72.440,-42.040,-61
resnet61q,22.987,77.013,55.760,44.240,36.85,288,1.000,bicubic,-72.783,-43.360,-80
vit_srelpos_small_patch16_224.sw_in1k,22.920,77.080,55.720,44.280,21.97,224,0.900,bicubic,-72.120,-43.210,+23
vit_base_patch32_clip_224.laion2b_ft_in1k,22.867,77.133,54.973,45.027,88.22,224,0.900,bicubic,-72.663,-44.077,-54
resmlp_big_24_224,22.853,77.147,54.307,45.693,129.14,224,0.875,bicubic,-71.807,-44.173,+62
halonet50ts,22.813,77.187,54.013,45.987,22.73,256,0.940,bicubic,-72.287,-44.767,+10
twins_pcpvt_small,22.720,77.280,56.853,43.147,24.11,224,0.900,bicubic,-72.490,-42.027,-9
vit_base_patch32_clip_224.openai_ft_in1k,22.573,77.427,55.293,44.707,88.22,224,0.900,bicubic,-72.547,-43.687,+7
poolformer_m36,22.520,77.480,55.253,44.747,56.17,224,0.950,bicubic,-72.860,-43.677,-29
vit_base_patch32_224.augreg_in21k_ft_in1k,22.400,77.600,53.933,46.067,88.22,224,0.900,bicubic,-72.600,-44.527,+23
pit_s_distilled_224,22.360,77.640,57.120,42.880,24.04,224,0.900,bicubic,-72.880,-41.930,-17
xcit_tiny_12_p8_224_dist,22.080,77.920,54.307,45.693,6.71,224,1.000,bicubic,-73.000,-44.603,+9
tresnet_m,21.680,78.320,53.840,46.160,31.39,224,0.875,bilinear,-74.040,-45.190,-88
maxvit_rmlp_pico_rw_256,21.253,78.747,51.880,48.120,7.52,256,0.950,bicubic,-73.377,-46.880,+56
convmixer_1536_20,21.200,78.800,55.560,44.440,51.63,224,0.960,bicubic,-73.860,-43.470,+9
swin_tiny_patch4_window7_224,21.173,78.827,55.973,44.027,28.29,224,0.900,bicubic,-73.967,-42.877,-6
pit_s_224,21.080,78.920,53.573,46.427,23.46,224,0.900,bicubic,-73.510,-45.137,+58
xcit_tiny_12_p8_224,21.027,78.973,52.453,47.547,6.71,224,1.000,bicubic,-73.653,-46.377,+45
resnet51q,20.960,79.040,55.720,44.280,35.70,288,1.000,bilinear,-74.900,-43.400,-109
regnetz_b16,20.960,79.040,53.853,46.147,9.72,288,0.940,bicubic,-74.110,-44.977,+3
resnetrs101,20.893,79.107,52.813,47.187,63.62,288,0.940,bicubic,-74.537,-46.177,-51
deit_small_distilled_patch16_224,20.707,79.293,55.133,44.867,22.44,224,0.900,bicubic,-74.003,-43.897,+39
sebotnet33ts_256,20.707,79.293,48.800,51.200,13.70,256,0.940,bicubic,-73.883,-49.700,+53
resnest50d_4s2x40d,20.387,79.613,52.800,47.200,30.42,224,0.875,bicubic,-74.573,-46.270,+13
resnetaa50,20.093,79.907,51.920,48.080,25.56,288,1.000,bicubic,-75.117,-47.010,-28
ssl_resnext50_32x4d,20.000,80.000,53.613,46.387,25.03,224,0.875,bilinear,-74.870,-45.267,+20
haloregnetz_b,19.987,80.013,49.987,50.013,11.68,224,0.940,bicubic,-74.713,-48.673,+35
resnetv2_101,19.920,80.080,49.280,50.720,44.54,224,0.950,bicubic,-75.720,-49.380,-94
xcit_nano_12_p8_384_dist,19.787,80.213,50.587,49.413,3.05,384,1.000,bicubic,-73.713,-47.773,+165
tresnet_xl,19.640,80.360,53.133,46.867,78.44,224,0.875,bilinear,-75.800,-45.707,-64
resnet101,19.307,80.693,49.507,50.493,44.55,224,0.950,bicubic,-76.043,-49.353,-48
gluon_senet154,19.307,80.693,47.533,52.467,115.09,224,0.875,bicubic,-75.613,-51.277,+11
rexnet_200,19.227,80.773,52.720,47.280,16.37,224,0.875,bicubic,-75.713,-46.290,+5
levit_256,19.200,80.800,50.067,49.933,18.89,224,0.900,bicubic,-75.810,-48.843,-2
repvgg_b3,19.107,80.893,50.253,49.747,123.09,224,0.875,bilinear,-75.463,-48.527,+42
lambda_resnet50ts,19.093,80.907,49.267,50.733,21.54,256,0.950,bicubic,-75.677,-49.303,+20
mixer_b16_224_miil,19.053,80.947,51.227,48.773,59.88,224,0.875,bilinear,-76.247,-47.653,-50
legacy_senet154,19.053,80.947,47.947,52.053,115.09,224,0.875,bilinear,-76.017,-51.103,-14
mobilevitv2_200,18.920,81.080,50.533,49.467,18.45,256,0.888,bicubic,-75.910,-48.347,+14
deit_small_patch16_224,18.907,81.093,51.413,48.587,22.05,224,0.900,bicubic,-75.493,-47.487,+64
gluon_seresnext101_64x4d,18.907,81.093,49.187,50.813,88.23,224,0.875,bicubic,-76.023,-49.643,-1
gcvit_xxtiny,18.720,81.280,53.347,46.653,12.00,224,0.875,bicubic,-75.680,-45.343,+60
tf_efficientnet_b1.ns_jft_in1k,18.693,81.307,51.667,48.333,7.79,240,0.882,bicubic,-76.477,-47.293,-42
edgenext_small,18.653,81.347,53.613,46.387,5.59,320,1.000,bicubic,-76.747,-45.487,-67
poolformer_s36,18.400,81.600,51.867,48.133,30.86,224,0.900,bicubic,-76.690,-47.033,-28
seresnext50_32x4d,18.360,81.640,50.973,49.027,27.56,224,0.875,bicubic,-76.680,-47.857,-18
cs3darknet_l,18.307,81.693,51.880,48.120,21.16,288,0.950,bicubic,-76.813,-47.110,-33
cait_xxs36_224,18.253,81.747,49.427,50.573,17.30,224,1.000,bicubic,-76.007,-49.293,+67
ecaresnet50d,18.227,81.773,51.893,48.107,25.58,224,0.875,bicubic,-76.403,-46.997,+20
sehalonet33ts,18.200,81.800,47.787,52.213,13.69,256,0.940,bicubic,-76.570,-50.683,+5
tf_efficientnet_lite4.in1k,18.133,81.867,50.707,49.293,13.01,380,0.920,bilinear,-76.757,-48.143,-7
vit_tiny_patch16_384.augreg_in21k_ft_in1k,18.027,81.973,50.307,49.693,5.79,384,1.000,bicubic,-75.623,-48.293,+127
mobilevitv2_175,17.773,82.227,49.760,50.240,14.25,256,0.888,bicubic,-77.127,-49.110,-10
resnest50d_1s4x24d,17.693,82.307,49.800,50.200,25.68,224,0.875,bicubic,-77.057,-49.180,+3
resnest50d,17.373,82.627,50.707,49.293,27.48,224,0.875,bilinear,-77.457,-48.003,-4
gluon_seresnext101_32x4d,17.373,82.627,46.373,53.627,48.96,224,0.875,bicubic,-77.547,-52.387,-14
efficientnet_el.ra_in1k,17.347,82.653,49.987,50.013,10.59,300,0.904,bicubic,-77.773,-48.993,-44
convnext_pico.d1_in1k,17.333,82.667,50.213,49.787,9.05,288,0.950,bicubic,-77.407,-48.527,+1
inception_v4,17.267,82.733,45.920,54.080,42.68,299,0.875,bicubic,-77.113,-52.660,+46
tf_efficientnet_b3.ap_in1k,17.187,82.813,49.680,50.320,12.23,300,0.904,bicubic,-78.133,-49.220,-74
xcit_tiny_24_p16_224_dist,17.173,82.827,47.453,52.547,12.12,224,1.000,bicubic,-77.357,-51.177,+24
tf_efficientnet_b3.aa_in1k,17.000,83.000,49.267,50.733,12.23,300,0.904,bicubic,-78.010,-49.793,-31
xception71,17.000,83.000,45.520,54.480,42.34,299,0.903,bicubic,-77.280,-53.120,+51
cs3darknet_focus_l,16.960,83.040,50.453,49.547,21.15,288,0.950,bicubic,-78.210,-48.657,-62
resmlp_36_distilled_224,16.880,83.120,51.467,48.533,44.69,224,0.875,bicubic,-78.010,-47.553,-20
gluon_resnext101_64x4d,16.853,83.147,44.213,55.787,83.46,224,0.875,bicubic,-77.817,-54.437,-2
tf_efficientnetv2_b3.in1k,16.667,83.333,48.680,51.320,14.36,300,0.904,bicubic,-78.493,-50.270,-60
tresnet_l,16.600,83.400,49.920,50.080,55.99,224,0.875,bilinear,-78.680,-49.090,-78
inception_resnet_v2,16.573,83.427,44.960,55.040,55.84,299,0.897,bicubic,-77.967,-53.890,+13
gluon_resnet152_v1s,16.573,83.427,44.533,55.467,60.32,224,0.875,bicubic,-78.467,-54.347,-43
gluon_resnet152_v1d,16.573,83.427,44.280,55.720,60.21,224,0.875,bicubic,-78.167,-54.420,-11
convnext_pico_ols.d1_in1k,16.520,83.480,49.733,50.267,9.06,288,1.000,bicubic,-78.100,-49.127,+1
gmlp_s16_224,16.520,83.480,45.120,54.880,19.42,224,0.875,bicubic,-77.640,-53.380,+58
resmlp_24_distilled_224,16.467,83.533,50.387,49.613,30.02,224,0.875,bicubic,-77.993,-48.353,+22
mobilevitv2_150,16.453,83.547,48.453,51.547,10.59,256,0.888,bicubic,-78.097,-50.297,+7
gluon_xception65,16.440,83.560,46.027,53.973,39.92,299,0.903,bicubic,-77.820,-52.693,+41
gernet_l,16.373,83.627,47.213,52.787,31.08,256,0.875,bilinear,-78.717,-51.697,-59
gcresnet50t,16.360,83.640,48.240,51.760,25.90,256,0.900,bicubic,-78.490,-50.550,-29
xcit_tiny_24_p16_224,16.307,83.693,45.960,54.040,12.12,224,1.000,bicubic,-77.773,-52.490,+59
wide_resnet50_2,16.280,83.720,48.347,51.653,68.88,224,0.875,bicubic,-78.800,-50.623,-60
gcresnext50ts,16.240,83.760,46.533,53.467,15.67,256,0.900,bicubic,-78.250,-52.137,+8
ens_adv_inception_resnet_v2,16.240,83.760,43.640,56.360,55.84,299,0.897,bicubic,-77.920,-55.000,+49
repvgg_b3g4,16.213,83.787,47.653,52.347,83.83,224,0.875,bilinear,-78.307,-51.317,+4
ssl_resnet50,15.960,84.040,49.467,50.533,25.56,224,0.875,bilinear,-78.490,-49.453,+14
edgenext_small_rw,15.933,84.067,49.653,50.347,7.83,320,1.000,bicubic,-78.727,-49.137,-19
regnety_320,15.627,84.373,44.827,55.173,145.05,224,0.875,bicubic,-78.913,-53.963,-3
vit_base_patch32_384.augreg_in1k,15.613,84.387,44.107,55.893,88.30,384,1.000,bicubic,-78.027,-54.293,+93
ecaresnet101d_pruned,15.600,84.400,48.027,51.973,24.88,224,0.875,bicubic,-79.480,-50.953,-69
convmixer_768_32,15.533,84.467,47.933,52.067,21.11,224,0.960,bicubic,-78.967,-50.917,-1
ecaresnet26t,15.467,84.533,47.920,52.080,16.01,320,0.950,bicubic,-78.843,-50.560,+21
coat_tiny,15.413,84.587,45.600,54.400,5.50,224,0.900,bicubic,-78.177,-52.830,+95
skresnext50_32x4d,15.373,84.627,44.493,55.507,27.48,224,0.875,bicubic,-78.887,-53.967,+26
vit_relpos_base_patch32_plus_rpn_256.sw_in1k,15.267,84.733,42.627,57.373,119.42,256,0.900,bicubic,-78.453,-55.913,+81
ecaresnetlight,15.160,84.840,45.827,54.173,30.16,224,0.875,bicubic,-79.610,-52.973,-41
cait_xxs24_224,15.160,84.840,44.960,55.040,11.96,224,1.000,bicubic,-78.440,-53.580,+91
vit_base_patch16_224.augreg_in1k,14.987,85.013,41.987,58.013,86.57,224,0.900,bicubic,-78.643,-56.253,+86
levit_192,14.893,85.107,44.920,55.080,10.95,224,0.900,bicubic,-79.277,-53.620,+31
rexnet_150,14.720,85.280,46.907,53.093,9.73,224,0.875,bicubic,-79.760,-51.883,-5
darknet53,14.693,85.307,47.120,52.880,41.61,288,1.000,bicubic,-79.937,-51.770,-31
resnext50_32x4d,14.613,85.387,44.187,55.813,25.03,224,0.950,bicubic,-79.947,-54.423,-20
darknetaa53,14.573,85.427,45.413,54.587,36.02,288,1.000,bilinear,-79.897,-53.357,-7
coat_lite_mini,14.507,85.493,44.507,55.493,11.01,224,0.900,bicubic,-79.553,-54.053,+38
efficientnet_el_pruned.in1k,14.480,85.520,46.120,53.880,10.59,300,0.904,bicubic,-79.920,-52.620,0
seresnet33ts,14.440,85.560,46.107,53.893,19.78,256,0.900,bicubic,-80.420,-52.423,-58
efficientnet_b2.ra_in1k,14.440,85.560,46.080,53.920,9.11,288,1.000,bicubic,-80.170,-52.630,-30
poolformer_s24,14.267,85.733,47.240,52.760,21.39,224,0.900,bicubic,-80.293,-51.550,-28
seresnet50,14.147,85.853,45.467,54.533,28.09,224,0.875,bicubic,-80.403,-53.243,-27
legacy_seresnext101_32x4d,14.147,85.853,42.973,57.027,48.96,224,0.875,bilinear,-80.223,-55.677,-1
fbnetv3_d.ra2_in1k,14.133,85.867,46.453,53.547,10.31,256,0.950,bilinear,-79.797,-52.287,+42
eca_resnet33ts,14.093,85.907,47.347,52.653,19.68,256,0.900,bicubic,-80.097,-51.413,+14
gernet_m,14.013,85.987,46.067,53.933,21.14,224,0.875,bilinear,-80.607,-52.703,-39
pvt_v2_b1,14.000,86.000,47.720,52.280,14.01,224,0.900,bicubic,-79.820,-50.940,+52
mobilevitv2_125,13.987,86.013,44.933,55.067,7.48,256,0.888,bicubic,-79.973,-53.657,+35
gluon_resnext101_32x4d,13.867,86.133,41.653,58.347,44.18,224,0.875,bicubic,-80.663,-57.127,-28
gcresnet33ts,13.760,86.240,45.053,54.947,19.88,256,0.900,bicubic,-80.710,-53.717,-20
gluon_seresnext50_32x4d,13.600,86.400,43.760,56.240,27.56,224,0.875,bicubic,-80.740,-54.850,-7
resmlp_36_224,13.507,86.493,46.693,53.307,44.69,224,0.875,bicubic,-80.683,-51.647,+8
resnet50_gn,13.453,86.547,42.747,57.253,25.56,224,0.940,bicubic,-80.897,-55.963,-10
repvgg_b2g4,13.440,86.560,43.787,56.213,61.76,224,0.875,bilinear,-80.420,-54.803,+41
vit_small_patch16_224.augreg_in1k,13.400,86.600,41.400,58.600,22.05,224,0.900,bicubic,-80.490,-57.040,+38
eca_botnext26ts_256,13.373,86.627,42.160,57.840,10.59,256,0.950,bicubic,-80.417,-56.340,+46
ese_vovnet39b,13.320,86.680,43.813,56.187,24.57,224,0.875,bicubic,-80.770,-54.847,+15
regnetx_320,13.307,86.693,40.720,59.280,107.81,224,0.875,bicubic,-81.153,-58.050,-26
pit_xs_distilled_224,13.240,86.760,44.573,55.427,11.00,224,0.900,bicubic,-80.570,-53.837,+41
efficientnet_b3_pruned.in1k,13.173,86.827,45.213,54.787,9.86,300,0.904,bicubic,-81.457,-53.607,-54
gluon_resnet101_v1d,13.160,86.840,41.493,58.507,44.57,224,0.875,bicubic,-81.060,-57.057,-4
mixnet_xl.ra_in1k,13.120,86.880,43.253,56.747,11.90,224,0.875,bicubic,-81.070,-55.407,-1
cspresnext50,13.080,86.920,44.920,55.080,20.57,256,0.887,bilinear,-81.760,-53.850,-78
efficientformer_l1,13.027,86.973,45.600,54.400,12.29,224,0.950,bicubic,-81.463,-53.230,-40
eca_halonext26ts,12.960,87.040,42.773,57.227,10.76,256,0.940,bicubic,-81.080,-55.717,+11
nf_regnet_b1,12.947,87.053,44.400,55.600,10.22,288,0.900,bicubic,-81.173,-54.340,+5
mobilevit_s,12.880,87.120,40.773,59.227,5.58,256,0.900,bicubic,-80.300,-57.647,+88
pit_xs_224,12.813,87.187,42.840,57.160,10.62,224,0.900,bicubic,-80.297,-55.550,+94
gluon_inception_v3,12.640,87.360,40.493,59.507,23.83,299,0.875,bicubic,-80.820,-58.077,+63
crossvit_9_dagger_240,12.573,87.427,41.773,58.227,8.78,240,0.875,bicubic,-80.327,-56.467,+104
coat_lite_tiny,12.520,87.480,41.160,58.840,5.72,224,0.900,bicubic,-80.720,-57.100,+82
convnext_femto_ols.d1_in1k,12.493,87.507,44.000,56.000,5.23,288,0.950,bicubic,-81.427,-54.520,+15
resmlp_24_224,12.493,87.507,43.427,56.573,30.02,224,0.875,bicubic,-81.527,-54.903,+4
regnety_120,12.427,87.573,42.200,57.800,51.82,224,0.875,bicubic,-82.053,-56.610,-47
efficientnet_em.ra2_in1k,12.360,87.640,43.880,56.120,6.90,240,0.882,bicubic,-81.480,-54.930,+21
hrnet_w64,12.027,87.973,40.787,59.213,128.06,224,0.875,bilinear,-81.983,-57.823,+3
cspdarknet53,12.013,87.987,43.253,56.747,27.64,256,0.887,bilinear,-82.647,-55.547,-77
xcit_tiny_12_p16_224_dist,11.947,88.053,40.133,59.867,6.72,224,1.000,bicubic,-81.443,-58.367,+61
gluon_resnet101_v1s,11.880,88.120,40.973,59.027,44.67,224,0.875,bicubic,-82.840,-57.847,-84
gmixer_24_224,11.853,88.147,37.773,62.227,24.72,224,0.875,bicubic,-80.977,-60.407,+99
nf_resnet50,11.760,88.240,45.933,54.067,25.56,288,0.940,bicubic,-82.800,-52.947,-67
fbnetv3_b.ra2_in1k,11.747,88.253,44.387,55.613,8.60,256,0.950,bilinear,-82.213,-54.243,-1
resnet50d,11.693,88.307,42.453,57.547,25.58,224,0.875,bicubic,-82.567,-56.117,-32
dpn92,11.627,88.373,40.267,59.733,37.67,224,0.875,bicubic,-82.603,-58.463,-29
xception41,11.600,88.400,39.133,60.867,26.97,299,0.903,bicubic,-81.830,-59.297,+51
botnet26t_256,11.587,88.413,40.147,59.853,12.49,256,0.950,bicubic,-81.933,-58.363,+41
dla102x2,11.573,88.427,41.293,58.707,41.28,224,0.875,bilinear,-82.377,-57.197,-3
vit_small_patch32_224.augreg_in21k_ft_in1k,11.480,88.520,39.573,60.427,22.88,224,0.900,bicubic,-80.560,-58.717,+138
levit_128,11.427,88.573,40.267,59.733,9.21,224,0.900,bicubic,-81.913,-58.113,+53
lambda_resnet26t,11.373,88.627,40.240,59.760,10.96,256,0.940,bicubic,-82.467,-58.400,+7
efficientnet_b2_pruned.in1k,11.360,88.640,42.027,57.973,8.31,260,0.890,bicubic,-82.780,-56.643,-23
tf_efficientnet_el.in1k,11.333,88.667,42.040,57.960,10.59,300,0.904,bicubic,-83.077,-56.670,-56
xcit_nano_12_p16_384_dist,11.253,88.747,39.867,60.133,3.05,384,1.000,bicubic,-80.567,-58.153,+146
convnext_femto.d1_in1k,11.240,88.760,42.827,57.173,5.22,288,0.950,bicubic,-82.680,-55.783,-5
halonet26t,11.133,88.867,38.800,61.200,12.48,256,0.950,bicubic,-82.847,-59.700,-15
vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,11.093,88.907,39.987,60.013,6.36,384,1.000,bicubic,-80.947,-58.243,+128
gluon_resnet152_v1c,11.093,88.907,37.120,62.880,60.21,224,0.875,bicubic,-83.067,-61.480,-32
hrnet_w48,11.080,88.920,40.320,59.680,77.47,224,0.875,bilinear,-82.840,-58.290,-11
dpn107,11.080,88.920,38.693,61.307,86.92,224,0.875,bicubic,-83.230,-59.947,-50
ecaresnet50d_pruned,11.027,88.973,41.947,58.053,19.94,224,0.875,bicubic,-83.193,-56.783,-44
mobilevitv2_100,11.027,88.973,40.600,59.400,4.90,256,0.888,bicubic,-82.243,-57.680,+50
tf_efficientnetv2_b2.in1k,11.027,88.973,39.760,60.240,10.10,260,0.890,bicubic,-83.393,-58.810,-67
adv_inception_v3,11.013,88.987,36.720,63.280,23.83,299,0.875,bicubic,-81.867,-61.420,+72
resnetv2_50,10.960,89.040,39.373,60.627,25.55,224,0.950,bicubic,-83.480,-59.367,-70
xcit_tiny_12_p16_224,10.960,89.040,37.040,62.960,6.72,224,1.000,bicubic,-81.540,-61.020,+99
tf_efficientnet_b0.ns_jft_in1k,10.933,89.067,40.067,59.933,5.29,224,0.875,bicubic,-82.697,-58.573,+10
tf_inception_v3,10.840,89.160,36.880,63.120,23.83,299,0.875,bicubic,-82.480,-61.150,+39
xcit_nano_12_p8_224_dist,10.787,89.213,38.080,61.920,3.05,224,1.000,bicubic,-81.303,-60.080,+114
dpn131,10.787,89.213,37.200,62.800,79.25,224,0.875,bicubic,-83.223,-61.520,-30
tf_efficientnet_b2.ap_in1k,10.533,89.467,40.107,59.893,9.11,260,0.890,bicubic,-83.957,-58.513,-84
resnext50d_32x4d,10.413,89.587,39.733,60.267,25.05,224,0.875,bicubic,-83.767,-58.837,-49
rexnet_130,10.400,89.600,41.547,58.453,7.56,224,0.875,bicubic,-83.500,-56.853,-22
xcit_nano_12_p8_224,10.333,89.667,36.987,63.013,3.05,224,1.000,bicubic,-80.687,-60.813,+150
hrnet_w44,10.320,89.680,39.507,60.493,67.06,224,0.875,bilinear,-83.230,-59.193,+9
lambda_resnet26rpt_256,10.253,89.747,38.093,61.907,10.99,256,0.940,bicubic,-83.457,-60.417,-5
resnext101_32x8d,10.187,89.813,37.827,62.173,88.79,224,0.875,bilinear,-83.643,-60.753,-18
regnetx_160,10.147,89.853,38.000,62.000,54.28,224,0.875,bicubic,-83.973,-60.630,-47
resnet50,10.133,89.867,37.867,62.133,25.56,224,0.950,bicubic,-84.187,-60.573,-74
dpn98,10.133,89.867,36.587,63.413,61.57,224,0.875,bicubic,-83.997,-61.983,-49
legacy_seresnext50_32x4d,10.107,89.893,39.200,60.800,27.56,224,0.875,bilinear,-83.623,-59.380,-13
resnetrs50,10.093,89.907,37.507,62.493,35.69,224,0.910,bicubic,-84.217,-61.213,-74
inception_v3,10.027,89.973,35.227,64.773,23.83,299,0.875,bicubic,-82.693,-62.743,+67
efficientnet_b1.ft_in1k,10.013,89.987,37.547,62.453,7.79,256,1.000,bicubic,-83.237,-60.743,+29
xception,9.987,90.013,38.027,61.973,22.86,299,0.897,bicubic,-83.473,-60.463,+9
dpn68b,9.787,90.213,38.053,61.947,12.61,224,0.875,bicubic,-83.903,-60.457,-14
gluon_resnet152_v1b,9.747,90.253,36.067,63.933,60.19,224,0.875,bicubic,-84.333,-62.453,-52
tf_efficientnet_lite3.in1k,9.667,90.333,39.000,61.000,8.20,300,0.904,bilinear,-84.533,-59.640,-69
tf_efficientnet_b2.aa_in1k,9.653,90.347,38.880,61.120,9.11,260,0.890,bicubic,-84.707,-59.730,-86
tf_efficientnet_cc_b1_8e.in1k,9.573,90.427,36.773,63.227,39.72,240,0.882,bicubic,-84.327,-61.487,-38
res2net101_26w_4s,9.520,90.480,35.027,64.973,45.21,224,0.875,bilinear,-84.230,-63.283,-25
legacy_seresnet152,9.347,90.653,37.413,62.587,66.82,224,0.875,bilinear,-84.053,-60.937,+7
cspresnet50,9.253,90.747,39.640,60.360,21.62,256,0.887,bilinear,-84.487,-59.000,-26
resnet33ts,9.240,90.760,38.667,61.333,19.68,256,0.900,bicubic,-84.360,-59.773,-14
hrnet_w40,9.227,90.773,36.893,63.107,57.56,224,0.875,bilinear,-84.263,-61.687,-3
regnetx_120,9.187,90.813,37.200,62.800,46.11,224,0.875,bicubic,-85.053,-61.450,-81
seresnext26d_32x4d,9.147,90.853,36.840,63.160,16.81,224,0.875,bicubic,-83.553,-61.310,+54
resnest26d,9.080,90.920,37.853,62.147,17.07,224,0.875,bilinear,-84.250,-60.497,+5
crossvit_tiny_240,9.080,90.920,34.600,65.400,7.01,240,0.875,bicubic,-81.170,-62.990,+144
vit_tiny_patch16_224.augreg_in21k_ft_in1k,9.067,90.933,34.573,65.427,5.72,224,0.900,bicubic,-82.693,-63.287,+102
vit_base_patch16_224.sam,8.987,91.013,36.173,63.827,86.57,224,0.900,bicubic,-85.153,-62.357,-73
gluon_resnext50_32x4d,8.947,91.053,36.333,63.667,25.03,224,0.875,bicubic,-84.863,-62.337,-40
seresnext26t_32x4d,8.893,91.107,36.907,63.093,16.81,224,0.875,bicubic,-83.927,-61.463,+37
rexnet_100,8.893,91.107,36.373,63.627,4.80,224,0.875,bicubic,-84.137,-61.927,+26
bat_resnext26ts,8.867,91.133,36.427,63.573,10.73,256,0.900,bicubic,-84.463,-62.203,+1
mixnet_l.ft_in1k,8.853,91.147,36.187,63.813,7.33,224,0.875,bicubic,-84.597,-62.033,-10
convit_tiny,8.840,91.160,34.360,65.640,5.71,224,0.875,bicubic,-81.790,-63.380,+130
mobilenetv3_large_100.miil_in21k_ft_in1k,8.840,91.160,32.973,67.027,5.48,224,0.875,bilinear,-83.420,-64.667,+69
resnet32ts,8.760,91.240,37.200,62.800,17.96,256,0.900,bicubic,-84.700,-61.330,-14
gcresnext26ts,8.680,91.320,35.733,64.267,10.48,256,0.900,bicubic,-84.090,-62.307,+34
levit_128s,8.653,91.347,33.107,66.893,7.78,224,0.900,bicubic,-83.317,-64.953,+80
dla169,8.640,91.360,36.040,63.960,53.39,224,0.875,bilinear,-84.700,-62.560,-10
hrnet_w30,8.613,91.387,37.040,62.960,37.71,224,0.875,bilinear,-84.587,-61.370,+2
mixer_b16_224,8.600,91.400,29.413,70.587,59.88,224,0.875,bicubic,-83.270,-68.507,+83
convnext_atto_ols.a2_in1k,8.560,91.440,35.067,64.933,3.70,288,0.950,bicubic,-84.520,-63.403,+9
legacy_seresnet101,8.533,91.467,36.013,63.987,49.33,224,0.875,bilinear,-84.747,-62.497,-5
tf_efficientnet_b1.ap_in1k,8.453,91.547,35.253,64.747,7.79,240,0.882,bicubic,-85.237,-63.107,-44
repvgg_b2,8.427,91.573,36.467,63.533,89.02,224,0.875,bilinear,-85.073,-62.263,-29
resmlp_12_distilled_224,8.307,91.693,36.853,63.147,15.35,224,0.875,bicubic,-84.523,-61.287,+20
crossvit_9_240,8.280,91.720,34.107,65.893,8.55,240,0.875,bicubic,-82.360,-63.633,+116
resnetblur50,8.240,91.760,37.400,62.600,25.56,224,0.875,bicubic,-85.720,-61.160,-78
dla102x,8.200,91.800,37.013,62.987,26.31,224,0.875,bilinear,-85.320,-61.287,-35
eca_resnext26ts,8.080,91.920,35.960,64.040,10.30,256,0.900,bicubic,-84.530,-62.300,+36
hrnet_w32,8.040,91.960,37.507,62.493,41.23,224,0.875,bilinear,-85.490,-60.943,-38
cs3darknet_m,8.000,92.000,36.520,63.480,9.31,288,0.950,bicubic,-85.350,-62.080,-24
res2net50_26w_8s,8.000,92.000,33.853,66.147,48.40,224,0.875,bilinear,-85.540,-64.407,-41
vit_base_patch32_224.augreg_in1k,8.000,92.000,30.467,69.533,88.22,224,0.900,bicubic,-83.190,-66.913,+90
gluon_resnet101_v1c,7.987,92.013,33.360,66.640,44.57,224,0.875,bicubic,-85.683,-65.060,-54
gluon_resnet50_v1d,7.920,92.080,35.000,65.000,25.58,224,0.875,bicubic,-85.850,-63.390,-65
mobilevitv2_075,7.800,92.200,33.640,66.360,2.87,256,0.888,bicubic,-83.960,-64.400,+73
dla60_res2next,7.787,92.213,34.987,65.013,17.03,224,0.875,bilinear,-85.393,-63.443,-13
mobilevit_xs,7.733,92.267,32.507,67.493,2.32,256,0.900,bicubic,-83.097,-65.413,+99
densenetblur121d,7.720,92.280,34.733,65.267,8.00,224,0.875,bicubic,-84.190,-63.337,+61
deit_tiny_distilled_patch16_224,7.707,92.293,33.560,66.440,5.91,224,0.900,bicubic,-82.993,-64.010,+99
tf_efficientnetv2_b1.in1k,7.693,92.307,34.653,65.347,8.14,240,0.882,bicubic,-86.247,-63.967,-89
convnext_atto.d2_in1k,7.600,92.400,35.040,64.960,3.70,288,0.950,bicubic,-85.190,-63.020,+7
dla60_res2net,7.560,92.440,34.627,65.373,20.85,224,0.875,bilinear,-85.620,-63.783,-20
efficientnet_b1_pruned.in1k,7.440,92.560,34.533,65.467,6.33,240,0.882,bicubic,-85.330,-63.727,+7
wide_resnet101_2,7.360,92.640,34.147,65.853,126.89,224,0.875,bilinear,-86.360,-63.923,-70
regnetx_064,7.333,92.667,34.373,65.627,26.21,224,0.875,bicubic,-86.557,-64.257,-87
deit_tiny_patch16_224,7.307,92.693,30.707,69.293,5.72,224,0.900,bicubic,-82.363,-66.743,+112
edgenext_x_small,7.280,92.720,30.947,69.053,2.34,288,1.000,bicubic,-84.440,-66.923,+64
hardcorenas_e,7.240,92.760,33.293,66.707,8.07,224,0.875,bilinear,-85.330,-64.817,+18
gluon_resnet101_v1b,7.227,92.773,32.773,67.227,44.55,224,0.875,bicubic,-86.523,-65.607,-79
efficientnet_b0.ra_in1k,7.213,92.787,34.013,65.987,5.29,224,0.875,bicubic,-85.477,-64.277,+8
gluon_resnet50_v1s,7.213,92.787,33.507,66.493,25.68,224,0.875,bicubic,-86.407,-64.953,-67
tf_mixnet_l.in1k,7.147,92.853,31.613,68.387,7.33,224,0.875,bicubic,-86.163,-66.417,-39
tf_efficientnet_b1.aa_in1k,7.133,92.867,33.040,66.960,7.79,240,0.882,bicubic,-86.367,-65.490,-57
tf_efficientnet_cc_b0_8e.in1k,7.120,92.880,31.787,68.213,24.01,224,0.875,bicubic,-85.710,-66.093,-11
convmixer_1024_20_ks9_p14,7.093,92.907,33.053,66.947,24.38,224,0.960,bicubic,-85.337,-65.217,+18
seresnext26ts,7.040,92.960,34.933,65.067,10.39,256,0.900,bicubic,-85.650,-63.137,+1
resmlp_12_224,7.013,92.987,33.947,66.053,15.35,224,0.875,bicubic,-85.197,-64.213,+28
cs3darknet_focus_m,6.947,93.053,34.600,65.400,9.30,288,0.950,bicubic,-86.003,-63.790,-21
hardcorenas_f,6.827,93.173,34.093,65.907,8.20,224,0.875,bilinear,-86.123,-64.067,-21
ese_vovnet19b_dw,6.733,93.267,33.413,66.587,6.54,224,0.875,bicubic,-85.557,-64.677,+20
selecsls60b,6.733,93.267,33.267,66.733,32.77,224,0.875,bicubic,-86.567,-65.123,-46
efficientnet_es.ra_in1k,6.707,93.293,33.840,66.160,5.44,224,0.875,bicubic,-86.433,-64.580,-38
res2net50_26w_6s,6.693,93.307,31.653,68.347,37.05,224,0.875,bilinear,-86.717,-66.627,-60
legacy_seresnext26_32x4d,6.627,93.373,33.253,66.747,16.79,224,0.875,bicubic,-86.013,-64.877,-3
tinynet_a.in1k,6.627,93.373,32.213,67.787,6.19,192,0.875,bicubic,-85.813,-65.867,+5
mixnet_m.ft_in1k,6.627,93.373,32.053,67.947,5.01,224,0.875,bicubic,-85.803,-65.817,+9
pit_ti_distilled_224,6.627,93.373,30.760,69.240,5.10,224,0.900,bicubic,-84.273,-66.940,+67
poolformer_s12,6.560,93.440,34.467,65.533,11.92,224,0.900,bicubic,-86.060,-63.733,-6
skresnet34,6.480,93.520,31.547,68.453,22.28,224,0.875,bicubic,-85.910,-66.603,+8
repvgg_b1,6.467,93.533,33.827,66.173,57.42,224,0.875,bilinear,-86.863,-64.683,-60
hardcorenas_d,6.440,93.560,32.213,67.787,7.50,224,0.875,bilinear,-85.960,-65.857,+4
dla60x,6.427,93.573,34.080,65.920,17.35,224,0.875,bilinear,-86.693,-64.430,-47
resnet34d,6.400,93.600,31.493,68.507,21.82,224,0.875,bicubic,-86.280,-66.817,-14
regnetx_080,6.307,93.693,32.320,67.680,39.57,224,0.875,bicubic,-87.563,-66.200,-114
swsl_resnet18,6.240,93.760,31.600,68.400,11.69,224,0.875,bilinear,-84.450,-66.100,+65
legacy_seresnet50,6.187,93.813,32.653,67.347,28.09,224,0.875,bilinear,-86.773,-65.537,-40
resnet26t,6.120,93.880,32.280,67.720,16.01,256,0.940,bicubic,-86.630,-65.930,-26
pit_ti_224,6.120,93.880,30.227,69.773,4.85,224,0.900,bicubic,-83.820,-67.223,+76
tv_resnet152,6.040,93.960,32.053,67.947,60.19,224,0.875,bilinear,-87.260,-66.227,-65
regnetx_040,5.973,94.027,31.547,68.453,22.12,224,0.875,bicubic,-87.587,-66.993,-92
tf_efficientnet_cc_b0_4e.in1k,5.973,94.027,29.600,70.400,13.31,224,0.875,bicubic,-86.617,-68.480,-16
tf_efficientnetv2_b0.in1k,5.893,94.107,30.773,69.227,7.14,224,0.875,bicubic,-87.217,-67.537,-55
dla102,5.880,94.120,32.707,67.293,33.27,224,0.875,bilinear,-87.180,-65.833,-53
mixer_l16_224,5.867,94.133,18.533,81.467,208.20,224,0.875,bicubic,-81.283,-74.987,+98
regnety_016,5.680,94.320,30.413,69.587,11.20,224,0.875,bicubic,-87.350,-67.947,-53
selecsls60,5.653,94.347,32.507,67.493,30.67,224,0.875,bicubic,-87.377,-65.683,-53
hardcorenas_c,5.640,94.360,30.400,69.600,5.52,224,0.875,bilinear,-86.380,-67.440,+6
res2next50,5.627,94.373,30.867,69.133,24.67,224,0.875,bilinear,-87.213,-67.313,-46
hrnet_w18,5.493,94.507,30.960,69.040,21.30,224,0.875,bilinear,-86.827,-67.280,-10
resnest14d,5.480,94.520,28.547,71.453,10.61,224,0.875,bilinear,-86.240,-69.063,+20
tf_efficientnet_lite2.in1k,5.360,94.640,30.907,69.093,6.09,260,0.890,bicubic,-87.290,-67.323,-31
tf_efficientnet_em.in1k,5.347,94.653,31.107,68.893,6.90,240,0.882,bicubic,-87.583,-67.083,-53
gernet_s,5.307,94.693,30.133,69.867,8.17,224,0.875,bilinear,-86.833,-68.057,-5
tf_efficientnet_b0.ap_in1k,5.307,94.693,28.813,71.187,5.29,224,0.875,bicubic,-86.893,-69.207,-8
repvgg_b1g4,5.293,94.707,30.813,69.187,39.97,224,0.875,bilinear,-87.687,-67.617,-61
densenet121,5.293,94.707,29.907,70.093,7.98,224,0.875,bicubic,-86.277,-68.123,+17
xcit_nano_12_p16_224_dist,5.240,94.760,26.560,73.440,3.05,224,1.000,bicubic,-84.440,-70.530,+60
res2net50_26w_4s,5.160,94.840,29.360,70.640,25.70,224,0.875,bilinear,-87.340,-68.880,-27
tf_mixnet_m.in1k,5.080,94.920,28.147,71.853,5.01,224,0.875,bicubic,-87.250,-69.743,-21
vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k,5.080,94.920,27.080,72.920,6.34,224,0.900,bicubic,-84.090,-70.150,+62
tf_efficientnet_b0.aa_in1k,5.067,94.933,28.800,71.200,5.29,224,0.875,bicubic,-87.183,-69.200,-19
mobilenetv3_large_100.ra_in1k,5.067,94.933,28.187,71.813,5.48,224,0.875,bicubic,-86.253,-69.523,+16
res2net50_14w_8s,5.040,94.960,28.773,71.227,25.06,224,0.875,bilinear,-87.700,-69.497,-49
hardcorenas_b,4.947,95.053,28.120,71.880,5.18,224,0.875,bilinear,-86.823,-69.660,+2
mobilenetv3_rw.rmsp_in1k,4.907,95.093,29.853,70.147,5.48,224,0.875,bicubic,-86.303,-67.807,+14
mixnet_s.ft_in1k,4.907,95.093,28.573,71.427,4.13,224,0.875,bicubic,-86.923,-69.287,-1
gluon_resnet50_v1c,4.893,95.107,28.147,71.853,25.58,224,0.875,bicubic,-88.137,-70.243,-76
hardcorenas_a,4.867,95.133,28.093,71.907,5.26,224,0.875,bilinear,-86.483,-69.767,+8
regnetx_032,4.853,95.147,30.280,69.720,15.30,224,0.875,bicubic,-88.267,-68.110,-83
xcit_nano_12_p16_224,4.853,95.147,25.467,74.533,3.05,224,1.000,bicubic,-83.757,-71.323,+63
tv_resnext50_32x4d,4.840,95.160,30.307,69.693,25.03,224,0.875,bilinear,-87.900,-67.873,-58
tv_resnet101,4.707,95.293,29.333,70.667,44.55,224,0.875,bilinear,-88.103,-68.917,-65
densenet161,4.693,95.307,29.547,70.453,28.68,224,0.875,bicubic,-87.807,-68.743,-44
resnext26ts,4.693,95.307,29.027,70.973,10.30,256,0.900,bicubic,-87.177,-68.223,-13
selecsls42b,4.667,95.333,28.587,71.413,32.46,224,0.875,bicubic,-87.613,-69.563,-34
tf_efficientnet_lite1.in1k,4.613,95.387,28.387,71.613,5.42,240,0.882,bicubic,-88.007,-69.693,-53
mobilenetv2_120d.ra_in1k,4.533,95.467,29.280,70.720,5.83,224,0.875,bicubic,-87.867,-68.770,-41
pvt_v2_b0,4.347,95.653,25.907,74.093,3.67,224,0.900,bicubic,-84.443,-70.823,+52
vit_base_patch32_224.sam,4.333,95.667,24.387,75.613,88.22,224,0.900,bicubic,-85.417,-72.613,+36
edgenext_xx_small,4.240,95.760,24.093,75.907,1.33,288,1.000,bicubic,-84.640,-72.887,+49
tinynet_b.in1k,4.187,95.813,26.720,73.280,3.73,188,0.875,bicubic,-86.733,-70.950,+10
efficientnet_es_pruned.in1k,4.187,95.813,26.520,73.480,5.44,224,0.875,bicubic,-86.993,-71.230,+2
fbnetc_100.rmsp_in1k,4.133,95.867,25.933,74.067,5.57,224,0.875,bilinear,-86.567,-71.277,+16
densenet201,4.120,95.880,27.547,72.453,20.01,224,0.875,bicubic,-88.630,-70.683,-73
gluon_resnet50_v1b,4.120,95.880,26.933,73.067,25.56,224,0.875,bicubic,-88.420,-71.237,-57
resnet26d,4.040,95.960,28.520,71.480,16.01,224,0.875,bicubic,-88.030,-69.440,-36
semnasnet_100.rmsp_in1k,3.960,96.040,26.947,73.053,3.89,224,0.875,bicubic,-87.320,-70.613,-9
repvgg_a2,3.947,96.053,27.267,72.733,28.21,224,0.875,bilinear,-87.993,-70.883,-31
mobilevitv2_050,3.933,96.067,23.880,76.120,1.37,256,0.888,bicubic,-84.297,-73.110,+47
tf_mixnet_s.in1k,3.880,96.120,25.253,74.747,4.13,224,0.875,bicubic,-87.630,-72.367,-17
semnasnet_075.rmsp_in1k,3.867,96.133,27.027,72.973,2.91,224,0.875,bicubic,-86.203,-70.403,+19
dpn68,3.867,96.133,26.080,73.920,12.61,224,0.875,bicubic,-88.143,-71.970,-37
tf_efficientnet_es.in1k,3.827,96.173,26.107,73.893,5.44,224,0.875,bicubic,-88.153,-71.753,-39
mobilevit_xxs,3.827,96.173,21.747,78.253,1.27,256,0.900,bicubic,-83.343,-74.353,+48
regnety_008,3.813,96.187,27.133,72.867,6.26,224,0.875,bicubic,-87.937,-71.047,-26
dla60,3.773,96.227,27.933,72.067,22.04,224,0.875,bilinear,-88.457,-70.177,-52
ssl_resnet18,3.747,96.253,25.427,74.573,11.69,224,0.875,bilinear,-86.473,-72.123,+11
mobilenetv2_140.ra_in1k,3.720,96.280,26.747,73.253,6.11,224,0.875,bicubic,-88.110,-70.943,-35
densenet169,3.707,96.293,25.613,74.387,14.15,224,0.875,bicubic,-88.223,-72.487,-41
regnetx_016,3.627,96.373,26.293,73.707,9.19,224,0.875,bicubic,-88.543,-71.917,-53
res2net50_48w_2s,3.587,96.413,26.613,73.387,25.29,224,0.875,bilinear,-88.963,-71.467,-74
tf_mobilenetv3_large_100.in1k,3.547,96.453,25.053,74.947,5.48,224,0.875,bilinear,-87.693,-72.607,-24
spnasnet_100.rmsp_in1k,3.547,96.453,24.293,75.707,4.42,224,0.875,bilinear,-86.803,-72.897,+4
regnety_006,3.467,96.533,24.893,75.107,6.06,224,0.875,bicubic,-87.903,-72.817,-29
legacy_seresnet34,3.333,96.667,23.800,76.200,21.96,224,0.875,bilinear,-87.557,-73.910,-10
efficientnet_lite0.ra_in1k,3.253,96.747,25.867,74.133,4.65,224,0.875,bicubic,-87.887,-71.763,-22
ghostnet_100,3.227,96.773,24.853,75.147,5.18,224,0.875,bilinear,-86.793,-72.517,+4
dla34,3.227,96.773,23.573,76.427,15.74,224,0.875,bilinear,-87.533,-74.087,-10
regnety_004,3.200,96.800,22.653,77.347,4.34,224,0.875,bicubic,-87.300,-74.887,-5
mobilenetv2_110d.ra_in1k,3.173,96.827,24.587,75.413,4.52,224,0.875,bicubic,-87.777,-72.963,-19
mnasnet_100.rmsp_in1k,3.120,96.880,24.227,75.773,4.38,224,0.875,bicubic,-87.390,-73.243,-8
tinynet_c.in1k,3.093,96.907,21.533,78.467,2.46,184,0.875,bicubic,-84.677,-74.837,+25
tf_efficientnet_lite0.in1k,3.080,96.920,22.907,77.093,4.65,224,0.875,bicubic,-87.960,-74.683,-25
skresnet18,3.013,96.987,22.800,77.200,11.96,224,0.875,bicubic,-86.647,-74.430,+5
vgg19_bn,2.947,97.053,23.480,76.520,143.68,224,0.875,bilinear,-87.133,-74.100,-5
resnet34,2.920,97.080,23.680,76.320,21.80,224,0.875,bilinear,-88.210,-73.940,-31
tf_mobilenetv3_large_075.in1k,2.867,97.133,21.573,78.427,3.99,224,0.875,bilinear,-86.813,-75.637,-1
tinynet_d.in1k,2.867,97.133,17.813,82.187,2.34,152,0.875,bicubic,-81.883,-77.367,+33
resnet14t,2.787,97.213,19.267,80.733,10.08,224,0.950,bilinear,-86.263,-77.353,+5
hrnet_w18_small_v2,2.720,97.280,23.693,76.307,15.60,224,0.875,bilinear,-88.470,-74.207,-39
gluon_resnet34_v1b,2.667,97.333,21.680,78.320,21.80,224,0.875,bicubic,-88.293,-75.950,-31
vgg16_bn,2.653,97.347,23.773,76.227,138.37,224,0.875,bilinear,-87.437,-73.597,-14
regnetx_008,2.653,97.347,22.453,77.547,7.26,224,0.875,bicubic,-88.397,-75.257,-35
vgg16,2.640,97.360,20.427,79.573,138.36,224,0.875,bilinear,-85.910,-76.363,+10
lcnet_100.ra2_in1k,2.613,97.387,20.893,79.107,2.95,224,0.875,bicubic,-86.177,-75.967,+6
resnet18d,2.600,97.400,21.613,78.387,11.71,224,0.875,bicubic,-86.680,-75.537,-5
tv_densenet121,2.560,97.440,22.667,77.333,7.98,224,0.875,bicubic,-88.330,-74.913,-33
repvgg_b0,2.547,97.453,24.013,75.987,15.82,224,0.875,bilinear,-88.883,-73.977,-54
regnetx_006,2.507,97.493,20.653,79.347,6.20,224,0.875,bicubic,-87.843,-76.777,-24
legacy_seresnet18,2.493,97.507,20.080,79.920,11.78,224,0.875,bicubic,-86.387,-76.610,-2
resnet26,2.480,97.520,22.987,77.013,16.00,224,0.875,bicubic,-88.630,-74.753,-45
lcnet_075.ra2_in1k,2.320,97.680,17.120,82.880,2.36,224,0.875,bicubic,-83.670,-78.560,+16
mobilenetv3_small_075.lamb_in1k,2.307,97.693,15.920,84.080,2.04,224,0.875,bicubic,-80.733,-78.180,+24
mobilenetv2_100.ra_in1k,2.147,97.853,19.907,80.093,3.50,224,0.875,bicubic,-87.453,-77.233,-14
regnety_002,2.147,97.853,18.880,81.120,3.16,224,0.875,bicubic,-85.233,-77.710,+5
vgg19,2.107,97.893,20.733,79.267,143.67,224,0.875,bilinear,-86.933,-76.137,-11
vgg13_bn,2.093,97.907,20.307,79.693,133.05,224,0.875,bilinear,-86.667,-76.663,-5
tf_mobilenetv3_small_100.in1k,2.013,97.987,15.867,84.133,2.54,224,0.875,bilinear,-83.177,-79.903,+12
mobilenetv3_small_100.lamb_in1k,2.000,98.000,17.080,82.920,2.54,224,0.875,bicubic,-83.220,-78.540,+10
tf_mobilenetv3_small_075.in1k,2.000,98.000,14.813,85.187,2.04,224,0.875,bilinear,-81.520,-79.977,+16
regnetx_004,1.960,98.040,19.173,80.827,5.16,224,0.875,bicubic,-86.940,-77.947,-14
tv_resnet34,1.867,98.133,20.000,80.000,21.80,224,0.875,bilinear,-88.073,-77.340,-28
vgg13,1.867,98.133,17.960,82.040,133.05,224,0.875,bilinear,-85.183,-78.360,0
tinynet_e.in1k,1.853,98.147,14.027,85.973,2.04,106,0.875,bicubic,-77.047,-78.533,+16
mobilenetv3_small_050.lamb_in1k,1.840,98.160,12.507,87.493,1.59,224,0.875,bicubic,-75.150,-78.793,+16
lcnet_050.ra2_in1k,1.813,98.187,13.880,86.120,1.88,224,0.875,bicubic,-79.967,-79.830,+12
dla46x_c,1.760,98.240,16.480,83.520,1.07,224,0.875,bilinear,-82.490,-78.790,+6
mnasnet_small.lamb_in1k,1.760,98.240,15.093,84.907,2.03,224,0.875,bicubic,-82.680,-80.087,+4
resnet10t,1.733,98.267,15.813,84.187,5.44,224,0.950,bilinear,-84.467,-79.837,-3
vgg11_bn,1.720,98.280,18.093,81.907,132.87,224,0.875,bilinear,-85.780,-78.727,-12
tf_mobilenetv3_large_minimal_100.in1k,1.627,98.373,17.120,82.880,3.92,224,0.875,bilinear,-87.343,-79.740,-25
dla60x_c,1.613,98.387,18.040,81.960,1.32,224,0.875,bilinear,-84.677,-78.120,-7
mobilenetv2_050.lamb_in1k,1.613,98.387,14.200,85.800,1.97,224,0.875,bicubic,-82.277,-80.520,+1
vgg11,1.560,98.440,16.227,83.773,132.86,224,0.875,bilinear,-84.990,-80.053,-10
gluon_resnet18_v1b,1.547,98.453,16.613,83.387,11.69,224,0.875,bicubic,-86.853,-80.067,-20
hrnet_w18_small,1.533,98.467,18.120,81.880,13.19,224,0.875,bilinear,-87.517,-78.990,-33
dla46_c,1.520,98.480,15.267,84.733,1.30,224,0.875,bilinear,-82.130,-79.653,-2
regnetx_002,1.373,98.627,15.027,84.973,2.68,224,0.875,bicubic,-84.817,-80.953,-11
resnet18,1.160,98.840,16.213,83.787,11.69,224,0.875,bilinear,-86.230,-80.077,-20
tf_mobilenetv3_small_minimal_100.in1k,1.013,98.987,11.493,88.507,2.04,224,0.875,bilinear,-80.367,-82.177,-1
tv_resnet50,0.000,100.000,14.453,85.547,25.56,224,0.875,bilinear,-91.880,-83.587,-101