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pytorch-image-models/results/results-sketch.csv

792 lines
72 KiB

model,top1,top1_err,top5,top5_err,param_count,img_size,crop_pct,interpolation,top1_diff,top5_diff,rank_diff
eva_giant_patch14_336.clip_ft_in1k,71.180,28.820,90.291,9.709,"1,013.01",336,1.000,bicubic,-18.296,-8.533,+2
eva_giant_patch14_224.clip_ft_in1k,70.559,29.441,90.004,9.996,"1,012.56",224,1.000,bicubic,-18.540,-8.712,+3
eva_giant_patch14_336.m30m_ft_in22k_in1k,68.056,31.944,87.821,12.179,"1,013.01",336,1.000,bicubic,-21.512,-11.131,-1
eva_giant_patch14_560.m30m_ft_in22k_in1k,67.486,32.514,87.461,12.539,"1,014.45",560,1.000,bicubic,-22.310,-11.531,-3
vit_huge_patch14_clip_224.laion2b_ft_in1k,67.409,32.590,87.895,12.105,632.05,224,1.000,bicubic,-20.184,-10.325,+25
vit_large_patch14_clip_336.laion2b_ft_in1k,65.733,34.267,86.913,13.087,304.53,336,1.000,bicubic,-22.115,-11.457,+21
vit_huge_patch14_clip_224.laion2b_ft_in12k_in1k,65.321,34.679,86.836,13.164,632.05,224,1.000,bicubic,-22.925,-11.714,+9
vit_huge_patch14_clip_336.laion2b_ft_in12k_in1k,65.264,34.736,86.763,13.237,632.46,336,1.000,bicubic,-23.310,-11.897,+1
vit_large_patch14_clip_224.laion2b_ft_in1k,64.808,35.192,86.573,13.427,304.20,224,1.000,bicubic,-22.484,-11.673,+26
vit_large_patch14_clip_336.openai_ft_in12k_in1k,64.065,35.935,85.903,14.097,304.53,336,1.000,bicubic,-24.201,-12.629,+5
eva_large_patch14_336.in22k_ft_in1k,63.108,36.892,84.386,15.614,304.53,336,1.000,bicubic,-25.556,-14.334,-5
vit_large_patch14_clip_224.openai_ft_in1k,62.630,37.370,85.117,14.883,304.20,224,1.000,bicubic,-25.222,-13.311,+14
vit_large_patch14_clip_224.laion2b_ft_in12k_in1k,62.053,37.947,84.317,15.683,304.20,224,1.000,bicubic,-25.837,-14.093,+12
vit_large_patch14_clip_336.laion2b_ft_in12k_in1k,61.628,38.372,83.659,16.341,304.53,336,1.000,bicubic,-26.554,-14.913,+6
vit_large_patch14_clip_224.openai_ft_in12k_in1k,61.402,38.598,83.374,16.626,304.20,224,1.000,bicubic,-26.766,-15.170,+6
eva_large_patch14_196.in22k_ft_in1k,61.111,38.889,82.774,17.226,304.14,196,1.000,bicubic,-26.827,-15.718,+7
eva_large_patch14_336.in22k_ft_in22k_in1k,60.938,39.062,82.155,17.845,304.53,336,1.000,bicubic,-28.265,-16.695,-13
eva_large_patch14_196.in22k_ft_in22k_in1k,59.852,40.148,81.124,18.876,304.14,196,1.000,bicubic,-28.734,-17.532,-10
ig_resnext101_32x48d,58.810,41.190,81.076,18.924,828.41,224,0.875,bilinear,-26.618,-16.496,+84
ig_resnext101_32x32d,58.386,41.614,80.381,19.619,468.53,224,0.875,bilinear,-26.708,-17.057,+107
beitv2_large_patch16_224.in1k_ft_in22k_in1k,58.358,41.642,80.226,19.774,304.43,224,0.950,bicubic,-30.028,-18.372,-9
ig_resnext101_32x16d,57.690,42.310,79.905,20.095,194.03,224,0.875,bilinear,-26.480,-17.291,+169
swsl_resnext101_32x16d,57.458,42.542,80.385,19.615,194.03,224,0.875,bilinear,-25.888,-16.461,+230
beit_large_patch16_384.in22k_ft_in22k_in1k,56.894,43.106,79.229,20.771,305.00,384,1.000,bicubic,-31.510,-19.379,-13
vit_base_patch16_clip_384.laion2b_ft_in1k,56.875,43.125,79.994,20.006,86.86,384,1.000,bicubic,-29.745,-18.016,+29
beit_large_patch16_512.in22k_ft_in22k_in1k,56.755,43.245,78.899,21.101,305.67,512,1.000,bicubic,-31.843,-19.757,-19
swsl_resnext101_32x8d,56.438,43.562,78.944,21.056,88.79,224,0.875,bilinear,-27.846,-18.232,+152
maxvit_xlarge_tf_384.in21k_ft_in1k,56.207,43.793,78.750,21.250,475.32,384,1.000,bicubic,-32.099,-19.794,-14
maxvit_xlarge_tf_512.in21k_ft_in1k,56.150,43.850,78.630,21.370,475.77,512,1.000,bicubic,-32.388,-20.014,-19
maxvit_base_tf_512.in21k_ft_in1k,56.089,43.911,78.599,21.401,119.88,512,1.000,bicubic,-32.123,-19.933,-11
deit3_huge_patch14_224_in21ft1k,55.764,44.236,77.624,22.376,632.13,224,1.000,bicubic,-31.419,-20.636,+6
maxvit_base_tf_384.in21k_ft_in1k,55.633,44.367,78.064,21.936,119.65,384,1.000,bicubic,-32.289,-20.478,-8
vit_base_patch16_clip_224.laion2b_ft_in1k,55.413,44.587,79.049,20.951,86.57,224,1.000,bicubic,-30.055,-18.527,+68
maxvit_large_tf_512.in21k_ft_in1k,55.171,44.829,77.276,22.724,212.33,512,1.000,bicubic,-33.047,-21.322,-16
maxvit_large_tf_384.in21k_ft_in1k,55.075,44.925,77.142,22.858,212.03,384,1.000,bicubic,-32.917,-21.424,-13
convnext_xlarge.fb_in22k_ft_in1k_384,54.965,45.035,76.828,23.172,350.20,384,1.000,bicubic,-32.783,-21.726,-8
beit_large_patch16_224.in22k_ft_in22k_in1k,54.959,45.041,77.610,22.390,304.43,224,0.900,bicubic,-32.517,-20.694,-6
ig_resnext101_32x8d,54.918,45.082,77.534,22.466,88.79,224,0.875,bilinear,-27.770,-19.102,+257
deit3_large_patch16_384_in21ft1k,54.878,45.122,77.372,22.628,304.76,384,1.000,bicubic,-32.838,-21.140,-10
deit3_large_patch16_224_in21ft1k,54.361,45.639,76.561,23.439,304.37,224,1.000,bicubic,-32.616,-21.677,+4
swsl_resnext101_32x4d,53.603,46.397,76.347,23.653,44.18,224,0.875,bilinear,-29.627,-20.413,+216
vit_base_patch16_clip_384.laion2b_ft_in12k_in1k,53.493,46.507,75.667,24.333,86.86,384,1.000,bicubic,-33.725,-22.367,-6
vit_base_patch16_clip_384.openai_ft_in1k,53.080,46.920,76.653,23.347,86.86,384,1.000,bicubic,-33.126,-21.221,+25
convnext_large.fb_in22k_ft_in1k_384,52.758,47.242,74.704,25.296,197.77,384,1.000,bicubic,-34.714,-23.682,-12
vit_large_patch16_384.augreg_in21k_ft_in1k,52.754,47.246,74.696,25.304,304.72,384,1.000,bicubic,-34.326,-23.604,-5
swinv2_large_window12to24_192to384_22kft1k,52.300,47.700,74.423,25.577,196.74,384,1.000,bicubic,-35.158,-23.829,-13
convnext_xlarge.fb_in22k_ft_in1k,52.229,47.771,73.953,26.047,350.20,288,1.000,bicubic,-35.109,-24.375,-13
vit_large_r50_s32_384.augreg_in21k_ft_in1k,52.039,47.961,73.558,26.442,329.09,384,1.000,bicubic,-34.145,-24.360,+21
vit_large_patch16_224.augreg_in21k_ft_in1k,51.832,48.168,73.694,26.306,304.33,224,0.900,bicubic,-34.010,-24.130,+34
vit_base_patch16_clip_224.laion2b_ft_in12k_in1k,51.760,48.240,74.635,25.365,86.57,224,0.950,bicubic,-34.410,-23.119,+20
convnext_base.fb_in22k_ft_in1k_384,51.561,48.439,74.535,25.465,88.59,384,1.000,bicubic,-35.233,-23.729,-1
tf_efficientnet_l2.ns_jft_in1k_475,51.494,48.506,73.928,26.072,480.31,475,0.936,bicubic,-36.740,-24.618,-35
vit_base_patch16_clip_384.openai_ft_in12k_in1k,51.153,48.847,74.328,25.672,86.86,384,0.950,bicubic,-35.882,-23.852,-11
swinv2_base_window12to24_192to384_22kft1k,50.974,49.026,73.318,26.682,87.92,384,1.000,bicubic,-36.134,-24.918,-15
vit_base_patch16_clip_224.openai_ft_in1k,50.936,49.064,74.855,25.145,86.57,224,0.900,bicubic,-34.344,-22.551,+56
swinv2_large_window12to16_192to256_22kft1k,50.441,49.559,72.752,27.247,196.74,256,0.900,bicubic,-36.495,-25.356,-10
swsl_resnext50_32x4d,50.437,49.563,73.368,26.633,25.03,224,0.875,bilinear,-31.745,-22.862,+290
swin_large_patch4_window12_384,50.404,49.596,72.564,27.436,196.74,384,1.000,bicubic,-36.744,-25.670,-20
convnext_large.fb_in22k_ft_in1k,49.993,50.007,72.251,27.749,197.77,288,1.000,bicubic,-37.023,-25.955,-16
tf_efficientnetv2_xl.in21k_ft_in1k,49.734,50.266,72.120,27.880,208.12,512,1.000,bicubic,-37.014,-25.898,-8
vit_base_patch16_clip_224.openai_ft_in12k_in1k,49.691,50.309,72.878,27.122,86.57,224,0.950,bicubic,-36.240,-24.846,+19
swsl_resnet50,49.541,50.459,72.334,27.666,25.56,224,0.875,bilinear,-31.625,-22.762,+354
beitv2_base_patch16_224.in1k_ft_in22k_in1k,49.512,50.488,72.383,27.617,86.53,224,0.900,bicubic,-36.968,-25.665,-4
vit_base_patch32_clip_224.laion2b_ft_in1k,49.066,50.934,72.578,27.422,88.22,224,0.900,bicubic,-33.516,-23.624,+240
swin_large_patch4_window7_224,48.991,51.009,71.391,28.609,196.53,224,0.900,bicubic,-37.329,-26.505,-3
convnext_base.fb_in22k_ft_in1k,48.934,51.066,71.733,28.267,88.59,288,1.000,bicubic,-37.346,-26.357,-2
swinv2_base_window12to16_192to256_22kft1k,48.796,51.204,71.387,28.613,87.92,256,0.900,bicubic,-37.478,-26.509,-2
tf_efficientnetv2_l.in21k_ft_in1k,48.745,51.255,71.990,28.010,118.52,480,1.000,bicubic,-38.061,-26.144,-20
beit_base_patch16_384.in22k_ft_in22k_in1k,48.669,51.331,72.088,27.912,86.74,384,1.000,bicubic,-38.131,-26.050,-20
swin_base_patch4_window12_384,48.553,51.447,71.813,28.187,87.90,384,1.000,bicubic,-37.879,-26.245,-9
maxvit_base_tf_512.in1k,48.240,51.760,70.799,29.201,119.88,512,1.000,bicubic,-38.358,-27.121,-16
vit_large_r50_s32_224.augreg_in21k_ft_in1k,48.203,51.797,70.868,29.132,328.99,224,0.900,bicubic,-36.231,-26.104,+95
vit_base_patch32_clip_384.laion2b_ft_in12k_in1k,47.944,52.056,70.923,29.077,88.30,384,1.000,bicubic,-37.428,-26.741,+35
tf_efficientnet_b7.ns_jft_in1k,47.800,52.200,69.640,30.360,66.35,600,0.949,bicubic,-39.040,-28.454,-27
tf_efficientnet_b6.ns_jft_in1k,47.761,52.239,69.968,30.032,43.04,528,0.942,bicubic,-38.691,-27.914,-15
vit_base_patch8_224.augreg_in21k_ft_in1k,47.731,52.269,70.921,29.079,86.58,224,0.900,bicubic,-38.065,-26.869,+11
deit3_base_patch16_384_in21ft1k,47.664,52.336,69.748,30.252,86.88,384,1.000,bicubic,-39.080,-28.364,-24
vit_base_patch32_clip_448.laion2b_ft_in12k_in1k,47.572,52.428,70.060,29.940,88.34,448,1.000,bicubic,-38.212,-27.574,+10
tf_efficientnet_l2.ns_jft_in1k,47.570,52.430,70.019,29.981,480.31,800,0.960,bicubic,-40.782,-28.631,-66
vit_base_patch8_224.augreg2_in21k_ft_in1k,47.501,52.499,70.322,29.678,86.58,224,0.900,bicubic,-38.711,-27.510,-13
tf_efficientnetv2_m.in21k_ft_in1k,47.466,52.534,70.939,29.061,54.14,480,1.000,bicubic,-38.538,-27.003,-3
deit3_base_patch16_224_in21ft1k,47.372,52.628,69.773,30.227,86.59,224,1.000,bicubic,-38.342,-27.971,+9
maxvit_large_tf_512.in1k,47.016,52.984,69.498,30.502,212.33,512,1.000,bicubic,-39.502,-28.386,-27
convnext_small.fb_in22k_ft_in1k_384,46.861,53.139,69.530,30.470,50.22,384,1.000,bicubic,-38.917,-28.362,+5
beit_base_patch16_224.in22k_ft_in22k_in1k,46.242,53.758,69.895,30.105,86.53,224,0.900,bicubic,-38.994,-27.761,+32
vit_base_patch32_clip_384.openai_ft_in12k_in1k,46.236,53.764,69.312,30.688,88.30,384,0.950,bicubic,-38.976,-28.090,+32
maxvit_base_tf_384.in1k,46.220,53.780,68.528,31.472,119.65,384,1.000,bicubic,-40.074,-29.276,-24
vit_base_patch16_384.augreg_in21k_ft_in1k,45.894,54.106,68.557,31.443,86.86,384,1.000,bicubic,-40.112,-29.443,-11
tf_efficientnet_b8.ap_in1k,45.774,54.226,67.911,32.089,87.41,672,0.954,bicubic,-39.596,-29.479,+21
maxvit_large_tf_384.in1k,45.751,54.249,68.146,31.854,212.03,384,1.000,bicubic,-40.485,-29.544,-24
vit_base_patch32_clip_224.laion2b_ft_in12k_in1k,45.747,54.253,68.875,31.125,88.22,224,0.900,bicubic,-37.559,-27.655,+164
tf_efficientnet_b5.ns_jft_in1k,45.615,54.385,67.842,32.158,30.39,456,0.934,bicubic,-40.473,-29.910,-19
swin_base_patch4_window7_224,45.560,54.440,68.512,31.488,87.77,224,0.900,bicubic,-39.692,-29.050,+21
mvitv2_large,45.285,54.715,65.195,34.805,217.99,224,0.900,bicubic,-39.965,-32.019,+22
vit_base_patch16_224.augreg2_in21k_ft_in1k,45.110,54.890,67.425,32.575,86.57,224,0.900,bicubic,-39.996,-29.955,+29
vit_base_patch32_clip_224.openai_ft_in1k,45.037,54.963,68.459,31.541,88.22,224,0.900,bicubic,-36.893,-27.509,+273
volo_d5_512,44.572,55.428,65.755,34.245,296.09,512,1.150,bicubic,-42.472,-32.213,-56
cait_m48_448,44.245,55.755,64.653,35.347,356.46,448,1.000,bicubic,-42.239,-33.102,-40
deit3_large_patch16_384,44.175,55.825,64.843,35.157,304.76,384,1.000,bicubic,-41.635,-32.753,-13
volo_d5_448,44.096,55.904,65.065,34.935,295.91,448,1.150,bicubic,-42.858,-32.873,-55
deit3_huge_patch14_224,43.801,56.199,64.350,35.650,632.13,224,0.900,bicubic,-41.403,-33.008,+19
convnext_small.fb_in22k_ft_in1k,43.603,56.397,66.448,33.551,50.22,288,1.000,bicubic,-41.659,-31.236,+11
deit3_large_patch16_224,43.520,56.480,63.574,36.426,304.37,224,0.900,bicubic,-41.244,-33.464,+44
vit_base_r50_s16_384.orig_in21k_ft_in1k,43.512,56.488,66.785,33.215,98.95,384,1.000,bicubic,-41.460,-30.503,+32
tf_efficientnet_b4.ns_jft_in1k,43.450,56.550,65.519,34.481,19.34,380,0.922,bicubic,-41.713,-31.951,+17
deit3_medium_patch16_224_in21ft1k,43.271,56.729,64.892,35.108,38.85,224,1.000,bicubic,-41.289,-32.296,+51
volo_d5_224,43.261,56.739,64.077,35.923,295.46,224,0.960,bicubic,-42.807,-33.501,-33
vit_base_patch16_224.augreg_in21k_ft_in1k,43.220,56.780,65.708,34.292,86.57,224,0.900,bicubic,-41.312,-31.586,+50
volo_d4_448,43.135,56.865,64.114,35.886,193.41,448,1.150,bicubic,-43.655,-33.768,-58
efficientnet_b5.in12k_ft_in1k,42.858,57.142,65.419,34.581,30.39,448,1.000,bicubic,-43.030,-32.313,-29
xcit_large_24_p8_384_dist,42.831,57.169,63.403,36.597,188.93,384,1.000,bicubic,-43.169,-34.283,-32
maxvit_small_tf_512.in1k,42.689,57.311,64.546,35.454,69.13,512,1.000,bicubic,-43.399,-33.212,-40
xcit_large_24_p8_224_dist,42.567,57.433,63.100,36.900,188.93,224,1.000,bicubic,-42.829,-34.310,-6
tf_efficientnet_b8.ra_in1k,42.508,57.492,64.857,35.143,87.41,672,0.954,bicubic,-42.862,-32.437,-5
maxvit_large_tf_224.in1k,42.410,57.590,63.401,36.599,211.79,224,0.950,bicubic,-42.516,-33.571,+23
cait_m36_384,42.398,57.602,63.324,36.676,271.22,384,1.000,bicubic,-43.656,-34.406,-41
volo_d4_224,42.284,57.716,63.000,37.000,192.96,224,0.960,bicubic,-43.588,-34.468,-35
deit3_small_patch16_384_in21ft1k,41.946,58.054,64.548,35.452,22.21,384,1.000,bicubic,-42.878,-32.938,+26
vit_medium_patch16_gap_384.in12k_ft_in1k,41.895,58.105,63.692,36.308,39.03,384,0.950,bicubic,-43.641,-33.942,-21
maxvit_tiny_tf_512.in1k,41.852,58.148,63.586,36.414,31.05,512,1.000,bicubic,-43.810,-33.994,-26
tf_efficientnet_b7.ra_in1k,41.431,58.569,63.017,36.983,66.35,600,0.949,bicubic,-43.505,-34.186,+16
tf_efficientnet_b7.ap_in1k,41.429,58.571,62.874,37.126,66.35,600,0.949,bicubic,-43.691,-34.378,+1
tf_efficientnet_b5.ap_in1k,41.418,58.582,62.084,37.916,30.39,456,0.934,bicubic,-42.834,-34.890,+60
resnetv2_152x4_bitm,41.302,58.698,64.307,35.693,936.53,480,1.000,bilinear,-43.614,-33.133,+16
tf_efficientnet_b6.ap_in1k,41.099,58.901,62.355,37.645,43.04,528,0.942,bicubic,-43.689,-34.783,+21
xcit_large_24_p16_384_dist,41.025,58.975,61.239,38.761,189.10,384,1.000,bicubic,-44.729,-36.299,-36
xcit_large_24_p16_224_dist,40.958,59.042,61.322,38.678,189.10,224,1.000,bicubic,-43.960,-35.810,+12
tf_efficientnetv2_s.in21k_ft_in1k,40.950,59.050,63.849,36.151,21.46,384,1.000,bicubic,-43.352,-33.403,+50
tf_efficientnetv2_l.in1k,40.940,59.060,62.000,38.000,118.52,480,1.000,bicubic,-44.730,-35.474,-36
maxvit_small_tf_384.in1k,40.848,59.152,61.962,38.038,69.02,384,1.000,bicubic,-44.686,-35.502,-31
maxvit_base_tf_224.in1k,40.781,59.219,61.202,38.798,119.47,224,0.950,bicubic,-44.079,-35.788,+11
xcit_medium_24_p8_224_dist,40.488,59.512,60.502,39.498,84.32,224,1.000,bicubic,-44.584,-36.752,-3
tf_efficientnet_b4.ap_in1k,40.484,59.516,61.723,38.277,19.34,380,0.922,bicubic,-42.764,-34.669,+123
vit_small_r26_s32_384.augreg_in21k_ft_in1k,40.476,59.524,62.736,37.264,36.47,384,1.000,bicubic,-43.570,-34.592,+66
deit3_base_patch16_224,40.376,59.624,60.186,39.814,86.59,224,0.900,bicubic,-43.416,-36.398,+85
vit_medium_patch16_gap_256.in12k_ft_in1k,40.274,59.726,61.668,38.332,38.86,256,0.950,bicubic,-44.156,-35.544,+35
flexivit_large.600ep_in1k,40.260,59.740,60.365,39.635,304.36,240,0.950,bicubic,-45.278,-37.127,-40
vit_base_patch16_224_miil.in21k_ft_in1k,40.168,59.832,60.887,39.113,86.54,224,0.875,bilinear,-44.100,-35.915,+43
deit3_small_patch16_224_in21ft1k,40.166,59.834,61.864,38.136,22.06,224,1.000,bicubic,-42.904,-34.916,+132
regnetz_e8,40.142,59.858,61.330,38.670,57.70,320,1.000,bicubic,-44.888,-35.934,-7
maxvit_rmlp_small_rw_224,40.115,59.885,59.504,40.496,64.90,224,0.900,bicubic,-44.369,-37.258,+22
flexivit_large.1200ep_in1k,40.093,59.907,60.638,39.362,304.36,240,0.950,bicubic,-45.551,-36.904,-47
xcit_medium_24_p8_384_dist,40.040,59.960,60.457,39.543,84.32,384,1.000,bicubic,-45.776,-37.135,-59
flexivit_large.300ep_in1k,40.009,59.991,59.991,40.009,304.36,240,0.950,bicubic,-45.271,-37.449,-32
maxvit_tiny_tf_384.in1k,39.977,60.023,60.897,39.103,30.98,384,1.000,bicubic,-45.129,-36.637,-20
xcit_medium_24_p16_384_dist,39.901,60.099,60.107,39.893,84.40,384,1.000,bicubic,-45.511,-37.299,-41
dm_nfnet_f3,39.818,60.182,60.610,39.390,254.92,416,0.940,bicubic,-45.704,-36.852,-47
convnext_tiny.fb_in22k_ft_in1k_384,39.798,60.202,61.534,38.466,28.59,384,1.000,bicubic,-44.282,-35.608,+47
cait_s36_384,39.765,60.235,60.475,39.525,68.37,384,1.000,bicubic,-45.695,-37.005,-47
volo_d3_448,39.702,60.298,59.758,40.242,86.63,448,1.000,bicubic,-46.792,-37.952,-93
efficientnetv2_rw_m.agc_in1k,39.667,60.333,59.687,40.313,53.24,416,1.000,bicubic,-45.141,-37.461,-6
xception65,39.635,60.365,60.911,39.089,39.92,299,0.940,bicubic,-43.545,-35.681,+108
ecaresnet269d,39.594,60.406,60.343,39.657,102.09,352,1.000,bicubic,-45.382,-36.883,-18
tf_efficientnet_b3.ns_jft_in1k,39.584,60.416,61.453,38.547,12.23,300,0.904,bicubic,-44.464,-35.457,+45
dm_nfnet_f6,39.578,60.422,60.911,39.089,438.36,576,0.956,bicubic,-46.566,-36.819,-84
dm_nfnet_f5,39.508,60.492,60.227,39.773,377.21,544,0.954,bicubic,-46.306,-37.261,-71
volo_d3_224,39.488,60.512,59.873,40.127,86.33,224,0.960,bicubic,-45.920,-37.407,-51
convnext_large.fb_in1k,39.460,60.540,59.192,40.808,197.77,288,1.000,bicubic,-45.386,-38.020,-15
deit3_base_patch16_384,39.407,60.593,58.940,41.060,86.88,384,1.000,bicubic,-45.665,-38.338,-29
xcit_small_24_p8_224_dist,39.305,60.695,59.404,40.596,47.63,224,1.000,bicubic,-45.571,-37.784,-19
xcit_medium_24_p16_224_dist,39.272,60.728,59.457,40.543,84.40,224,1.000,bicubic,-45.002,-37.483,+19
efficientnet_b4.ra2_in1k,39.079,60.921,59.608,40.392,19.34,384,1.000,bicubic,-44.349,-36.988,+79
xcit_small_24_p8_384_dist,39.001,60.999,59.172,40.828,47.63,384,1.000,bicubic,-46.555,-38.400,-67
tresnet_v2_l,38.995,61.005,59.471,40.529,46.17,224,0.875,bilinear,-44.907,-37.021,+44
resnetv2_152x2_bit_teacher_384,38.979,61.021,62.440,37.560,236.34,384,1.000,bicubic,-44.865,-34.678,+48
maxvit_small_tf_224.in1k,38.881,61.119,59.174,40.826,68.93,224,0.950,bicubic,-45.553,-37.990,+4
coatnet_rmlp_2_rw_224,38.843,61.157,58.030,41.970,73.88,224,0.950,bicubic,-45.757,-38.706,-13
vit_base_patch32_384.augreg_in21k_ft_in1k,38.794,61.206,60.329,39.671,88.30,384,1.000,bicubic,-44.556,-36.507,+83
tf_efficientnetv2_m.in1k,38.720,61.280,59.809,40.191,54.14,480,1.000,bicubic,-46.488,-37.559,-50
eca_nfnet_l2,38.664,61.336,59.445,40.555,56.72,384,1.000,bicubic,-46.033,-37.819,-20
mvitv2_small,38.580,61.420,58.123,41.877,34.87,224,0.900,bicubic,-45.188,-38.447,+51
xcit_small_12_p8_384_dist,38.549,61.451,58.799,41.201,26.21,384,1.000,bicubic,-46.539,-38.483,-44
xcit_small_24_p16_384_dist,38.503,61.497,58.384,41.616,47.67,384,1.000,bicubic,-46.595,-38.926,-47
mvitv2_base,38.456,61.544,57.930,42.070,51.47,224,0.900,bicubic,-45.966,-38.934,-2
xcit_small_12_p8_224_dist,38.372,61.628,58.791,41.209,26.21,224,1.000,bicubic,-45.860,-37.987,+10
tf_efficientnet_b5.ra_in1k,38.356,61.644,59.913,40.087,30.39,456,0.934,bicubic,-45.456,-36.835,+41
deit_base_distilled_patch16_384,38.260,61.740,57.783,42.217,87.63,384,1.000,bicubic,-47.162,-39.549,-73
dm_nfnet_f4,38.224,61.776,58.626,41.374,316.07,512,0.951,bicubic,-47.490,-38.894,-86
xcit_large_24_p8_224,38.114,61.886,57.873,42.127,188.93,224,1.000,bicubic,-46.278,-38.783,-4
vit_base_patch16_384.orig_in21k_ft_in1k,38.099,61.901,60.428,39.572,86.86,384,1.000,bicubic,-46.111,-36.790,+7
resnetv2_152x2_bitm,37.985,62.015,61.135,38.865,236.34,448,1.000,bilinear,-46.525,-36.297,-20
pvt_v2_b4,37.941,62.059,58.207,41.793,62.56,224,0.900,bicubic,-45.775,-38.513,+45
cait_s24_384,37.873,62.127,58.079,41.921,47.06,384,1.000,bicubic,-47.173,-39.267,-51
resnet152d,37.857,62.143,58.356,41.644,60.21,320,1.000,bicubic,-45.823,-38.382,+48
resnetrs420,37.747,62.253,58.215,41.785,191.89,416,1.000,bicubic,-47.261,-38.909,-51
xcit_small_24_p16_224_dist,37.717,62.283,57.360,42.640,47.67,224,1.000,bicubic,-46.145,-39.368,+25
deit3_medium_patch16_224,37.712,62.288,57.087,42.913,38.85,224,0.900,bicubic,-45.368,-39.205,+82
resnetrs350,37.676,62.324,58.083,41.917,163.96,384,1.000,bicubic,-47.044,-38.905,-40
pit_b_distilled_224,37.590,62.410,57.238,42.762,74.79,224,0.900,bicubic,-46.554,-39.618,+4
xcit_small_12_p16_384_dist,37.576,62.424,57.769,42.231,26.25,384,1.000,bicubic,-47.130,-39.349,-41
pvt_v2_b5,37.527,62.473,57.262,42.738,81.96,224,0.900,bicubic,-46.213,-39.450,+33
resnet200d,37.505,62.495,58.297,41.703,64.69,320,1.000,bicubic,-46.457,-38.526,+12
maxvit_rmlp_tiny_rw_256,37.393,62.607,57.187,42.813,29.15,256,0.950,bicubic,-46.839,-39.689,-7
resnetv2_152x2_bit_teacher,37.324,62.676,59.390,40.610,236.34,224,0.875,bicubic,-45.538,-37.178,+88
resnest269e,37.315,62.685,57.468,42.532,110.93,416,0.928,bicubic,-47.203,-39.468,-36
convnext_base.fb_in1k,37.307,62.693,57.317,42.683,88.59,288,1.000,bicubic,-47.127,-39.503,-28
resmlp_big_24_224_in22ft1k,37.244,62.756,58.184,41.816,129.14,224,0.875,bicubic,-47.150,-38.699,-24
vit_small_r26_s32_224.augreg_in21k_ft_in1k,37.234,62.766,59.060,40.940,36.43,224,0.900,bicubic,-44.624,-36.962,+173
cait_s24_224,37.153,62.847,56.724,43.276,46.92,224,1.000,bicubic,-46.299,-39.840,+41
efficientformer_l7,37.126,62.874,56.896,43.104,82.23,224,0.950,bicubic,-46.260,-39.644,+49
pvt_v2_b3,37.114,62.886,57.331,42.669,45.24,224,0.900,bicubic,-46.012,-39.225,+65
volo_d1_384,37.083,62.917,57.130,42.870,26.78,384,1.000,bicubic,-48.167,-40.066,-87
vit_base_patch32_224.augreg_in21k_ft_in1k,37.077,62.923,59.294,40.706,88.22,224,0.900,bicubic,-43.647,-36.274,+246
tf_efficientnet_b3.ap_in1k,37.055,62.945,57.240,42.760,12.23,300,0.904,bicubic,-44.767,-38.384,+169
efficientnetv2_rw_s.ra2_in1k,37.049,62.951,56.814,43.186,23.94,384,1.000,bicubic,-46.759,-39.910,+13
maxvit_tiny_tf_224.in1k,37.016,62.984,56.902,43.098,30.92,224,0.950,bicubic,-46.382,-39.686,+39
swinv2_base_window16_256,36.996,63.004,56.138,43.862,87.92,256,0.900,bicubic,-47.598,-40.936,-52
regnetz_040h,36.973,63.027,57.285,42.715,28.94,320,1.000,bicubic,-47.521,-39.721,-46
xcit_small_12_p16_224_dist,36.973,63.027,56.733,43.267,26.25,224,1.000,bicubic,-46.377,-39.681,+43
volo_d1_224,36.884,63.116,56.639,43.361,26.63,224,0.960,bicubic,-47.280,-40.137,-18
seresnet152d,36.790,63.210,56.718,43.282,66.84,320,1.000,bicubic,-47.572,-40.322,-34
maxxvit_rmlp_small_rw_256,36.705,63.295,56.022,43.978,66.01,256,0.950,bicubic,-47.923,-41.040,-60
seresnext101d_32x8d,36.641,63.359,56.336,43.664,93.59,288,1.000,bicubic,-47.730,-40.580,-37
volo_d2_224,36.595,63.405,56.468,43.532,58.68,224,0.960,bicubic,-48.601,-40.720,-93
xception65p,36.556,63.444,56.429,43.571,39.82,299,0.940,bicubic,-46.574,-40.051,+50
seresnextaa101d_32x8d,36.527,63.473,56.403,43.597,93.59,288,1.000,bicubic,-48.041,-40.667,-60
regnetz_d32,36.444,63.556,57.372,42.628,27.58,320,0.950,bicubic,-47.578,-39.494,-16
efficientnet_b3.ra2_in1k,36.420,63.580,56.845,43.155,12.23,320,1.000,bicubic,-45.822,-39.269,+122
cait_xs24_384,36.416,63.584,56.944,43.056,26.67,384,1.000,bicubic,-47.645,-39.945,-23
volo_d2_384,36.416,63.584,56.311,43.689,58.87,384,1.000,bicubic,-49.620,-41.261,-144
deit_base_distilled_patch16_224,36.397,63.603,56.617,43.383,87.34,224,0.900,bicubic,-46.991,-39.871,+26
resnetv2_101x3_bitm,36.381,63.619,59.070,40.930,387.93,448,1.000,bilinear,-48.059,-38.312,-56
gcvit_base,36.371,63.629,55.896,44.104,90.32,224,0.875,bicubic,-48.077,-41.186,-58
resnetrs270,36.320,63.680,56.562,43.438,129.86,352,1.000,bicubic,-48.114,-40.408,-55
tresnet_m,36.285,63.715,55.796,44.204,31.39,224,0.875,bilinear,-46.795,-40.322,+45
mixer_b16_224_miil,36.269,63.731,55.965,44.035,59.88,224,0.875,bilinear,-46.039,-39.751,+109
convnext_small.fb_in1k,36.251,63.749,55.914,44.086,50.22,288,1.000,bicubic,-47.455,-40.896,+3
tf_efficientnet_b2.ns_jft_in1k,36.183,63.817,57.551,42.449,9.11,260,0.890,bicubic,-46.197,-38.697,+96
deit3_small_patch16_384,36.183,63.817,55.564,44.436,22.21,384,1.000,bicubic,-47.243,-41.112,+14
mvitv2_tiny,36.161,63.839,55.128,44.872,24.17,224,0.900,bicubic,-46.243,-41.028,+90
resnet152,36.086,63.914,55.550,44.450,60.19,224,0.950,bicubic,-46.736,-40.576,+53
regnetz_040,36.051,63.949,55.745,44.255,27.12,320,1.000,bicubic,-48.185,-41.187,-48
ecaresnet101d,36.004,63.996,56.165,43.835,44.57,224,0.875,bicubic,-46.168,-39.881,+114
dm_nfnet_f2,36.004,63.996,55.456,44.544,193.78,352,0.920,bicubic,-49.060,-41.784,-102
resnest200e,35.931,64.069,55.849,44.151,70.20,320,0.909,bicubic,-47.901,-41.045,-19
swsl_resnet18,35.858,64.142,58.455,41.545,11.69,224,0.875,bilinear,-37.418,-33.279,+505
sequencer2d_l,35.825,64.175,55.712,44.288,54.30,224,0.875,bicubic,-47.581,-40.794,+6
eca_nfnet_l1,35.823,64.177,55.957,44.043,41.41,320,1.000,bicubic,-48.187,-41.071,-35
vit_base_patch16_224.orig_in21k_ft_in1k,35.768,64.232,57.390,42.610,86.57,224,0.900,bicubic,-46.018,-38.732,+138
gcvit_small,35.746,64.254,54.821,45.179,51.09,224,0.875,bicubic,-48.138,-41.837,-30
vit_relpos_medium_patch16_cls_224.sw_in1k,35.740,64.260,54.918,45.082,38.76,224,0.900,bicubic,-46.822,-41.252,+68
xcit_small_24_p8_224,35.546,64.454,54.788,45.212,47.63,224,1.000,bicubic,-48.292,-41.848,-27
xcit_small_12_p8_224,35.520,64.480,55.511,44.489,26.21,224,1.000,bicubic,-47.824,-40.969,+10
xcit_large_24_p16_224,35.520,64.480,54.760,45.240,189.10,224,1.000,bicubic,-47.376,-41.122,+37
flexivit_base.1200ep_in1k,35.519,64.481,53.843,46.157,86.59,240,0.950,bicubic,-49.145,-43.149,-94
vit_small_patch16_384.augreg_in21k_ft_in1k,35.479,64.521,57.549,42.451,22.20,384,1.000,bicubic,-48.323,-39.553,-27
xcit_medium_24_p8_224,35.446,64.554,54.827,45.173,84.32,224,1.000,bicubic,-48.288,-41.567,-23
swinv2_small_window16_256,35.446,64.554,54.641,45.359,49.73,256,0.900,bicubic,-48.760,-42.230,-59
swinv2_base_window8_256,35.444,64.556,54.617,45.383,87.92,256,0.900,bicubic,-48.818,-42.305,-67
resnest101e,35.373,64.627,55.780,44.220,48.28,256,0.875,bilinear,-47.517,-40.540,+31
convit_base,35.314,64.686,54.927,45.073,86.54,224,0.875,bicubic,-46.974,-41.081,+87
efficientformer_l3,35.263,64.737,54.487,45.513,31.41,224,0.950,bicubic,-47.287,-41.761,+58
xcit_tiny_24_p8_224_dist,35.253,64.747,55.258,44.742,12.11,224,1.000,bicubic,-47.309,-40.809,+55
edgenext_base,35.208,64.792,55.128,44.872,18.51,320,1.000,bicubic,-48.752,-41.640,-49
flexivit_base.600ep_in1k,35.137,64.863,53.662,46.338,86.59,240,0.950,bicubic,-49.381,-43.324,-95
twins_svt_large,35.086,64.914,54.721,45.279,99.27,224,0.900,bicubic,-48.592,-41.873,-23
repvgg_b3g4,35.043,64.957,54.772,45.228,83.83,224,0.875,bilinear,-45.169,-40.338,+233
repvgg_b3,35.043,64.957,54.542,45.458,123.09,224,0.875,bilinear,-45.449,-40.718,+205
regnetz_d8,34.998,65.002,55.939,44.061,23.37,320,1.000,bicubic,-49.052,-41.059,-62
dm_nfnet_f1,34.990,65.010,54.108,45.892,132.63,320,0.910,bicubic,-49.636,-42.992,-107
xcit_tiny_24_p8_384_dist,34.925,65.075,55.153,44.847,12.11,384,1.000,bicubic,-48.815,-41.481,-38
regnetz_d8_evos,34.898,65.103,55.258,44.742,23.46,320,0.950,bicubic,-49.152,-41.736,-64
resnet101d,34.872,65.128,54.202,45.798,44.57,320,1.000,bicubic,-48.150,-42.244,+12
coatnet_1_rw_224,34.840,65.159,53.426,46.574,41.72,224,0.950,bicubic,-48.768,-42.962,-30
swin_s3_base_224,34.797,65.203,53.707,46.293,71.13,224,0.900,bicubic,-49.133,-42.955,-59
flexivit_base.300ep_in1k,34.797,65.203,53.171,46.829,86.59,240,0.950,bicubic,-49.597,-43.949,-91
coatnet_rmlp_1_rw_224,34.795,65.205,53.951,46.049,41.69,224,0.950,bicubic,-48.563,-42.505,-17
maxvit_tiny_rw_224,34.789,65.211,53.347,46.653,29.06,224,0.950,bicubic,-48.715,-43.154,-30
resmlp_big_24_distilled_224,34.788,65.213,54.637,45.363,129.14,224,0.875,bicubic,-48.800,-42.011,-34
seresnext101_32x8d,34.788,65.213,53.462,46.538,93.57,288,1.000,bicubic,-49.404,-43.412,-80
vit_relpos_base_patch16_clsgap_224.sw_in1k,34.728,65.272,54.218,45.782,86.43,224,0.900,bicubic,-48.034,-41.956,+18
sequencer2d_m,34.709,65.291,53.998,46.002,38.31,224,0.875,bicubic,-48.097,-42.270,+15
vit_base_patch16_rpn_224.in1k,34.705,65.295,54.658,45.342,86.54,224,0.900,bicubic,-47.497,-41.338,+71
resnet101,34.681,65.319,54.318,45.682,44.55,224,0.950,bicubic,-47.257,-41.436,+94
deit3_small_patch16_224,34.677,65.323,53.159,46.841,22.06,224,0.900,bicubic,-46.709,-42.291,+130
vit_large_patch32_384.orig_in21k_ft_in1k,34.673,65.326,55.729,44.271,306.63,384,1.000,bicubic,-46.833,-40.363,+118
dm_nfnet_f0,34.618,65.382,54.672,45.328,71.49,256,0.900,bicubic,-48.767,-41.900,-29
vit_relpos_base_patch16_224.sw_in1k,34.611,65.389,54.287,45.713,86.43,224,0.900,bicubic,-47.873,-41.855,+37
ssl_resnext101_32x16d,34.603,65.397,55.931,44.069,194.03,224,0.875,bilinear,-47.241,-40.165,+93
repvgg_b2g4,34.587,65.413,54.782,45.218,61.76,224,0.875,bilinear,-44.779,-39.906,+258
resnetv2_101,34.583,65.417,53.155,46.845,44.54,224,0.950,bicubic,-47.447,-42.705,+77
gcvit_tiny,34.567,65.433,53.245,46.755,28.22,224,0.875,bicubic,-48.833,-43.153,-38
resnetrs200,34.505,65.496,54.283,45.717,93.21,320,1.000,bicubic,-49.943,-42.561,-119
resnest50d_4s2x40d,34.355,65.645,54.725,45.275,30.42,224,0.875,bicubic,-46.753,-40.833,+139
resnetrs152,34.355,65.645,53.562,46.438,86.62,320,1.000,bicubic,-49.357,-43.052,-56
pvt_v2_b2_li,34.308,65.692,54.094,45.906,22.55,224,0.900,bicubic,-47.888,-42.010,+59
crossvit_18_dagger_408,34.251,65.749,53.092,46.908,44.61,408,1.000,bicubic,-49.945,-43.726,-98
xcit_medium_24_p16_224,34.243,65.757,53.159,46.841,84.40,224,1.000,bicubic,-48.393,-42.817,+10
tf_efficientnet_b1.ns_jft_in1k,34.157,65.843,55.489,44.511,7.79,240,0.882,bicubic,-47.231,-40.249,+115
efficientnetv2_rw_t.ra2_in1k,34.155,65.845,53.131,46.869,13.65,288,1.000,bicubic,-48.193,-43.065,+38
twins_pcpvt_large,34.111,65.888,54.128,45.872,60.99,224,0.900,bicubic,-49.029,-42.470,-28
tf_efficientnet_b4.aa_in1k,34.064,65.936,54.198,45.802,19.34,380,0.922,bicubic,-48.958,-42.102,-16
ssl_resnext101_32x8d,34.017,65.983,55.601,44.399,88.79,224,0.875,bilinear,-47.599,-40.437,+93
nfnet_l0,34.002,65.999,54.365,45.635,35.07,288,1.000,bicubic,-48.748,-42.151,-4
tf_efficientnet_b6.aa_in1k,33.998,66.002,54.544,45.456,43.04,528,0.942,bicubic,-50.112,-42.342,-101
efficientnet_b3_pruned.in1k,33.996,66.004,54.108,45.892,9.86,300,0.904,bicubic,-46.862,-41.134,+148
xcit_small_24_p16_224,33.996,66.004,53.285,46.715,47.67,224,1.000,bicubic,-48.584,-42.719,+9
regnety_160,33.976,66.024,53.546,46.454,83.59,288,1.000,bicubic,-49.710,-43.230,-67
gc_efficientnetv2_rw_t.agc_in1k,33.952,66.048,53.220,46.780,13.68,288,1.000,bicubic,-48.512,-43.078,+18
pit_s_distilled_224,33.939,66.061,53.265,46.735,24.04,224,0.900,bicubic,-48.057,-42.533,+60
swinv2_cr_small_ns_224,33.842,66.158,52.618,47.382,49.70,224,0.900,bicubic,-49.646,-43.868,-62
resnext101_64x4d,33.833,66.168,52.166,47.834,83.46,288,1.000,bicubic,-49.315,-44.206,-41
xcit_small_12_p16_224,33.776,66.225,53.233,46.767,26.25,224,1.000,bicubic,-48.199,-42.583,+59
swin_s3_small_224,33.705,66.295,52.396,47.604,49.74,224,0.900,bicubic,-50.065,-44.054,-83
resnetv2_50x3_bitm,33.660,66.341,55.882,44.118,217.32,448,1.000,bilinear,-50.354,-41.242,-103
swinv2_small_window8_256,33.646,66.354,52.813,47.187,49.73,256,0.900,bicubic,-50.210,-43.827,-94
resnet51q,33.563,66.437,53.021,46.979,35.70,288,1.000,bilinear,-48.797,-43.159,+19
xcit_tiny_24_p16_384_dist,33.510,66.490,52.774,47.226,12.12,384,1.000,bicubic,-49.060,-43.512,-1
vit_relpos_medium_patch16_224.sw_in1k,33.498,66.502,52.601,47.399,38.75,224,0.900,bicubic,-48.968,-43.487,+7
regnety_080,33.467,66.533,52.947,47.053,39.18,288,1.000,bicubic,-50.465,-43.941,-104
cs3edgenet_x,33.451,66.549,52.921,47.079,47.82,288,1.000,bicubic,-49.251,-43.449,-18
sequencer2d_s,33.426,66.574,52.398,47.602,27.65,224,0.875,bicubic,-48.916,-43.632,+18
convmixer_1536_20,33.420,66.580,53.027,46.973,51.63,224,0.960,bicubic,-47.956,-42.587,+94
regnety_032,33.412,66.588,52.754,47.246,19.44,288,1.000,bicubic,-49.312,-43.670,-23
crossvit_18_240,33.400,66.600,52.241,47.759,43.27,240,0.875,bicubic,-49.000,-43.813,+6
vit_srelpos_medium_patch16_224.sw_in1k,33.371,66.629,52.461,47.539,38.74,224,0.900,bicubic,-48.865,-43.473,+25
tf_efficientnetv2_b3.in21k_ft_in1k,33.365,66.635,54.933,45.067,14.36,300,0.900,bicubic,-49.307,-41.691,-21
gernet_l,33.357,66.643,51.901,48.099,31.08,256,0.875,bilinear,-47.997,-43.635,+90
crossvit_15_dagger_408,33.331,66.669,52.194,47.806,28.50,408,1.000,bicubic,-50.507,-44.588,-105
crossvit_18_dagger_240,33.290,66.710,52.198,47.802,44.27,240,0.875,bicubic,-49.228,-44.162,-6
tresnet_xl,33.257,66.743,52.294,47.706,78.44,224,0.875,bilinear,-48.797,-43.642,+35
jx_nest_base,33.214,66.787,51.811,48.189,67.72,224,0.875,bicubic,-50.339,-44.559,-86
convnext_tiny.fb_in1k,33.164,66.836,52.672,47.328,28.59,288,1.000,bicubic,-49.536,-43.464,-29
resnest50d_1s4x24d,33.147,66.853,52.839,47.161,25.68,224,0.875,bicubic,-47.841,-42.483,+108
convnext_nano.in12k_ft_in1k,33.119,66.881,53.970,46.030,15.59,288,1.000,bicubic,-49.739,-42.586,-42
vit_relpos_medium_patch16_rpn_224.sw_in1k,33.103,66.897,52.353,47.647,38.73,224,0.900,bicubic,-49.195,-43.621,+10
resnet61q,33.097,66.903,51.754,48.246,36.85,288,1.000,bicubic,-49.427,-44.376,-15
maxxvit_rmlp_nano_rw_256,33.088,66.912,51.854,48.146,16.78,256,0.950,bicubic,-49.942,-44.490,-54
jx_nest_small,33.042,66.957,51.062,48.938,38.35,224,0.875,bicubic,-50.078,-45.266,-62
crossvit_base_240,33.033,66.967,51.394,48.606,105.03,240,0.875,bicubic,-49.183,-44.436,+13
twins_pcpvt_base,33.021,66.979,52.485,47.515,43.83,224,0.900,bicubic,-49.687,-43.861,-39
pvt_v2_b2,33.015,66.985,52.037,47.963,25.36,224,0.900,bicubic,-49.061,-43.925,+21
xcit_tiny_24_p16_224_dist,32.989,67.011,52.056,47.944,12.12,224,1.000,bicubic,-47.457,-43.162,+137
rexnet_200,32.987,67.013,52.939,47.061,16.37,224,0.875,bicubic,-48.645,-42.729,+50
resnest50d,32.972,67.028,52.713,47.287,27.48,224,0.875,bilinear,-48.002,-42.665,+98
tf_efficientnetv2_s.in1k,32.915,67.085,51.726,48.274,21.46,384,1.000,bicubic,-50.979,-44.972,-127
convit_small,32.913,67.087,52.123,47.877,27.78,224,0.875,bicubic,-48.513,-43.621,+63
crossvit_15_dagger_240,32.903,67.097,51.783,48.217,28.21,240,0.875,bicubic,-49.429,-44.735,-6
convnext_tiny_hnf.a2h_in1k,32.895,67.105,51.190,48.810,28.59,288,1.000,bicubic,-49.695,-44.826,-37
vit_small_patch16_224.augreg_in21k_ft_in1k,32.885,67.115,53.923,46.077,22.05,224,0.900,bicubic,-48.517,-42.211,+63
tf_efficientnet_b3.aa_in1k,32.860,67.140,52.950,47.050,12.23,300,0.904,bicubic,-48.776,-42.768,+42
pnasnet5large,32.848,67.152,50.500,49.500,86.06,331,0.911,bicubic,-49.934,-45.540,-54
regnetv_064,32.836,67.164,52.854,47.146,30.58,288,1.000,bicubic,-50.876,-43.894,-115
twins_svt_base,32.836,67.164,51.559,48.441,56.07,224,0.900,bicubic,-50.300,-44.859,-80
regnetz_c16,32.821,67.180,53.744,46.256,13.46,320,0.940,bicubic,-49.697,-42.328,-32
nasnetalarge,32.775,67.225,50.141,49.859,88.75,331,0.911,bicubic,-49.845,-45.906,-46
gernet_m,32.740,67.260,51.913,48.087,21.14,224,0.875,bilinear,-47.992,-43.271,+101
inception_resnet_v2,32.738,67.262,50.648,49.352,55.84,299,0.897,bicubic,-47.720,-44.658,+120
gluon_resnet152_v1d,32.734,67.266,51.088,48.912,60.21,224,0.875,bicubic,-47.740,-44.118,+116
pit_b_224,32.718,67.282,49.852,50.148,73.76,224,0.900,bicubic,-49.728,-45.858,-31
tf_efficientnet_b2.ap_in1k,32.681,67.319,52.239,47.761,9.11,260,0.890,bicubic,-47.619,-42.789,+134
fbnetv3_g.ra2_in1k,32.630,67.370,52.892,47.108,16.62,288,0.950,bilinear,-49.418,-43.172,+5
tresnet_l,32.559,67.441,51.139,48.861,55.99,224,0.875,bilinear,-48.929,-44.485,+42
cait_xxs36_384,32.549,67.451,52.233,47.767,17.37,384,1.000,bicubic,-49.645,-43.915,-8
regnetz_c16_evos,32.539,67.461,52.915,47.085,13.49,320,0.950,bicubic,-50.091,-43.559,-56
wide_resnet50_2,32.439,67.561,51.459,48.541,68.88,224,0.875,bicubic,-49.017,-44.073,+43
gmlp_s16_224,32.418,67.582,51.815,48.185,19.42,224,0.875,bicubic,-47.224,-42.783,+168
ens_adv_inception_resnet_v2,32.372,67.628,50.427,49.573,55.84,299,0.897,bicubic,-47.610,-44.511,+145
deit_base_patch16_224,32.363,67.637,51.011,48.989,86.57,224,0.900,bicubic,-49.635,-44.723,0
maxvit_nano_rw_256,32.357,67.643,50.618,49.382,15.45,256,0.950,bicubic,-50.575,-45.604,-81
swin_small_patch4_window7_224,32.341,67.659,50.905,49.095,49.61,224,0.900,bicubic,-50.871,-45.417,-103
gluon_resnet152_v1s,32.331,67.669,50.526,49.474,60.32,224,0.875,bicubic,-48.685,-44.886,+69
deit_small_distilled_patch16_224,32.284,67.716,52.102,47.898,22.44,224,0.900,bicubic,-48.916,-43.276,+52
xcit_tiny_24_p8_224,32.274,67.726,51.901,48.099,12.11,224,1.000,bicubic,-49.626,-44.075,+6
gluon_seresnext101_64x4d,32.205,67.795,50.319,49.681,88.23,224,0.875,bicubic,-48.689,-44.989,+76
coat_lite_small,32.127,67.873,49.934,50.066,19.84,224,0.900,bicubic,-50.181,-45.916,-32
gluon_seresnext101_32x4d,32.107,67.893,51.237,48.763,48.96,224,0.875,bicubic,-48.797,-44.057,+72
flexivit_small.1200ep_in1k,32.087,67.912,50.296,49.704,22.06,240,0.950,bicubic,-50.438,-45.840,-57
coatnext_nano_rw_224,32.076,67.924,51.019,48.981,14.70,224,0.900,bicubic,-49.872,-44.899,-3
gcvit_xtiny,32.050,67.950,50.995,49.005,19.98,224,0.875,bicubic,-49.902,-44.971,-5
deit_base_patch16_384,31.989,68.011,50.547,49.453,86.86,384,1.000,bicubic,-51.117,-45.825,-103
seresnext50_32x4d,31.985,68.015,51.231,48.769,27.56,224,0.875,bicubic,-49.281,-44.389,+40
maxvit_rmlp_nano_rw_256,31.966,68.034,50.626,49.374,15.50,256,0.950,bicubic,-50.996,-45.644,-96
xcit_tiny_12_p8_224_dist,31.944,68.056,51.390,48.610,6.71,224,1.000,bicubic,-49.268,-44.210,+40
coatnet_bn_0_rw_224,31.883,68.117,51.017,48.983,27.44,224,0.950,bicubic,-50.515,-45.165,-53
levit_384,31.877,68.123,50.598,49.402,39.13,224,0.900,bicubic,-50.709,-45.418,-73
resnetrs101,31.858,68.142,51.017,48.983,63.62,288,0.940,bicubic,-50.430,-44.921,-40
cs3se_edgenet_x,31.803,68.197,50.773,49.227,50.72,320,1.000,bicubic,-51.745,-45.897,-141
vit_relpos_small_patch16_224.sw_in1k,31.785,68.215,50.622,49.378,21.98,224,0.900,bicubic,-49.677,-45.206,+19
poolformer_m48,31.702,68.298,49.883,50.117,73.47,224,0.950,bicubic,-50.760,-46.075,-62
convnext_tiny.fb_in22k_ft_in1k,31.679,68.321,51.785,48.215,28.59,288,1.000,bicubic,-47.229,-42.889,+191
flexivit_small.600ep_in1k,31.649,68.351,49.366,50.634,22.06,240,0.950,bicubic,-50.705,-46.720,-55
tnt_s_patch16_224,31.643,68.357,51.143,48.857,23.76,224,0.900,bicubic,-49.875,-44.605,+9
eca_nfnet_l0,31.612,68.388,51.614,48.386,24.14,288,1.000,bicubic,-50.968,-44.876,-79
resnetv2_50x1_bit_distilled,31.584,68.416,51.263,48.737,25.55,224,0.875,bicubic,-51.234,-45.259,-100
coatnet_rmlp_nano_rw_224,31.545,68.455,50.170,49.830,15.15,224,0.900,bicubic,-50.519,-45.700,-32
xception41p,31.516,68.484,50.374,49.626,26.91,299,0.940,bicubic,-50.442,-45.420,-23
mobilevitv2_200_in22ft1k,31.510,68.490,51.758,48.242,18.45,256,0.888,bicubic,-50.814,-44.182,-55
regnety_064,31.474,68.526,50.528,49.472,30.58,288,1.000,bicubic,-52.242,-46.146,-163
poolformer_m36,31.443,68.557,50.036,49.964,56.17,224,0.950,bicubic,-50.667,-45.652,-39
flexivit_small.300ep_in1k,31.439,68.561,49.215,50.785,22.06,240,0.950,bicubic,-50.733,-46.809,-42
ssl_resnext101_32x4d,31.423,68.577,52.121,47.879,44.18,224,0.875,bilinear,-49.501,-43.607,+46
inception_v4,31.378,68.622,49.244,50.756,42.68,299,0.875,bicubic,-48.790,-45.724,+100
rexnet_150,31.366,68.634,51.288,48.712,9.73,224,0.875,bicubic,-48.944,-43.878,+88
crossvit_15_240,31.341,68.659,50.168,49.832,27.53,240,0.875,bicubic,-50.195,-45.524,-5
efficientformer_l1,31.333,68.667,50.449,49.551,12.29,224,0.950,bicubic,-49.169,-44.549,+65
pit_s_224,31.333,68.667,49.661,50.339,23.46,224,0.900,bicubic,-49.761,-45.909,+29
swinv2_tiny_window16_256,31.313,68.687,49.630,50.370,28.35,256,0.900,bicubic,-51.497,-46.602,-112
vit_srelpos_small_patch16_224.sw_in1k,31.280,68.720,50.243,49.757,21.97,224,0.900,bicubic,-49.814,-45.089,+26
cait_xxs36_224,31.278,68.722,50.616,49.384,17.30,224,1.000,bicubic,-48.472,-44.250,+116
crossvit_small_240,31.276,68.724,50.192,49.808,26.86,240,0.875,bicubic,-49.744,-45.268,+29
cspresnet50,31.270,68.730,51.223,48.777,21.62,256,0.887,bilinear,-48.304,-43.489,+126
swinv2_cr_small_224,31.256,68.744,48.747,51.253,49.70,224,0.900,bicubic,-51.890,-47.347,-141
coatnet_0_rw_224,31.250,68.750,48.621,51.379,27.44,224,0.950,bicubic,-51.140,-47.215,-81
convmixer_768_32,31.248,68.752,50.942,49.058,21.11,224,0.960,bicubic,-48.916,-44.130,+89
swin_s3_tiny_224,31.242,68.757,49.720,50.280,28.33,224,0.900,bicubic,-50.880,-46.228,-56
cspresnext50,31.229,68.771,50.889,49.111,20.57,256,0.887,bilinear,-49.317,-44.431,+49
regnetv_040,31.211,68.789,50.115,49.885,20.64,288,1.000,bicubic,-51.983,-46.545,-149
coat_mini,31.203,68.797,49.773,50.227,10.34,224,0.900,bicubic,-50.065,-45.619,+2
xcit_tiny_12_p8_384_dist,31.191,68.809,50.522,49.478,6.71,384,1.000,bicubic,-51.197,-45.702,-86
ecaresnetlight,31.121,68.879,50.243,49.757,30.16,224,0.875,bicubic,-49.341,-45.005,+56
gluon_resnet101_v1s,31.115,68.885,49.793,50.207,44.67,224,0.875,bicubic,-49.187,-45.367,+71
edgenext_small,31.103,68.897,50.131,49.869,5.59,320,1.000,bicubic,-50.465,-45.575,-25
coatnet_nano_rw_224,31.093,68.907,49.586,50.414,15.14,224,0.900,bicubic,-50.607,-46.052,-34
tf_efficientnet_cc_b0_8e.in1k,31.087,68.913,50.761,49.239,24.01,224,0.875,bicubic,-46.821,-42.892,+212
resmlp_36_distilled_224,31.070,68.930,49.683,50.317,44.69,224,0.875,bicubic,-50.090,-45.805,+2
ecaresnet50d,31.058,68.942,50.848,49.152,25.58,224,0.875,bicubic,-49.534,-44.472,+37
ecaresnet50t,31.058,68.942,50.577,49.423,25.57,320,0.950,bicubic,-51.288,-45.561,-89
cs3sedarknet_x,31.028,68.972,50.135,49.865,35.40,288,1.000,bicubic,-51.626,-46.219,-122
resnet50d,31.020,68.980,49.808,50.192,25.58,224,0.875,bicubic,-49.510,-45.352,+38
cspdarknet53,31.017,68.984,50.390,49.610,27.64,256,0.887,bilinear,-49.042,-44.694,+79
gcresnet50t,31.009,68.991,50.123,49.877,25.90,256,0.900,bicubic,-49.931,-45.331,+14
gluon_resnet152_v1c,30.991,69.009,48.924,51.076,60.21,224,0.875,bicubic,-48.919,-45.916,+83
gluon_resnext101_64x4d,30.987,69.013,48.549,51.451,83.46,224,0.875,bicubic,-49.617,-46.439,+29
twins_svt_small,30.985,69.015,49.223,50.777,24.06,224,0.900,bicubic,-50.697,-46.447,-44
resnext50_32x4d,30.950,69.050,49.270,50.730,25.03,224,0.950,bicubic,-50.168,-46.062,-4
resmlp_24_distilled_224,30.901,69.099,50.178,49.822,30.02,224,0.875,bicubic,-49.865,-45.040,+20
tf_efficientnet_cc_b1_8e.in1k,30.899,69.101,50.080,49.920,39.72,240,0.882,bicubic,-48.409,-44.290,+114
ecaresnet101d_pruned,30.897,69.103,50.013,49.987,24.88,224,0.875,bicubic,-49.921,-45.615,+16
gluon_resnext101_32x4d,30.877,69.123,48.537,51.463,44.18,224,0.875,bicubic,-49.457,-46.389,+49
tf_efficientnetv2_b3.in1k,30.861,69.139,49.814,50.186,14.36,300,0.904,bicubic,-51.109,-45.968,-68
tf_efficientnet_lite4.in1k,30.830,69.170,50.386,49.614,13.01,380,0.920,bilinear,-50.706,-45.282,-41
nf_resnet50,30.702,69.298,49.958,50.042,25.56,288,0.940,bicubic,-49.960,-45.378,+18
dpn107,30.678,69.322,48.810,51.190,86.92,224,0.875,bicubic,-49.478,-46.100,+61
xcit_tiny_24_p16_224,30.677,69.323,50.410,49.590,12.12,224,1.000,bicubic,-48.767,-44.472,+101
poolformer_s36,30.667,69.333,49.435,50.565,30.86,224,0.900,bicubic,-50.749,-46.011,-35
ese_vovnet39b,30.657,69.343,49.875,50.125,24.57,224,0.875,bicubic,-48.663,-44.837,+103
gluon_resnet152_v1b,30.623,69.376,48.521,51.479,60.19,224,0.875,bicubic,-49.063,-46.215,+83
tresnet_xl_448,30.614,69.386,49.069,50.931,78.44,448,0.875,bilinear,-52.436,-47.105,-167
ssl_resnext50_32x4d,30.594,69.406,50.657,49.343,25.03,224,0.875,bilinear,-49.724,-44.749,+39
haloregnetz_b,30.594,69.406,49.009,50.991,11.68,224,0.940,bicubic,-50.456,-46.187,-12
gluon_resnet101_v1d,30.523,69.477,47.950,52.050,44.57,224,0.875,bicubic,-49.891,-47.064,+31
dpn68b,30.517,69.483,49.162,50.838,12.61,224,0.875,bicubic,-48.699,-45.252,+110
mobilevitv2_200_384_in22ft1k,30.498,69.502,50.575,49.425,18.45,384,1.000,bicubic,-52.896,-46.005,-198
resnest26d,30.490,69.510,50.677,49.323,17.07,224,0.875,bilinear,-47.988,-43.621,+149
efficientnet_b2.ra_in1k,30.435,69.565,49.698,50.302,9.11,288,1.000,bicubic,-50.177,-45.620,+6
tf_efficientnet_b1.ap_in1k,30.421,69.579,49.553,50.447,7.79,240,0.882,bicubic,-48.859,-44.753,+101
cs3darknet_x,30.409,69.591,49.187,50.813,35.05,288,1.000,bicubic,-51.819,-47.047,-106
xcit_tiny_12_p16_384_dist,30.405,69.595,50.131,49.869,6.72,384,1.000,bicubic,-50.535,-45.279,-12
resnetv2_50,30.386,69.614,48.834,51.166,25.55,224,0.950,bicubic,-50.046,-46.246,+21
twins_pcpvt_small,30.382,69.618,49.386,50.614,24.11,224,0.900,bicubic,-50.706,-46.256,-24
visformer_small,30.329,69.671,48.285,51.715,40.22,224,0.900,bicubic,-51.777,-47.587,-100
pit_xs_distilled_224,30.278,69.722,49.836,50.164,11.00,224,0.900,bicubic,-49.028,-44.528,+91
regnety_040,30.254,69.746,48.910,51.090,20.65,288,1.000,bicubic,-52.784,-47.600,-181
mobilevitv2_175_in22ft1k,30.209,69.791,49.034,50.966,14.25,256,0.888,bicubic,-51.735,-46.758,-88
vit_relpos_base_patch32_plus_rpn_256.sw_in1k,30.207,69.793,48.700,51.300,119.42,256,0.900,bicubic,-49.273,-45.438,+76
convmixer_1024_20_ks9_p14,30.105,69.895,49.932,50.068,24.38,224,0.960,bicubic,-46.841,-43.426,+213
seresnet50,30.077,69.923,49.292,50.708,28.09,224,0.875,bicubic,-50.197,-45.778,+28
dpn98,30.067,69.933,48.244,51.756,61.57,224,0.875,bicubic,-49.575,-46.384,+67
tf_efficientnet_b2.aa_in1k,30.026,69.974,49.581,50.419,9.11,260,0.890,bicubic,-50.060,-45.328,+37
dpn131,30.024,69.976,48.146,51.854,79.25,224,0.875,bicubic,-49.798,-46.564,+52
efficientnet_el.ra_in1k,30.018,69.982,48.834,51.166,10.59,300,0.904,bicubic,-51.298,-46.692,-53
legacy_senet154,30.001,69.999,48.034,51.966,115.09,224,0.875,bilinear,-51.309,-47.462,-53
xcit_tiny_12_p16_224_dist,29.997,70.003,49.641,50.359,6.72,224,1.000,bicubic,-48.581,-44.555,+124
halo2botnet50ts_256,29.983,70.017,48.388,51.612,22.64,256,0.950,bicubic,-52.077,-47.248,-110
dpn92,29.953,70.047,49.162,50.838,37.67,224,0.875,bicubic,-50.055,-45.674,+36
mobilevitv2_150_in22ft1k,29.951,70.049,49.215,50.785,10.59,256,0.888,bicubic,-51.526,-46.459,-71
resnetv2_101x1_bitm,29.898,70.102,51.121,48.879,44.54,448,1.000,bilinear,-52.434,-44.835,-137
gluon_senet154,29.877,70.123,47.894,52.106,115.09,224,0.875,bicubic,-51.357,-47.454,-56
xception,29.865,70.135,48.686,51.314,22.86,299,0.897,bicubic,-49.187,-45.706,+96
cs3sedarknet_l,29.814,70.186,48.987,51.013,21.91,288,0.950,bicubic,-51.960,-46.981,-94
adv_inception_v3,29.814,70.186,47.847,52.153,23.83,299,0.875,bicubic,-47.768,-45.889,+172
resnetaa50,29.810,70.190,48.022,51.978,25.56,288,1.000,bicubic,-51.812,-47.786,-88
vit_base_patch16_384.augreg_in1k,29.792,70.208,48.333,51.667,86.86,384,1.000,bicubic,-51.310,-46.999,-50
gluon_xception65,29.784,70.216,47.755,52.245,39.92,299,0.903,bicubic,-49.932,-47.105,+43
lamhalobotnet50ts_256,29.755,70.245,48.344,51.656,22.57,256,0.950,bicubic,-51.789,-47.160,-87
fbnetv3_d.ra2_in1k,29.743,70.257,49.472,50.528,10.31,256,0.950,bilinear,-49.937,-45.472,+46
convnext_nano.d1h_in1k,29.698,70.302,47.920,52.080,15.59,288,1.000,bicubic,-51.772,-47.738,-81
resmlp_36_224,29.692,70.308,48.969,51.031,44.69,224,0.875,bicubic,-50.078,-45.917,+36
vit_base_patch32_384.augreg_in1k,29.657,70.343,48.985,51.015,88.30,384,1.000,bicubic,-49.103,-45.243,+101
resnet50,29.639,70.361,46.729,53.271,25.56,224,0.950,bicubic,-50.735,-47.885,-6
resnetblur50,29.625,70.375,48.250,51.750,25.56,224,0.875,bicubic,-49.661,-46.388,+65
resnetv2_50d_gn,29.611,70.388,47.784,52.216,25.57,288,0.950,bicubic,-52.205,-48.140,-109
jx_nest_tiny,29.543,70.457,46.994,53.006,17.06,224,0.875,bicubic,-51.871,-48.622,-82
resnet50_gn,29.537,70.463,48.305,51.695,25.56,224,0.940,bicubic,-50.515,-46.641,+16
efficientnet_em.ra2_in1k,29.486,70.514,48.946,51.054,6.90,240,0.882,bicubic,-49.766,-45.848,+65
cs3darknet_l,29.474,70.526,48.217,51.783,21.16,288,0.950,bicubic,-51.422,-47.453,-47
resnext101_32x8d,29.439,70.561,48.486,51.514,88.79,224,0.875,bilinear,-49.869,-46.032,+53
gcresnext50ts,29.433,70.567,47.904,52.096,15.67,256,0.900,bicubic,-51.147,-47.266,-35
coat_lite_mini,29.433,70.567,47.724,52.276,11.01,224,0.900,bicubic,-49.655,-46.880,+73
ssl_resnet50,29.423,70.577,49.781,50.219,25.56,224,0.875,bilinear,-49.799,-45.051,+61
deit_small_patch16_224,29.421,70.579,48.256,51.744,22.05,224,0.900,bicubic,-50.435,-46.796,+17
sebotnet33ts_256,29.421,70.579,47.156,52.844,13.70,256,0.940,bicubic,-51.729,-48.018,-74
nf_regnet_b1,29.390,70.611,49.425,50.575,10.22,288,0.900,bicubic,-49.903,-45.323,+52
cait_xxs24_384,29.387,70.612,48.753,51.247,12.03,384,1.000,bicubic,-51.578,-46.893,-61
edgenext_small_rw,29.352,70.648,48.743,51.257,7.83,320,1.000,bicubic,-51.104,-46.449,-27
swin_tiny_patch4_window7_224,29.334,70.666,47.602,52.398,28.29,224,0.900,bicubic,-52.044,-47.938,-91
resnet34d,29.328,70.671,48.409,51.591,21.82,224,0.875,bicubic,-47.788,-44.973,+164
convnext_nano_ols.d1h_in1k,29.317,70.683,47.484,52.516,15.65,288,1.000,bicubic,-52.293,-48.156,-112
cait_xxs24_224,29.303,70.697,48.535,51.465,11.96,224,1.000,bicubic,-49.083,-45.775,+101
pvt_v2_b1,29.242,70.758,48.977,51.023,14.01,224,0.900,bicubic,-49.452,-45.515,+83
maxvit_rmlp_pico_rw_256,29.226,70.774,47.721,52.279,7.52,256,0.950,bicubic,-51.290,-47.491,-42
gcvit_xxtiny,29.216,70.784,48.372,51.628,12.00,224,0.875,bicubic,-50.498,-46.708,+16
ecaresnet50d_pruned,29.215,70.785,48.453,51.547,19.94,224,0.875,bicubic,-50.501,-46.427,+13
poolformer_s24,29.177,70.823,48.069,51.931,21.39,224,0.900,bicubic,-51.139,-46.969,-24
tresnet_l_448,29.165,70.835,47.232,52.768,55.99,448,0.875,bilinear,-53.103,-48.744,-167
gluon_inception_v3,29.124,70.876,46.955,53.045,23.83,299,0.875,bicubic,-49.682,-47.415,+70
lambda_resnet50ts,29.118,70.882,46.973,53.027,21.54,256,0.950,bicubic,-52.048,-48.999,-91
eca_resnet33ts,29.095,70.905,48.792,51.208,19.68,256,0.900,bicubic,-50.983,-46.178,-10
xception71,29.047,70.953,47.405,52.595,42.34,299,0.903,bicubic,-50.826,-47.517,-2
hrnet_w64,28.989,71.011,47.142,52.858,128.06,224,0.875,bilinear,-50.485,-47.510,+22
xcit_tiny_12_p8_224,28.953,71.047,47.515,52.485,6.71,224,1.000,bicubic,-50.741,-47.537,+8
regnetz_b16,28.941,71.059,47.246,52.754,9.72,288,0.940,bicubic,-51.775,-48.232,-63
cs3darknet_focus_l,28.928,71.072,47.633,52.367,21.15,288,0.950,bicubic,-51.956,-48.049,-72
tf_efficientnet_b0.ns_jft_in1k,28.902,71.098,49.011,50.989,5.29,224,0.875,bicubic,-49.756,-45.365,+72
tf_efficientnet_b1.aa_in1k,28.886,71.114,47.503,52.497,7.79,240,0.882,bicubic,-49.940,-46.695,+60
gluon_resnet101_v1b,28.878,71.121,46.389,53.611,44.55,224,0.875,bicubic,-50.427,-48.135,+26
mobilevitv2_150_384_in22ft1k,28.873,71.127,47.924,52.076,10.59,384,1.000,bicubic,-53.721,-48.394,-217
vit_small_patch32_384.augreg_in21k_ft_in1k,28.871,71.129,48.887,51.113,22.92,384,1.000,bicubic,-51.609,-46.711,-56
resnetv2_50d_evos,28.867,71.133,46.672,53.328,25.59,288,0.950,bicubic,-53.109,-49.244,-159
skresnext50_32x4d,28.818,71.182,46.497,53.503,27.48,224,0.875,bicubic,-51.338,-48.145,-25
sehalonet33ts,28.778,71.222,46.586,53.414,13.69,256,0.940,bicubic,-52.180,-48.690,-87
levit_256,28.745,71.255,46.723,53.277,18.89,224,0.900,bicubic,-52.765,-48.767,-130
tf_efficientnet_lite3.in1k,28.660,71.340,47.354,52.646,8.20,300,0.904,bilinear,-51.160,-47.560,-10
gluon_seresnext50_32x4d,28.651,71.349,46.436,53.564,27.56,224,0.875,bicubic,-51.267,-48.386,-21
skresnet34,28.645,71.355,47.953,52.047,22.28,224,0.875,bicubic,-48.267,-45.369,+147
hrnet_w40,28.641,71.359,47.454,52.546,57.56,224,0.875,bilinear,-50.279,-47.016,+44
darknetaa53,28.639,71.361,46.945,53.055,36.02,288,1.000,bilinear,-51.883,-48.377,-69
mobilevitv2_175_384_in22ft1k,28.615,71.385,47.144,52.856,14.25,384,1.000,bicubic,-54.327,-49.282,-251
swinv2_tiny_window8_256,28.613,71.387,46.177,53.823,28.35,256,0.900,bicubic,-53.193,-49.817,-155
halonet50ts,28.578,71.422,46.167,53.833,22.73,256,0.940,bicubic,-53.066,-49.441,-149
tf_efficientnetv2_b0.in1k,28.566,71.434,47.079,52.921,7.14,224,0.875,bicubic,-49.790,-46.945,+72
tv_resnet152,28.533,71.467,47.118,52.882,60.19,224,0.875,bilinear,-49.779,-46.920,+73
xcit_tiny_12_p16_224,28.523,71.477,47.403,52.597,6.72,224,1.000,bicubic,-48.597,-46.309,+127
repvgg_b2,28.427,71.573,47.038,52.962,89.02,224,0.875,bilinear,-50.365,-47.376,+44
hrnet_w48,28.413,71.587,47.586,52.414,77.47,224,0.875,bilinear,-50.887,-46.926,+9
swinv2_cr_tiny_ns_224,28.377,71.623,45.920,54.080,28.33,224,0.900,bicubic,-53.413,-49.904,-161
gluon_resnext50_32x4d,28.375,71.624,45.328,54.672,25.03,224,0.875,bicubic,-50.978,-49.098,+1
efficientnet_b2_pruned.in1k,28.362,71.638,47.051,52.949,8.31,260,0.890,bicubic,-51.554,-47.805,-34
tf_efficientnet_b0.ap_in1k,28.346,71.654,47.531,52.469,5.29,224,0.875,bicubic,-48.740,-45.725,+124
seresnet33ts,28.340,71.660,47.757,52.243,19.78,256,0.900,bicubic,-52.012,-47.349,-64
darknet53,28.317,71.683,46.873,53.127,41.61,288,1.000,bicubic,-52.218,-48.547,-85
tf_efficientnet_cc_b0_4e.in1k,28.315,71.685,47.364,52.636,13.31,224,0.875,bicubic,-48.991,-45.970,+109
dla102x2,28.315,71.685,46.761,53.239,41.28,224,0.875,bilinear,-51.133,-47.879,-8
dla169,28.313,71.687,47.391,52.609,53.39,224,0.875,bilinear,-50.375,-46.945,+40
mixnet_xl.ra_in1k,28.287,71.713,46.702,53.298,11.90,224,0.875,bicubic,-52.189,-48.234,-82
gluon_resnet50_v1d,28.246,71.754,45.878,54.122,25.58,224,0.875,bicubic,-50.828,-48.592,+17
wide_resnet101_2,28.108,71.892,46.401,53.599,126.89,224,0.875,bilinear,-50.748,-47.881,+26
gluon_resnet101_v1c,28.104,71.896,45.961,54.039,44.57,224,0.875,bicubic,-51.430,-48.617,-20
regnetx_320,28.093,71.907,45.126,54.874,107.81,224,0.875,bicubic,-52.153,-49.900,-62
densenet161,28.081,71.919,46.641,53.359,28.68,224,0.875,bicubic,-49.277,-46.997,+101
regnety_320,28.059,71.941,45.444,54.556,145.05,224,0.875,bicubic,-52.751,-49.800,-106
mobilevitv2_175,28.034,71.966,46.093,53.907,14.25,256,0.888,bicubic,-52.826,-49.162,-110
gernet_s,28.022,71.978,46.723,53.277,8.17,224,0.875,bilinear,-48.894,-46.409,+118
efficientnet_el_pruned.in1k,28.016,71.984,46.790,53.210,10.59,300,0.904,bicubic,-52.284,-48.428,-71
levit_192,28.016,71.984,45.880,54.120,10.95,224,0.900,bicubic,-51.826,-48.906,-44
vit_base_patch16_224.augreg_in1k,27.963,72.037,45.725,54.275,86.57,224,0.900,bicubic,-51.191,-48.375,+1
xception41,27.888,72.112,45.890,54.110,26.97,299,0.903,bicubic,-50.628,-48.388,+32
regnetx_160,27.817,72.183,45.617,54.383,54.28,224,0.875,bicubic,-52.039,-49.213,-49
tf_inception_v3,27.784,72.216,45.721,54.279,23.83,299,0.875,bicubic,-50.076,-47.919,+71
res2net101_26w_4s,27.768,72.232,45.179,54.821,45.21,224,0.875,bilinear,-51.430,-49.253,-5
tf_efficientnetv2_b1.in1k,27.760,72.240,46.580,53.420,8.14,240,0.882,bicubic,-51.702,-48.142,-28
vit_base_patch16_224.sam,27.709,72.291,45.106,54.894,86.57,224,0.900,bicubic,-52.533,-49.650,-74
fbnetv3_b.ra2_in1k,27.676,72.324,46.989,53.011,8.60,256,0.950,bilinear,-51.474,-47.757,-5
repvgg_b1,27.656,72.344,46.531,53.469,57.42,224,0.875,bilinear,-50.710,-47.567,+38
hrnet_w44,27.621,72.379,45.837,54.163,67.06,224,0.875,bilinear,-51.275,-48.531,+7
mobilevitv2_200,27.615,72.385,45.762,54.238,18.45,256,0.888,bicubic,-53.521,-49.604,-147
gcresnet33ts,27.591,72.409,46.191,53.809,19.88,256,0.900,bicubic,-52.491,-48.807,-70
inception_v3,27.556,72.444,45.267,54.733,23.83,299,0.875,bicubic,-49.884,-48.209,+80
resmlp_24_224,27.521,72.479,45.696,54.304,30.02,224,0.875,bicubic,-51.853,-48.851,-33
pit_xs_224,27.491,72.509,45.900,54.100,10.62,224,0.900,bicubic,-50.691,-48.268,+41
regnetx_080,27.405,72.595,45.002,54.998,39.57,224,0.875,bicubic,-51.789,-49.558,-15
hrnet_w30,27.381,72.619,46.554,53.446,37.71,224,0.875,bilinear,-50.825,-47.668,+38
hrnet_w32,27.369,72.631,45.994,54.006,41.23,224,0.875,bilinear,-51.081,-48.192,+22
convnext_pico.d1_in1k,27.354,72.646,45.648,54.352,9.05,288,0.950,bicubic,-53.072,-49.410,-103
vit_small_patch16_384.augreg_in1k,27.328,72.672,46.114,53.886,22.20,384,1.000,bicubic,-53.792,-49.460,-155
gluon_resnet50_v1s,27.326,72.674,45.222,54.778,25.68,224,0.875,bicubic,-51.386,-49.016,+5
convnext_pico_ols.d1_in1k,27.305,72.695,45.644,54.356,9.06,288,1.000,bicubic,-53.159,-49.598,-112
densenet201,27.265,72.735,46.222,53.778,20.01,224,0.875,bicubic,-50.021,-47.256,+75
densenetblur121d,27.228,72.772,46.299,53.701,8.00,224,0.875,bicubic,-49.360,-46.893,+103
efficientnet_b1_pruned.in1k,27.181,72.819,45.872,54.128,6.33,240,0.882,bicubic,-51.055,-47.962,+29
tf_efficientnetv2_b2.in1k,27.163,72.837,44.570,55.430,10.10,260,0.890,bicubic,-53.045,-50.472,-90
vit_base_patch32_224.augreg_in1k,27.141,72.859,45.175,54.825,88.22,224,0.900,bicubic,-47.763,-46.603,+136
resnet33ts,27.134,72.866,45.338,54.662,19.68,256,0.900,bicubic,-52.080,-49.236,-30
resnetrs50,27.110,72.890,45.029,54.971,35.69,224,0.910,bicubic,-52.782,-49.939,-78
rexnet_130,27.094,72.906,45.933,54.067,7.56,224,0.875,bicubic,-52.406,-48.749,-56
res2net50_26w_8s,27.078,72.921,44.428,55.572,48.40,224,0.875,bilinear,-52.122,-49.940,-32
dla102x,27.061,72.939,45.474,54.526,26.31,224,0.875,bilinear,-51.449,-48.754,+3
resnet32ts,27.037,72.963,45.253,54.747,17.96,256,0.900,bicubic,-51.967,-49.103,-22
gmixer_24_224,27.027,72.972,44.361,55.639,24.72,224,0.875,bicubic,-51.008,-49.303,+29
tv_resnet101,26.963,73.037,45.234,54.766,44.55,224,0.875,bilinear,-50.411,-48.306,+60
resnext50d_32x4d,26.876,73.124,44.436,55.564,25.05,224,0.875,bicubic,-52.800,-50.430,-68
regnetx_120,26.868,73.132,44.682,55.318,46.11,224,0.875,bicubic,-52.728,-50.056,-66
rexnet_100,26.831,73.169,45.369,54.631,4.80,224,0.875,bicubic,-51.027,-48.501,+38
densenet169,26.829,73.171,45.373,54.627,14.15,224,0.875,bicubic,-49.077,-47.653,+101
legacy_seresnext101_32x4d,26.811,73.189,43.497,56.503,48.96,224,0.875,bilinear,-53.417,-51.521,-106
tinynet_a.in1k,26.807,73.193,45.098,54.902,6.19,192,0.875,bicubic,-50.845,-48.438,+40
regnety_120,26.788,73.212,44.454,55.546,51.82,224,0.875,bicubic,-53.578,-50.672,-122
regnetx_064,26.784,73.216,44.927,55.073,26.21,224,0.875,bicubic,-52.288,-49.531,-34
regnetx_032,26.703,73.297,45.236,54.764,15.30,224,0.875,bicubic,-51.469,-48.852,+13
legacy_seresnet152,26.676,73.324,43.947,56.053,66.82,224,0.875,bilinear,-51.984,-50.423,-15
densenet121,26.664,73.336,45.900,54.100,7.98,224,0.875,bicubic,-48.914,-46.752,+100
efficientnet_es.ra_in1k,26.621,73.379,45.112,54.888,5.44,224,0.875,bicubic,-51.445,-48.814,+15
res2net50_26w_6s,26.595,73.405,43.990,56.010,37.05,224,0.875,bilinear,-51.975,-50.134,-15
repvgg_b1g4,26.579,73.421,45.084,54.916,39.97,224,0.875,bilinear,-51.015,-48.742,+37
dla60x,26.552,73.448,45.023,54.977,17.35,224,0.875,bilinear,-51.694,-48.995,+1
coat_lite_tiny,26.507,73.493,44.644,55.356,5.72,224,0.900,bicubic,-51.005,-49.272,+39
tf_efficientnet_b0.aa_in1k,26.485,73.515,45.646,54.354,5.29,224,0.875,bicubic,-50.363,-47.582,+66
res2net50_14w_8s,26.483,73.517,44.371,55.629,25.06,224,0.875,bilinear,-51.667,-49.477,+5
mobilenetv3_large_100.miil_in21k_ft_in1k,26.481,73.519,44.473,55.527,5.48,224,0.875,bilinear,-51.435,-48.437,+16
gluon_resnet50_v1b,26.436,73.564,44.035,55.965,25.56,224,0.875,bicubic,-51.144,-49.681,+33
tf_efficientnet_el.in1k,26.357,73.643,44.175,55.825,10.59,300,0.904,bicubic,-53.893,-50.953,-125
lambda_resnet26t,26.348,73.653,44.408,55.592,10.96,256,0.940,bicubic,-52.749,-50.184,-52
levit_128,26.332,73.668,44.096,55.904,9.21,224,0.900,bicubic,-52.154,-49.914,-22
resmlp_big_24_224,26.318,73.682,43.556,56.444,129.14,224,0.875,bicubic,-54.710,-51.466,-186
resmlp_12_distilled_224,26.314,73.686,44.874,55.126,15.35,224,0.875,bicubic,-51.630,-48.684,+9
regnetx_040,26.243,73.757,44.438,55.562,22.12,224,0.875,bicubic,-52.239,-49.806,-24
mobilevitv2_150,26.190,73.810,43.764,56.236,10.59,256,0.888,bicubic,-54.186,-51.296,-144
crossvit_9_dagger_240,26.183,73.817,44.544,55.456,8.78,240,0.875,bicubic,-50.797,-49.066,+49
vit_small_patch32_224.augreg_in21k_ft_in1k,26.151,73.849,45.104,54.896,22.88,224,0.900,bicubic,-49.839,-48.168,+73
dpn68,26.129,73.871,44.228,55.772,12.61,224,0.875,bicubic,-50.189,-48.750,+68
efficientnet_b1.ft_in1k,26.061,73.939,44.080,55.920,7.79,256,1.000,bicubic,-52.733,-50.262,-44
mobilevitv2_125,26.029,73.971,43.670,56.330,7.48,256,0.888,bicubic,-53.655,-51.180,-101
lambda_resnet26rpt_256,26.025,73.975,44.188,55.812,10.99,256,0.940,bicubic,-52.945,-50.242,-55
hrnet_w18,25.986,74.014,44.813,55.187,21.30,224,0.875,bilinear,-50.772,-48.631,+52
hardcorenas_f,25.951,74.049,44.220,55.780,8.20,224,0.875,bilinear,-52.153,-49.582,-10
vit_small_patch16_224.augreg_in1k,25.949,74.051,43.988,56.012,22.05,224,0.900,bicubic,-52.897,-50.296,-52
resnet34,25.888,74.112,43.982,56.018,21.80,224,0.875,bilinear,-49.222,-48.302,+86
res2net50_26w_4s,25.866,74.134,43.155,56.845,25.70,224,0.875,bilinear,-52.098,-50.699,-5
resnet26t,25.852,74.148,43.953,56.047,16.01,256,0.940,bicubic,-52.030,-49.888,-2
tresnet_m_448,25.852,74.148,42.874,57.126,31.39,448,0.875,bilinear,-55.862,-52.698,-252
coat_tiny,25.843,74.157,43.276,56.724,5.50,224,0.900,bicubic,-52.591,-50.761,-34
hardcorenas_c,25.815,74.185,44.772,55.228,5.52,224,0.875,bilinear,-51.239,-48.386,+32
gluon_resnet50_v1c,25.784,74.216,43.031,56.969,25.58,224,0.875,bicubic,-52.228,-50.957,-13
halonet26t,25.764,74.236,43.229,56.771,12.48,256,0.950,bicubic,-53.336,-51.083,-75
selecsls60,25.729,74.272,44.065,55.935,30.67,224,0.875,bicubic,-52.254,-49.764,-13
hardcorenas_e,25.662,74.338,43.412,56.588,8.07,224,0.875,bilinear,-52.132,-50.282,-2
dla60_res2net,25.652,74.348,43.599,56.401,20.85,224,0.875,bilinear,-52.812,-50.607,-43
dla60_res2next,25.640,74.360,43.670,56.330,17.03,224,0.875,bilinear,-52.800,-50.482,-42
poolformer_s12,25.630,74.370,44.137,55.863,11.92,224,0.900,bicubic,-51.600,-49.367,+18
ecaresnet26t,25.538,74.462,43.660,56.340,16.01,320,0.950,bicubic,-54.316,-51.424,-130
resmlp_12_224,25.518,74.482,44.324,55.676,15.35,224,0.875,bicubic,-51.136,-48.856,+37
convnext_femto.d1_in1k,25.516,74.484,43.683,56.317,5.22,288,0.950,bicubic,-53.188,-50.751,-60
mixnet_l.ft_in1k,25.512,74.488,43.455,56.545,7.33,224,0.875,bicubic,-53.464,-50.727,-76
tf_efficientnet_lite1.in1k,25.499,74.501,43.585,56.415,5.42,240,0.882,bicubic,-51.143,-49.641,+35
eca_halonext26ts,25.479,74.521,43.194,56.806,10.76,256,0.940,bicubic,-54.007,-51.404,-115
cs3darknet_focus_m,25.475,74.525,43.750,56.250,9.30,288,0.950,bicubic,-51.803,-50.220,+9
bat_resnext26ts,25.463,74.537,43.210,56.790,10.73,256,0.900,bicubic,-52.779,-50.890,-39
tv_resnext50_32x4d,25.455,74.545,42.787,57.213,25.03,224,0.875,bilinear,-52.165,-50.909,-9
botnet26t_256,25.444,74.556,42.636,57.364,12.49,256,0.950,bicubic,-53.828,-51.892,-100
repvgg_a2,25.436,74.564,43.939,56.061,28.21,224,0.875,bilinear,-51.024,-49.065,+36
tf_mixnet_l.in1k,25.422,74.578,42.534,57.466,7.33,224,0.875,bicubic,-53.352,-51.464,-72
hardcorenas_b,25.402,74.598,44.190,55.810,5.18,224,0.875,bilinear,-51.136,-48.564,+31
res2next50,25.389,74.611,42.508,57.492,24.67,224,0.875,bilinear,-52.857,-51.384,-46
convnext_femto_ols.d1_in1k,25.387,74.613,43.153,56.847,5.23,288,0.950,bicubic,-53.547,-51.379,-85
legacy_seresnet101,25.334,74.666,42.825,57.175,49.33,224,0.875,bilinear,-53.048,-51.439,-54
selecsls60b,25.332,74.668,43.559,56.441,32.77,224,0.875,bicubic,-53.080,-50.615,-57
resnetv2_50x1_bitm,25.324,74.676,45.359,54.641,25.55,448,1.000,bilinear,-55.018,-50.325,-180
dla102,25.316,74.684,43.827,56.173,33.27,224,0.875,bilinear,-52.716,-50.119,-39
hardcorenas_d,25.300,74.700,43.121,56.879,7.50,224,0.875,bilinear,-52.132,-50.363,-10
resnest14d,25.284,74.716,44.114,55.886,10.61,224,0.875,bilinear,-50.222,-48.404,+43
legacy_seresnext50_32x4d,25.210,74.790,41.936,58.064,27.56,224,0.875,bilinear,-53.868,-52.500,-99
mixer_b16_224,25.121,74.879,41.229,58.771,59.88,224,0.875,bicubic,-51.479,-50.999,+18
res2net50_48w_2s,25.027,74.973,42.208,57.792,25.29,224,0.875,bilinear,-52.495,-51.346,-19
efficientnet_b0.ra_in1k,25.015,74.985,42.787,57.213,5.29,224,0.875,bicubic,-52.683,-50.745,-29
gluon_resnet34_v1b,24.939,75.061,42.243,57.757,21.80,224,0.875,bicubic,-49.649,-49.747,+60
mobilenetv2_120d.ra_in1k,24.937,75.063,43.058,56.942,5.83,224,0.875,bicubic,-52.347,-50.434,-12
dla60,24.933,75.067,43.296,56.704,22.04,224,0.875,bilinear,-52.099,-50.022,-2
eca_botnext26ts_256,24.870,75.130,42.946,57.054,10.59,256,0.950,bicubic,-54.404,-51.668,-120
regnety_016,24.811,75.189,42.616,57.384,11.20,224,0.875,bicubic,-53.051,-51.104,-40
xcit_nano_12_p8_224_dist,24.803,75.197,43.076,56.924,3.05,224,1.000,bicubic,-51.521,-50.014,+17
seresnext26ts,24.683,75.317,43.098,56.902,10.39,256,0.900,bicubic,-53.183,-50.692,-43
eca_resnext26ts,24.660,75.340,42.842,57.158,10.30,256,0.900,bicubic,-52.792,-50.724,-25
cs3darknet_m,24.630,75.370,42.966,57.034,9.31,288,0.950,bicubic,-53.006,-51.048,-36
mobilevitv2_100,24.552,75.448,42.911,57.089,4.90,256,0.888,bicubic,-53.538,-51.253,-58
tf_efficientnet_lite2.in1k,24.530,75.470,42.280,57.720,6.09,260,0.890,bicubic,-52.938,-51.474,-29
skresnet18,24.483,75.517,42.536,57.464,11.96,224,0.875,bicubic,-48.555,-48.632,+66
regnetx_016,24.473,75.527,42.514,57.486,9.19,224,0.875,bicubic,-52.477,-50.906,-9
pit_ti_distilled_224,24.406,75.594,42.730,57.270,5.10,224,0.900,bicubic,-50.124,-49.366,+48
tf_efficientnet_lite0.in1k,24.373,75.627,42.487,57.513,4.65,224,0.875,bicubic,-50.457,-49.689,+40
hardcorenas_a,24.369,75.631,43.284,56.716,5.26,224,0.875,bilinear,-51.547,-49.230,+14
tv_resnet50,24.070,75.930,41.313,58.687,25.56,224,0.875,bilinear,-52.068,-51.551,+9
levit_128s,24.058,75.942,41.007,58.993,7.78,224,0.900,bicubic,-52.472,-51.859,+2
legacy_seresnet34,24.027,75.973,41.909,58.091,21.96,224,0.875,bilinear,-50.781,-50.215,+37
xcit_nano_12_p16_384_dist,24.011,75.989,42.324,57.676,3.05,384,1.000,bicubic,-51.447,-50.370,+21
xcit_nano_12_p8_384_dist,23.950,76.050,41.940,58.060,3.05,384,1.000,bicubic,-53.870,-52.096,-53
gcresnext26ts,23.944,76.056,41.353,58.647,10.48,256,0.900,bicubic,-53.870,-52.481,-53
resnet18d,23.929,76.071,42.302,57.698,11.71,224,0.875,bicubic,-48.331,-48.394,+65
efficientnet_lite0.ra_in1k,23.909,76.091,42.088,57.912,4.65,224,0.875,bicubic,-51.575,-50.422,+16
resnext26ts,23.864,76.136,41.107,58.893,10.30,256,0.900,bicubic,-52.916,-52.023,-14
tv_densenet121,23.844,76.156,41.925,58.075,7.98,224,0.875,bicubic,-50.894,-50.225,+31
efficientnet_es_pruned.in1k,23.828,76.172,41.995,58.005,5.44,224,0.875,bicubic,-51.172,-50.453,+25
mobilenetv2_140.ra_in1k,23.712,76.288,41.477,58.523,6.11,224,0.875,bicubic,-52.804,-51.519,-7
mixnet_m.ft_in1k,23.710,76.290,41.141,58.859,5.01,224,0.875,bicubic,-53.550,-52.284,-37
dla34,23.669,76.331,41.551,58.449,15.74,224,0.875,bilinear,-50.961,-50.527,+30
legacy_seresnet50,23.651,76.349,40.091,59.909,28.09,224,0.875,bilinear,-53.978,-53.657,-57
convnext_atto.d2_in1k,23.591,76.409,41.076,58.924,3.70,288,0.950,bicubic,-53.423,-52.624,-30
ese_vovnet19b_dw,23.535,76.465,41.288,58.712,6.54,224,0.875,bicubic,-53.263,-51.980,-23
tf_mixnet_m.in1k,23.484,76.516,40.989,59.011,5.01,224,0.875,bicubic,-53.458,-52.163,-28
tv_resnet34,23.473,76.527,41.367,58.633,21.80,224,0.875,bilinear,-49.839,-50.059,+40
tf_efficientnet_em.in1k,23.359,76.641,40.404,59.596,6.90,240,0.882,bicubic,-54.771,-53.640,-86
selecsls42b,23.357,76.643,40.677,59.323,32.46,224,0.875,bicubic,-53.817,-52.713,-42
repvgg_b0,23.316,76.684,41.182,58.818,15.82,224,0.875,bilinear,-51.837,-51.236,+8
xcit_nano_12_p16_224_dist,23.253,76.747,41.376,58.624,3.05,224,1.000,bicubic,-49.049,-49.486,+48
convnext_atto_ols.a2_in1k,23.131,76.869,40.873,59.127,3.70,288,0.950,bicubic,-54.085,-52.807,-46
mobilenetv2_110d.ra_in1k,23.066,76.934,40.716,59.284,4.52,224,0.875,bicubic,-51.970,-51.470,+10
vit_base_patch32_224.sam,23.048,76.952,39.572,60.428,88.22,224,0.900,bicubic,-50.642,-51.442,+29
tinynet_b.in1k,23.015,76.985,40.975,59.025,3.73,188,0.875,bicubic,-51.959,-51.213,+10
deit_tiny_distilled_patch16_224,22.718,77.282,40.771,59.229,5.91,224,0.900,bicubic,-51.792,-51.119,+19
mobilenetv3_large_100.ra_in1k,22.655,77.345,40.781,59.219,5.48,224,0.875,bicubic,-53.111,-51.761,-13
mobilenetv3_rw.rmsp_in1k,22.630,77.370,40.374,59.626,5.48,224,0.875,bicubic,-53.004,-52.334,-11
edgenext_x_small,22.598,77.402,39.500,60.500,2.34,288,1.000,bicubic,-53.090,-53.266,-14
tf_mobilenetv3_large_100.in1k,22.569,77.431,39.767,60.233,5.48,224,0.875,bilinear,-52.949,-52.839,-10
mobilevit_s,22.468,77.531,38.635,61.365,5.58,256,0.900,bicubic,-55.843,-55.511,-109
xcit_nano_12_p8_224,22.413,77.587,40.661,59.339,3.05,224,1.000,bicubic,-51.501,-51.511,+18
tf_efficientnet_es.in1k,22.413,77.587,39.095,60.905,5.44,224,0.875,bicubic,-54.180,-54.107,-33
hrnet_w18_small_v2,22.337,77.663,39.861,60.139,15.60,224,0.875,bilinear,-52.777,-52.555,-4
convit_tiny,22.282,77.718,39.669,60.331,5.71,224,0.875,bicubic,-50.834,-52.045,+24
regnety_008,22.119,77.881,38.900,61.100,6.26,224,0.875,bicubic,-54.197,-54.166,-29
seresnext26t_32x4d,21.991,78.009,38.482,61.518,16.81,224,0.875,bicubic,-55.995,-55.264,-98
regnety_006,21.971,78.029,38.955,61.045,6.06,224,0.875,bicubic,-53.275,-53.577,-11
vit_tiny_r_s16_p8_384.augreg_in21k_ft_in1k,21.954,78.046,39.405,60.595,6.36,384,1.000,bicubic,-53.998,-53.855,-28
regnetx_008,21.940,78.060,38.928,61.072,7.26,224,0.875,bicubic,-53.098,-53.408,-8
resnet26d,21.907,78.094,38.619,61.381,16.01,224,0.875,bicubic,-54.789,-54.531,-46
semnasnet_100.rmsp_in1k,21.903,78.097,38.600,61.400,3.89,224,0.875,bicubic,-53.545,-54.004,-17
pit_ti_224,21.875,78.125,39.541,60.459,4.85,224,0.900,bicubic,-51.037,-51.861,+20
pvt_v2_b0,21.838,78.162,40.142,59.858,3.67,224,0.900,bicubic,-48.818,-50.066,+38
regnetx_006,21.738,78.263,38.904,61.096,6.20,224,0.875,bicubic,-52.115,-52.768,+7
vit_tiny_patch16_384.augreg_in21k_ft_in1k,21.708,78.292,39.329,60.671,5.79,384,1.000,bicubic,-56.722,-55.213,-130
crossvit_9_240,21.683,78.317,39.270,60.730,8.55,240,0.875,bicubic,-52.281,-52.698,+3
vgg19_bn,21.628,78.373,39.283,60.717,143.68,224,0.875,bilinear,-52.587,-52.559,-2
ghostnet_100,21.620,78.380,38.692,61.308,5.18,224,0.875,bilinear,-52.358,-52.764,0
semnasnet_075.rmsp_in1k,21.572,78.428,38.928,61.072,2.91,224,0.875,bicubic,-51.402,-52.208,+11
gluon_resnet18_v1b,21.549,78.451,38.869,61.131,11.69,224,0.875,bicubic,-49.287,-50.891,+30
mobilevitv2_075,21.541,78.459,38.633,61.367,2.87,256,0.888,bicubic,-54.081,-54.135,-34
fbnetc_100.rmsp_in1k,21.484,78.516,38.161,61.839,5.57,224,0.875,bilinear,-53.640,-54.224,-24
xcit_nano_12_p16_224,21.437,78.563,39.796,60.204,3.05,224,1.000,bicubic,-48.517,-49.958,+32
mnasnet_100.rmsp_in1k,21.350,78.650,37.719,62.281,4.38,224,0.875,bicubic,-53.308,-54.395,-15
resnet26,21.295,78.705,38.018,61.982,16.00,224,0.875,bicubic,-53.997,-54.552,-30
lcnet_100.ra2_in1k,21.293,78.707,38.837,61.163,2.95,224,0.875,bicubic,-50.821,-51.541,+16
ssl_resnet18,21.278,78.722,39.113,60.887,11.69,224,0.875,bilinear,-51.332,-52.303,+6
mixnet_s.ft_in1k,21.254,78.746,38.187,61.813,4.13,224,0.875,bicubic,-54.738,-54.609,-50
seresnext26d_32x4d,21.252,78.748,37.311,62.689,16.81,224,0.875,bicubic,-56.350,-56.297,-102
legacy_seresnext26_32x4d,21.093,78.907,37.633,62.367,16.79,224,0.875,bicubic,-56.011,-55.683,-81
crossvit_tiny_240,21.050,78.950,38.055,61.945,7.01,240,0.875,bicubic,-52.274,-53.861,-6
regnetx_004,20.898,79.102,37.566,62.434,5.16,224,0.875,bicubic,-51.498,-53.264,+2
spnasnet_100.rmsp_in1k,20.863,79.137,37.896,62.104,4.42,224,0.875,bilinear,-53.221,-53.922,-17
legacy_seresnet18,20.837,79.162,37.619,62.381,11.78,224,0.875,bicubic,-50.907,-52.715,+12
mobilenetv2_100.ra_in1k,20.773,79.227,37.759,62.241,3.50,224,0.875,bicubic,-52.197,-53.257,-4
tf_mixnet_s.in1k,20.470,79.530,36.607,63.393,4.13,224,0.875,bicubic,-55.180,-56.021,-51
vit_tiny_patch16_224.augreg_in21k_ft_in1k,20.458,79.542,37.597,62.403,5.72,224,0.900,bicubic,-54.996,-55.251,-44
regnety_004,20.415,79.585,37.002,62.998,4.34,224,0.875,bicubic,-53.619,-54.750,-21
hrnet_w18_small,20.368,79.632,37.093,62.907,13.19,224,0.875,bilinear,-51.974,-53.585,-2
tf_mobilenetv3_large_075.in1k,20.366,79.634,36.764,63.236,3.99,224,0.875,bilinear,-53.072,-54.586,-17
resnet18,20.228,79.772,37.261,62.739,11.69,224,0.875,bilinear,-49.520,-51.817,+16
mixer_l16_224,20.173,79.827,32.952,67.048,208.20,224,0.875,bicubic,-51.885,-54.716,+1
deit_tiny_patch16_224,20.162,79.838,37.546,62.454,5.72,224,0.900,bicubic,-52.007,-53.572,-2
tf_mobilenetv3_large_minimal_100.in1k,20.122,79.878,36.908,63.092,3.92,224,0.875,bilinear,-52.126,-53.722,-4
vgg16_bn,19.959,80.041,36.301,63.699,138.37,224,0.875,bilinear,-53.391,-55.205,-21
vit_tiny_r_s16_p8_224.augreg_in21k_ft_in1k,19.334,80.666,36.047,63.953,6.34,224,0.900,bicubic,-52.454,-54.781,-1
tinynet_c.in1k,19.252,80.748,35.994,64.006,2.46,184,0.875,bicubic,-51.980,-53.754,+2
edgenext_xx_small,18.876,81.124,35.155,64.845,1.33,288,1.000,bicubic,-52.990,-55.389,-4
mobilevit_xs,18.295,81.705,33.214,66.787,2.32,256,0.900,bicubic,-56.349,-59.139,-39
lcnet_075.ra2_in1k,18.167,81.833,34.410,65.590,2.36,224,0.875,bicubic,-50.651,-53.960,+10
vgg19,17.929,82.071,33.054,66.946,143.67,224,0.875,bilinear,-54.439,-57.818,-16
vgg13_bn,17.802,82.198,34.039,65.961,133.05,224,0.875,bilinear,-53.792,-56.343,-4
vgg16,17.540,82.460,32.773,67.227,138.36,224,0.875,bilinear,-54.054,-57.603,-6
regnety_002,17.450,82.550,32.431,67.569,3.16,224,0.875,bicubic,-52.802,-57.109,-1
vgg11_bn,17.403,82.597,33.011,66.989,132.87,224,0.875,bilinear,-52.957,-56.791,-3
mobilevitv2_050,17.300,82.700,33.003,66.997,1.37,256,0.888,bicubic,-52.840,-56.923,-2
resnet10t,17.279,82.721,33.078,66.922,5.44,224,0.950,bilinear,-51.015,-55.000,+5
regnetx_002,16.962,83.038,32.225,67.775,2.68,224,0.875,bicubic,-51.800,-56.331,+3
mobilenetv3_small_100.lamb_in1k,16.807,83.193,32.524,67.476,2.54,224,0.875,bicubic,-50.845,-55.112,+6
tinynet_d.in1k,16.674,83.326,32.457,67.543,2.34,152,0.875,bicubic,-50.288,-54.609,+6
mobilenetv2_050.lamb_in1k,16.666,83.334,31.952,68.048,1.97,224,0.875,bicubic,-49.276,-54.130,+8
mnasnet_small.lamb_in1k,16.634,83.366,31.921,68.079,2.03,224,0.875,bicubic,-49.572,-54.587,+5
resnet14t,16.467,83.533,30.732,69.268,10.08,224,0.950,bilinear,-55.883,-59.608,-27
dla60x_c,16.310,83.690,31.761,68.239,1.32,224,0.875,bilinear,-51.582,-56.665,0
tf_mobilenetv3_small_100.in1k,16.227,83.772,31.223,68.777,2.54,224,0.875,bilinear,-51.694,-56.441,-2
vgg13,16.100,83.900,30.985,69.015,133.05,224,0.875,bilinear,-53.826,-58.261,-10
vgg11,15.728,84.272,30.453,69.547,132.86,224,0.875,bilinear,-53.296,-58.175,-9
mobilenetv3_small_075.lamb_in1k,14.954,85.046,29.739,70.261,2.04,224,0.875,bicubic,-50.292,-55.697,+3
tf_mobilenetv3_small_075.in1k,14.944,85.056,29.572,70.428,2.04,224,0.875,bilinear,-50.772,-56.558,+1
dla46_c,14.657,85.343,29.380,70.620,1.30,224,0.875,bilinear,-50.209,-56.912,+2
mobilevit_xxs,14.508,85.492,28.670,71.330,1.27,256,0.900,bicubic,-54.404,-60.268,-12
dla46x_c,14.382,85.618,29.191,70.809,1.07,224,0.875,bilinear,-51.588,-57.789,-4
lcnet_050.ra2_in1k,14.316,85.684,28.649,71.351,1.88,224,0.875,bicubic,-48.785,-55.731,0
tf_mobilenetv3_small_minimal_100.in1k,13.964,86.036,27.988,72.012,2.04,224,0.875,bilinear,-48.942,-56.242,0
tinynet_e.in1k,12.671,87.329,26.389,73.611,2.04,106,0.875,bicubic,-47.185,-55.373,0
mobilenetv3_small_050.lamb_in1k,11.034,88.966,23.473,76.527,1.59,224,0.875,bicubic,-46.856,-56.721,0