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

model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation,top1_diff,top5_diff,rank_diff
ig_resnext101_32x48d,58.812,41.188,81.094,18.906,828.41,224,0.875,bilinear,-26.624,-16.482,+38
ig_resnext101_32x32d,58.382,41.618,80.387,19.613,468.53,224,0.875,bilinear,-26.720,-17.047,+47
ig_resnext101_32x16d,57.682,42.318,79.909,20.091,194.03,224,0.875,bilinear,-26.490,-17.289,+84
swsl_resnext101_32x16d,57.460,42.540,80.373,19.627,194.03,224,0.875,bilinear,-25.896,-16.469,+117
beit_large_patch16_384,56.891,43.109,79.229,20.771,305.00,384,1.000,bicubic,-31.513,-19.379,-3
beit_large_patch16_512,56.753,43.247,78.897,21.103,305.67,512,1.000,bicubic,-31.849,-19.759,-5
swsl_resnext101_32x8d,56.431,43.569,78.939,21.061,88.79,224,0.875,bilinear,-27.859,-18.242,+74
beit_large_patch16_224,54.957,45.043,77.610,22.390,304.43,224,0.900,bicubic,-32.521,-20.696,-2
ig_resnext101_32x8d,54.931,45.069,77.535,22.465,88.79,224,0.875,bilinear,-27.767,-19.097,+137
convnext_xlarge_384_in22ft1k,53.689,46.311,75.889,24.111,350.20,384,1.000,bicubic,-33.855,-22.601,-5
swsl_resnext101_32x4d,53.603,46.397,76.343,23.657,44.18,224,0.875,bilinear,-29.633,-20.421,+115
vit_large_patch16_384,52.760,47.240,74.698,25.302,304.72,384,1.000,bicubic,-34.320,-23.604,-3
convnext_xlarge_in22ft1k,52.562,47.438,74.407,25.593,350.20,224,0.875,bicubic,-34.446,-23.801,-3
vit_large_r50_s32_384,52.039,47.961,73.562,26.438,329.09,384,1.000,bicubic,-34.143,-24.356,+7
vit_large_patch16_224,51.832,48.168,73.692,26.308,304.33,224,0.900,bicubic,-34.012,-24.132,+12
convnext_large_384_in22ft1k,51.748,48.252,73.906,26.094,197.77,384,1.000,bicubic,-35.650,-24.460,-9
tf_efficientnet_l2_ns_475,51.490,48.510,73.930,26.070,480.31,475,0.936,bicubic,-36.742,-24.617,-13
convnext_base_384_in22ft1k,50.443,49.557,73.554,26.446,88.59,384,1.000,bicubic,-36.123,-24.644,-4
swsl_resnext50_32x4d,50.433,49.567,73.354,26.646,25.03,224,0.875,bilinear,-31.741,-22.878,+156
swin_large_patch4_window12_384,50.406,49.594,72.572,27.428,196.74,384,1.000,bicubic,-36.742,-25.668,-12
convnext_large_in22ft1k,49.954,50.046,72.208,27.792,197.77,224,0.875,bicubic,-36.672,-25.824,-8
swsl_resnet50,49.520,50.480,72.330,27.670,25.56,224,0.875,bilinear,-31.651,-23.648,+198
swin_large_patch4_window7_224,48.997,51.003,71.385,28.615,196.53,224,0.900,bicubic,-37.321,-26.507,-4
convnext_base_in22ft1k,48.765,51.235,71.913,28.087,88.59,224,0.875,bicubic,-37.031,-25.953,+6
beit_base_patch16_384,48.669,51.331,72.086,27.914,86.74,384,1.000,bicubic,-38.129,-26.050,-13
swin_base_patch4_window12_384,48.545,51.455,71.821,28.179,87.90,384,1.000,bicubic,-37.887,-26.235,-9
vit_large_r50_s32_224,48.205,51.795,70.872,29.128,328.99,224,0.900,bicubic,-36.225,-26.294,+48
tf_efficientnet_b7_ns,47.808,52.192,69.640,30.360,66.35,600,0.949,bicubic,-39.032,-28.454,-17
tf_efficientnet_b6_ns,47.757,52.243,69.970,30.030,43.04,528,0.942,bicubic,-38.693,-27.912,-13
tf_efficientnetv2_xl_in21ft1k,47.745,52.255,70.117,29.883,208.12,512,1.000,bicubic,-38.673,-27.749,-12
vit_base_patch8_224,47.745,52.255,70.933,29.067,86.58,224,0.900,bicubic,-38.047,-26.859,0
tf_efficientnet_l2_ns,47.570,52.430,70.021,29.979,480.31,800,0.960,bicubic,-40.778,-28.627,-29
tf_efficientnetv2_l_in21ft1k,46.938,53.062,70.310,29.690,118.52,480,1.000,bicubic,-39.367,-27.668,-13
beit_base_patch16_224,46.236,53.764,69.891,30.109,86.53,224,0.900,bicubic,-38.992,-27.765,+12
vit_base_patch16_384,45.904,54.096,68.561,31.439,86.86,384,1.000,bicubic,-40.102,-29.441,-10
tf_efficientnet_b8_ap,45.768,54.232,67.912,32.087,87.41,672,0.954,bicubic,-39.602,-29.380,+7
tf_efficientnet_b5_ns,45.615,54.385,67.842,32.158,30.39,456,0.934,bicubic,-40.475,-29.908,-14
tf_efficientnetv2_m_in21ft1k,45.578,54.422,69.143,30.857,54.14,480,1.000,bicubic,-40.014,-28.603,-4
swin_base_patch4_window7_224,45.560,54.440,68.512,31.488,87.77,224,0.900,bicubic,-39.690,-29.048,+6
cait_m48_448,44.245,55.755,64.654,35.346,356.46,448,1.000,bicubic,-42.239,-33.098,-25
vit_base_r50_s16_384,43.520,56.480,66.781,33.219,98.95,384,1.000,bicubic,-41.452,-30.509,+18
tf_efficientnet_b4_ns,43.444,56.556,65.511,34.489,19.34,380,0.922,bicubic,-41.718,-31.959,+5
vit_base_patch16_224,43.227,56.773,65.712,34.288,86.57,224,0.900,bicubic,-41.299,-31.586,+27
xcit_large_24_p8_384_dist,42.827,57.173,63.401,36.599,188.93,384,1.000,bicubic,-43.173,-34.283,-18
xcit_large_24_p8_224_dist,42.565,57.435,63.100,36.900,188.93,224,1.000,bicubic,-42.833,-34.310,-3
tf_efficientnet_b8,42.506,57.494,64.863,35.137,87.41,672,0.954,bicubic,-42.860,-32.529,-2
cait_m36_384,42.396,57.604,63.322,36.678,271.22,384,1.000,bicubic,-43.656,-34.408,-23
tf_efficientnet_b7,41.431,58.569,63.022,36.978,66.35,600,0.949,bicubic,-43.503,-34.184,+12
tf_efficientnet_b7_ap,41.431,58.569,62.876,37.124,66.35,600,0.949,bicubic,-43.689,-34.376,-1
tf_efficientnet_b5_ap,41.416,58.584,62.080,37.920,30.39,456,0.934,bicubic,-42.840,-34.898,+34
resnetv2_152x4_bitm,41.304,58.696,64.303,35.697,936.53,480,1.000,bilinear,-43.612,-33.139,+11
tf_efficientnet_b6_ap,41.095,58.905,62.357,37.643,43.04,528,0.942,bicubic,-43.693,-34.781,+13
xcit_large_24_p16_384_dist,41.031,58.969,61.241,38.759,189.10,384,1.000,bicubic,-44.725,-36.297,-21
xcit_large_24_p16_224_dist,40.956,59.044,61.320,38.680,189.10,224,1.000,bicubic,-43.962,-35.812,+7
tf_efficientnetv2_s_in21ft1k,40.954,59.046,63.847,36.153,21.46,384,1.000,bicubic,-43.344,-33.407,+24
xcit_medium_24_p8_224_dist,40.492,59.508,60.500,39.500,84.32,224,1.000,bicubic,-44.576,-36.778,-4
tf_efficientnet_b4_ap,40.484,59.516,61.717,38.283,19.34,380,0.922,bicubic,-42.768,-34.677,+68
vit_small_r26_s32_384,40.474,59.526,62.744,37.256,36.47,384,1.000,bicubic,-43.572,-34.586,+36
vit_base_patch16_224_miil,40.170,59.830,60.889,39.111,86.54,224,0.875,bilinear,-44.100,-35.913,+24
regnetz_e8,40.144,59.856,61.320,38.680,57.70,320,1.000,bicubic,-44.886,-35.944,-4
convnext_large,40.115,59.885,60.111,39.889,197.77,224,0.875,bicubic,-44.181,-36.783,+19
xcit_medium_24_p8_384_dist,40.040,59.960,60.455,39.545,84.32,384,1.000,bicubic,-45.774,-37.137,-33
xcit_medium_24_p16_384_dist,39.903,60.097,60.117,39.883,84.40,384,1.000,bicubic,-45.517,-37.289,-22
tf_efficientnetv2_l,39.828,60.172,60.807,39.193,118.52,480,1.000,bicubic,-45.662,-36.565,-27
dm_nfnet_f3,39.818,60.182,60.610,39.390,254.92,416,0.940,bicubic,-45.706,-36.852,-29
cait_s36_384,39.757,60.243,60.477,39.523,68.37,384,1.000,bicubic,-45.705,-37.003,-28
efficientnetv2_rw_m,39.675,60.325,59.683,40.317,53.24,416,1.000,bicubic,-45.135,-37.463,-3
ecaresnet269d,39.590,60.410,60.341,39.659,102.09,352,1.000,bicubic,-45.386,-36.885,-10
tf_efficientnet_b3_ns,39.582,60.418,61.453,38.547,12.23,300,0.904,bicubic,-44.466,-35.455,+24
dm_nfnet_f6,39.580,60.420,60.911,39.089,438.36,576,0.956,bicubic,-46.564,-36.819,-48
dm_nfnet_f5,39.502,60.498,60.225,39.775,377.21,544,0.954,bicubic,-46.312,-37.261,-43
xcit_small_24_p8_224_dist,39.309,60.691,59.412,40.588,47.63,224,1.000,bicubic,-45.565,-37.776,-9
xcit_medium_24_p16_224_dist,39.260,60.740,59.467,40.533,84.40,224,1.000,bicubic,-45.020,-37.473,+9
efficientnet_b4,39.073,60.927,59.608,40.392,19.34,384,1.000,bicubic,-44.351,-36.988,+44
xcit_small_24_p8_384_dist,38.997,61.003,59.176,40.824,47.63,384,1.000,bicubic,-46.555,-38.396,-40
resnetv2_152x2_bit_teacher_384,38.971,61.029,62.442,37.558,236.34,384,1.000,bicubic,-44.873,-34.676,+25
vit_base_patch32_384,38.794,61.206,60.333,39.667,88.30,384,1.000,bicubic,-44.554,-36.081,+46
eca_nfnet_l2,38.663,61.337,59.439,40.561,56.72,384,1.000,bicubic,-46.033,-37.825,-10
xcit_small_12_p8_384_dist,38.543,61.457,58.800,41.200,26.21,384,1.000,bicubic,-46.539,-38.480,-28
xcit_small_24_p16_384_dist,38.499,61.501,58.382,41.618,47.67,384,1.000,bicubic,-46.594,-38.928,-30
xcit_small_12_p8_224_dist,38.372,61.628,58.799,41.201,26.21,224,1.000,bicubic,-45.860,-38.073,+4
tf_efficientnet_b5,38.352,61.648,59.911,40.089,30.39,456,0.934,bicubic,-45.460,-36.837,+24
deit_base_distilled_patch16_384,38.256,61.744,57.791,42.209,87.63,384,1.000,bicubic,-47.166,-39.541,-43
convnext_base,38.254,61.746,58.203,41.797,88.59,224,0.875,bicubic,-45.562,-38.565,+21
dm_nfnet_f4,38.230,61.770,58.628,41.372,316.07,512,0.951,bicubic,-47.484,-38.894,-52
xcit_large_24_p8_224,38.116,61.884,57.883,42.117,188.93,224,1.000,bicubic,-46.276,-38.775,-9
resnetv2_152x2_bitm,37.985,62.015,61.131,38.869,236.34,448,1.000,bilinear,-46.523,-36.303,-15
cait_s24_384,37.865,62.135,58.079,41.921,47.06,384,1.000,bicubic,-47.183,-39.269,-34
resnet152d,37.853,62.147,58.358,41.642,60.21,320,1.000,bicubic,-45.821,-38.380,+25
tf_efficientnetv2_m,37.825,62.175,58.708,41.292,54.14,480,1.000,bicubic,-47.211,-38.570,-35
resnetrs420,37.751,62.249,58.209,41.791,191.89,416,1.000,bicubic,-47.259,-38.915,-34
xcit_small_24_p16_224_dist,37.715,62.285,57.362,42.638,47.67,224,1.000,bicubic,-46.147,-39.362,+8
resnetrs350,37.678,62.322,58.087,41.913,163.96,384,1.000,bicubic,-47.042,-38.901,-27
pit_b_distilled_224,37.582,62.418,57.232,42.768,74.79,224,0.900,bicubic,-46.560,-39.624,-6
xcit_small_12_p16_384_dist,37.578,62.422,57.767,42.233,26.25,384,1.000,bicubic,-47.128,-39.351,-28
resnet200d,37.503,62.497,58.297,41.703,64.69,320,1.000,bicubic,-46.459,-38.526,+2
resnetv2_152x2_bit_teacher,37.324,62.676,59.394,40.606,236.34,224,0.875,bicubic,-45.548,-37.176,+42
resnest269e,37.315,62.685,57.470,42.530,110.93,416,0.928,bicubic,-47.202,-39.516,-27
resmlp_big_24_224_in22ft1k,37.242,62.758,58.181,41.819,129.14,224,0.875,bicubic,-47.152,-38.939,-23
vit_small_r26_s32_224,37.226,62.774,59.056,40.944,36.43,224,0.900,bicubic,-44.630,-36.964,+89
cait_s24_224,37.155,62.845,56.733,43.267,46.92,224,1.000,bicubic,-46.303,-39.831,+16
vit_base_patch32_224,37.083,62.917,59.292,40.708,88.22,224,0.900,bicubic,-43.639,-36.274,+144
tf_efficientnet_b3_ap,37.053,62.947,57.236,42.764,12.23,300,0.904,bicubic,-44.773,-38.388,+88
efficientnetv2_rw_s,37.045,62.955,56.812,43.188,23.94,384,1.000,bicubic,-46.765,-39.910,+3
convnext_small,37.038,62.962,57.093,42.907,50.22,224,0.875,bicubic,-46.089,-39.331,+25
xcit_small_12_p16_224_dist,36.977,63.023,56.731,43.269,26.25,224,1.000,bicubic,-46.371,-40.105,+16
seresnet152d,36.788,63.212,56.719,43.281,66.84,320,1.000,bicubic,-47.570,-40.323,-29
resnetrs200,36.642,63.358,56.831,43.169,93.21,320,1.000,bicubic,-47.424,-40.042,-18
regnetz_d32,36.442,63.558,57.376,42.624,27.58,320,0.950,bicubic,-47.580,-39.490,-14
efficientnet_b3,36.419,63.581,56.843,43.157,12.23,320,1.000,bicubic,-45.824,-39.271,+62
cait_xs24_384,36.411,63.589,56.944,43.056,26.67,384,1.000,bicubic,-47.651,-39.945,-20
deit_base_distilled_patch16_224,36.397,63.603,56.617,43.383,87.34,224,0.900,bicubic,-46.993,-39.869,+7
resnetv2_101x3_bitm,36.385,63.615,59.064,40.936,387.93,448,1.000,bilinear,-48.057,-38.318,-40
resnetrs270,36.326,63.674,56.568,43.432,129.86,352,1.000,bicubic,-48.108,-40.404,-40
tresnet_m,36.277,63.723,55.792,44.208,31.39,224,0.875,bilinear,-46.795,-40.326,+18
mixer_b16_224_miil,36.263,63.737,55.969,44.031,59.88,224,0.875,bilinear,-46.041,-39.747,+52
tf_efficientnet_b2_ns,36.187,63.813,57.549,42.451,9.11,260,0.890,bicubic,-46.193,-38.699,+44
resnet152,36.081,63.919,55.548,44.452,60.19,224,0.950,bicubic,-46.743,-40.586,+23
ecaresnet101d,36.014,63.986,56.157,43.843,44.57,224,0.875,bicubic,-46.158,-39.891,+57
dm_nfnet_f2,36.006,63.994,55.458,44.542,193.78,352,0.920,bicubic,-49.058,-41.782,-67
resnest200e,35.933,64.067,55.851,44.149,70.20,320,0.909,bicubic,-47.897,-41.043,-17
swsl_resnet18,35.864,64.136,58.459,41.541,11.69,224,0.875,bilinear,-37.410,-33.279,+390
eca_nfnet_l1,35.819,64.181,55.951,44.049,41.41,320,1.000,bicubic,-48.193,-41.077,-26
xcit_small_24_p8_224,35.550,64.450,54.788,45.212,47.63,224,1.000,bicubic,-48.292,-41.848,-22
xcit_large_24_p16_224,35.522,64.478,54.764,45.236,189.10,224,1.000,bicubic,-47.370,-41.114,+12
xcit_small_12_p8_224,35.520,64.480,55.505,44.495,26.21,224,1.000,bicubic,-47.824,-40.975,-2
vit_small_patch16_384,35.475,64.525,57.541,42.459,22.20,384,1.000,bicubic,-48.331,-39.559,-19
xcit_medium_24_p8_224,35.448,64.552,54.825,45.175,84.32,224,1.000,bicubic,-48.288,-41.569,-18
resnest101e,35.373,64.627,55.784,44.216,48.28,256,0.875,bilinear,-47.515,-40.536,+9
convit_base,35.308,64.692,54.937,45.063,86.54,224,0.875,bicubic,-46.986,-40.997,+39
xcit_tiny_24_p8_224_dist,35.251,64.749,55.256,44.744,12.11,224,1.000,bicubic,-47.311,-40.912,+22
twins_svt_large,35.090,64.910,54.721,45.279,99.27,224,0.900,bicubic,-48.590,-41.873,-19
repvgg_b3,35.051,64.949,54.558,45.442,123.09,224,0.875,bilinear,-45.445,-40.706,+121
repvgg_b3g4,35.041,64.959,54.770,45.230,83.83,224,0.875,bilinear,-45.171,-40.336,+144
regnetz_d8,34.996,65.004,55.945,44.055,23.37,320,1.000,bicubic,-49.056,-41.049,-43
dm_nfnet_f1,34.986,65.014,54.112,45.888,132.63,320,0.910,bicubic,-49.638,-42.986,-67
xcit_tiny_24_p8_384_dist,34.925,65.075,55.151,44.849,12.11,384,1.000,bicubic,-48.823,-41.559,-28
resnet101d,34.876,65.124,54.196,45.804,44.57,320,1.000,bicubic,-48.146,-42.250,-2
resmlp_big_24_distilled_224,34.785,65.215,54.639,45.361,129.14,224,0.875,bicubic,-48.802,-42.009,-24
vit_large_patch32_384,34.670,65.330,55.727,44.273,306.63,384,1.000,bicubic,-46.840,-40.367,+62
resnet101,34.666,65.334,54.299,45.701,44.55,224,0.950,bicubic,-47.266,-41.467,+46
dm_nfnet_f0,34.620,65.380,54.672,45.328,71.49,256,0.900,bicubic,-48.766,-41.902,-22
ssl_resnext101_32x16d,34.607,65.393,55.931,44.069,194.03,224,0.875,bilinear,-47.247,-40.162,+47
repvgg_b2g4,34.581,65.419,54.774,45.226,61.76,224,0.875,bilinear,-44.789,-39.912,+182
resnetv2_101,34.581,65.419,53.145,46.855,44.54,224,0.950,bicubic,-47.461,-42.717,+37
resnest50d_4s2x40d,34.359,65.641,54.731,45.269,30.42,224,0.875,bicubic,-46.751,-40.833,+78
resnetrs152,34.359,65.641,53.564,46.436,86.62,320,1.000,bicubic,-49.353,-43.050,-36
crossvit_18_dagger_408,34.253,65.747,53.084,46.916,44.61,408,1.000,bicubic,-49.939,-43.734,-62
xcit_medium_24_p16_224,34.241,65.759,53.175,46.825,84.40,224,1.000,bicubic,-48.397,-42.801,-2
tf_efficientnet_b1_ns,34.165,65.835,55.489,44.511,7.79,240,0.882,bicubic,-47.221,-40.247,+59
efficientnetv2_rw_t,34.153,65.847,53.127,46.873,13.65,288,1.000,bicubic,-48.191,-43.069,+13
twins_pcpvt_large,34.108,65.892,54.124,45.876,60.99,224,0.900,bicubic,-49.028,-42.478,-24
tf_efficientnet_b4,34.060,65.940,54.196,45.804,19.34,380,0.922,bicubic,-48.964,-42.104,-18
ssl_resnext101_32x8d,34.029,65.971,55.601,44.399,88.79,224,0.875,bilinear,-47.579,-40.441,+43
tf_efficientnet_b6,34.003,65.997,54.542,45.458,43.04,528,0.942,bicubic,-50.105,-42.344,-66
nfnet_l0,33.999,66.001,54.359,45.641,35.07,288,1.000,bicubic,-48.752,-42.159,-13
efficientnet_b3_pruned,33.998,66.002,54.108,45.892,9.86,300,0.904,bicubic,-46.858,-41.136,+84
xcit_small_24_p16_224,33.996,66.004,53.288,46.712,47.67,224,1.000,bicubic,-48.586,-42.716,-8
regnety_160,33.972,66.028,53.540,46.460,83.59,288,1.000,bicubic,-49.714,-43.236,-47
gc_efficientnetv2_rw_t,33.950,66.050,53.220,46.780,13.68,288,1.000,bicubic,-48.516,-43.076,-3
pit_s_distilled_224,33.935,66.065,53.269,46.731,24.04,224,0.900,bicubic,-48.061,-42.527,+22
convnext_tiny,33.831,66.169,53.593,46.407,28.59,224,0.875,bicubic,-48.233,-42.241,+16
xcit_small_12_p16_224,33.770,66.230,53.236,46.764,26.25,224,1.000,bicubic,-48.206,-42.582,+22
resnetv2_50x3_bitm,33.663,66.337,55.880,44.120,217.32,448,1.000,bilinear,-50.350,-41.244,-68
resnet51q,33.561,66.439,53.019,46.981,35.70,288,1.000,bilinear,-48.801,-43.161,-3
xcit_tiny_24_p16_384_dist,33.510,66.490,52.766,47.234,12.12,384,1.000,bicubic,-49.060,-43.518,-14
convmixer_1536_20,33.424,66.576,53.031,46.969,51.63,224,0.960,bicubic,-47.942,-42.583,+44
regnety_032,33.408,66.592,52.766,47.234,19.44,288,1.000,bicubic,-49.318,-43.658,-24
crossvit_18_240,33.402,66.598,52.245,47.755,43.27,240,0.875,bicubic,-48.998,-43.809,-10
gernet_l,33.357,66.643,51.913,48.087,31.08,256,0.875,bilinear,-47.989,-43.619,+42
crossvit_15_dagger_408,33.325,66.674,52.186,47.814,28.50,408,1.000,bicubic,-50.506,-44.598,-68
crossvit_18_dagger_240,33.278,66.722,52.200,47.800,44.27,240,0.875,bicubic,-49.242,-43.872,-17
tresnet_xl,33.259,66.741,52.294,47.706,78.44,224,0.875,bilinear,-48.799,-43.642,+7
jx_nest_base,33.215,66.785,51.809,48.191,67.72,224,0.875,bicubic,-50.339,-44.555,-58
resnest50d_1s4x24d,33.151,66.849,52.850,47.150,25.68,224,0.875,bicubic,-47.835,-42.470,+57
resnet61q,33.109,66.891,51.758,48.242,36.85,288,1.000,bicubic,-49.417,-44.376,-22
jx_nest_small,33.050,66.950,51.066,48.934,38.35,224,0.875,bicubic,-50.070,-45.262,-46
crossvit_base_240,33.035,66.965,51.384,48.616,105.03,240,0.875,bicubic,-49.179,-44.448,-5
twins_pcpvt_base,33.027,66.973,52.483,47.517,43.83,224,0.900,bicubic,-49.677,-43.865,-34
rexnet_200,32.986,67.014,52.935,47.065,16.37,224,0.875,bicubic,-48.642,-42.733,+16
xcit_tiny_24_p16_224_dist,32.986,67.014,52.058,47.942,12.12,224,1.000,bicubic,-47.462,-43.158,+79
resnest50d,32.972,67.028,52.711,47.289,27.48,224,0.875,bilinear,-48.006,-42.667,+51
convit_small,32.917,67.083,52.117,47.883,27.78,224,0.875,bicubic,-48.507,-43.625,+23
crossvit_15_dagger_240,32.903,67.097,51.781,48.219,28.21,240,0.875,bicubic,-49.423,-44.177,-18
tf_efficientnetv2_s,32.903,67.097,51.724,48.276,21.46,384,1.000,bicubic,-50.983,-44.972,-86
vit_small_patch16_224,32.870,67.130,53.919,46.081,22.05,224,0.900,bicubic,-48.526,-42.215,+22
tf_efficientnet_b3,32.862,67.138,52.955,47.045,12.23,300,0.904,bicubic,-48.774,-42.764,+8
pnasnet5large,32.846,67.154,50.502,49.498,86.06,331,0.911,bicubic,-49.942,-45.538,-46
twins_svt_base,32.834,67.166,51.563,48.437,56.07,224,0.900,bicubic,-50.302,-44.857,-60
regnetz_c16,32.826,67.174,53.748,46.252,13.46,320,0.940,bicubic,-49.692,-42.612,-34
nasnetalarge,32.773,67.227,50.141,49.859,88.75,331,0.911,bicubic,-49.853,-45.906,-43
gernet_m,32.758,67.242,51.913,48.087,21.14,224,0.875,bilinear,-47.988,-43.271,+53
inception_resnet_v2,32.736,67.264,50.645,49.355,55.84,299,0.897,bicubic,-47.724,-44.663,+66
gluon_resnet152_v1d,32.732,67.268,51.084,48.916,60.21,224,0.875,bicubic,-47.744,-44.124,+62
pit_b_224,32.718,67.282,49.858,50.142,73.76,224,0.900,bicubic,-49.726,-45.855,-37
tf_efficientnet_b2_ap,32.685,67.315,52.237,47.763,9.11,260,0.890,bicubic,-47.617,-42.791,+76
fbnetv3_g,32.630,67.370,52.894,47.106,16.62,288,0.950,bilinear,-49.416,-43.170,-16
tresnet_l,32.563,67.437,51.139,48.861,55.99,224,0.875,bilinear,-48.927,-44.485,+6
cait_xxs36_384,32.547,67.453,52.225,47.775,17.37,384,1.000,bicubic,-49.645,-43.921,-25
wide_resnet50_2,32.435,67.565,51.455,48.545,68.88,224,0.875,bicubic,-49.017,-44.075,+5
gmlp_s16_224,32.420,67.580,51.819,48.181,19.42,224,0.875,bicubic,-47.222,-42.805,+113
ens_adv_inception_resnet_v2,32.380,67.620,50.425,49.575,55.84,299,0.897,bicubic,-47.600,-44.513,+89
deit_base_patch16_224,32.359,67.641,50.999,49.001,86.57,224,0.900,bicubic,-49.635,-44.735,-19
swin_small_patch4_window7_224,32.345,67.655,50.915,49.085,49.61,224,0.900,bicubic,-50.869,-45.409,-77
gluon_resnet152_v1s,32.337,67.663,50.533,49.467,60.32,224,0.875,bicubic,-48.685,-44.881,+26
deit_small_distilled_patch16_224,32.292,67.708,52.108,47.892,22.44,224,0.900,bicubic,-48.912,-43.270,+13
xcit_tiny_24_p8_224,32.270,67.730,51.909,48.091,12.11,224,1.000,bicubic,-49.622,-44.069,-19
gluon_seresnext101_64x4d,32.196,67.804,50.300,49.700,88.23,224,0.875,bicubic,-48.682,-44.998,+32
coat_lite_small,32.117,67.883,49.936,50.064,19.84,224,0.900,bicubic,-50.193,-45.912,-42
gluon_seresnext101_32x4d,32.113,67.887,51.235,48.765,48.96,224,0.875,bicubic,-48.793,-44.061,+29
deit_base_patch16_384,31.987,68.013,50.549,49.451,86.86,384,1.000,bicubic,-51.119,-45.821,-79
seresnext50_32x4d,31.968,68.032,51.231,48.769,27.56,224,0.875,bicubic,-49.290,-44.397,+4
xcit_tiny_12_p8_224_dist,31.944,68.056,51.400,48.600,6.71,224,1.000,bicubic,-49.264,-44.202,+5
levit_384,31.873,68.127,50.598,49.402,39.13,224,0.900,bicubic,-50.715,-45.424,-65
resnetrs101,31.856,68.144,51.019,48.981,63.62,288,0.940,bicubic,-50.432,-44.989,-45
cspresnext50,31.814,68.186,51.618,48.382,20.57,224,0.875,bilinear,-48.236,-43.328,+73
tnt_s_patch16_224,31.643,68.357,51.147,48.853,23.76,224,0.900,bicubic,-49.873,-44.599,-16
eca_nfnet_l0,31.610,68.390,51.610,48.390,24.14,288,1.000,bicubic,-50.968,-44.882,-67
resnetv2_50x1_bit_distilled,31.582,68.418,51.280,48.720,25.55,224,0.875,bicubic,-51.246,-45.246,-79
ssl_resnext101_32x4d,31.423,68.577,52.127,47.873,44.18,224,0.875,bilinear,-49.503,-43.597,+18
inception_v4,31.376,68.624,49.244,50.756,42.68,299,0.875,bicubic,-48.794,-45.726,+60
rexnet_150,31.368,68.632,51.286,48.714,9.73,224,0.875,bicubic,-48.942,-43.880,+47
crossvit_15_240,31.337,68.663,50.174,49.826,27.53,240,0.875,bicubic,-50.207,-45.514,-24
pit_s_224,31.325,68.675,49.667,50.333,23.46,224,0.900,bicubic,-49.773,-45.663,+2
cait_xxs36_224,31.278,68.722,50.612,49.388,17.30,224,1.000,bicubic,-48.472,-44.258,+80
crossvit_small_240,31.276,68.724,50.194,49.806,26.86,240,0.875,bicubic,-49.746,-45.264,+4
cspresnet50,31.268,68.732,51.223,48.777,21.62,256,0.887,bilinear,-48.312,-43.481,+89
convmixer_768_32,31.250,68.750,50.950,49.050,21.11,224,0.960,bicubic,-48.914,-44.122,+54
coat_mini,31.205,68.795,49.777,50.223,10.34,224,0.900,bicubic,-50.059,-45.617,-14
xcit_tiny_12_p8_384_dist,31.184,68.816,50.526,49.474,6.71,384,1.000,bicubic,-51.208,-45.696,-70
ecaresnetlight,31.127,68.873,50.243,49.757,30.16,224,0.875,bicubic,-49.335,-45.009,+27
gluon_resnet101_v1s,31.117,68.883,49.795,50.205,44.67,224,0.875,bicubic,-49.185,-45.365,+39
tf_efficientnet_cc_b0_8e,31.087,68.913,50.761,49.239,24.01,224,0.875,bicubic,-46.821,-42.895,+174
resmlp_36_distilled_224,31.072,68.928,49.688,50.312,44.69,224,0.875,bicubic,-50.082,-45.800,-13
ecaresnet50d,31.058,68.942,50.854,49.146,25.58,224,0.875,bicubic,-49.544,-44.466,+16
ecaresnet50t,31.054,68.946,50.573,49.427,25.57,320,0.950,bicubic,-51.294,-45.565,-73
resnet50d,31.024,68.976,49.810,50.190,25.58,224,0.875,bicubic,-49.502,-45.352,+16
cspdarknet53,31.018,68.981,50.396,49.604,27.64,256,0.887,bilinear,-49.043,-44.688,+49
gcresnet50t,31.011,68.989,50.127,49.873,25.90,256,0.900,bicubic,-49.927,-45.325,-2
gluon_resnext101_64x4d,30.993,69.007,48.553,51.447,83.46,224,0.875,bicubic,-49.611,-46.439,+10
gluon_resnet152_v1c,30.989,69.011,48.928,51.072,60.21,224,0.875,bicubic,-48.923,-45.920,+53
twins_svt_small,30.979,69.021,49.231,50.769,24.06,224,0.900,bicubic,-50.705,-46.441,-49
resnext50_32x4d,30.930,69.070,49.260,50.740,25.03,224,0.950,bicubic,-50.174,-46.066,-18
resmlp_24_distilled_224,30.903,69.097,50.176,49.824,30.02,224,0.875,bicubic,-49.861,-45.048,0
tf_efficientnet_cc_b1_8e,30.901,69.099,50.076,49.924,39.72,240,0.882,bicubic,-48.405,-44.294,+86
ecaresnet101d_pruned,30.899,69.101,50.013,49.987,24.88,224,0.875,bicubic,-49.917,-45.621,-4
gluon_resnext101_32x4d,30.877,69.123,48.539,51.461,44.18,224,0.875,bicubic,-49.463,-46.387,+20
tf_efficientnetv2_b3,30.861,69.139,49.814,50.186,14.36,300,0.904,bicubic,-51.107,-45.966,-62
tf_efficientnet_lite4,30.830,69.170,50.390,49.610,13.01,380,0.920,bilinear,-50.706,-45.278,-49
nf_resnet50,30.706,69.294,49.962,50.038,25.56,288,0.940,bicubic,-49.948,-45.372,-2
dpn107,30.678,69.322,48.808,51.192,86.92,224,0.875,bicubic,-49.493,-46.098,+29
xcit_tiny_24_p16_224,30.678,69.322,50.410,49.590,12.12,224,1.000,bicubic,-48.769,-44.476,+72
ese_vovnet39b,30.665,69.335,49.877,50.123,24.57,224,0.875,bicubic,-48.645,-44.839,+76
gluon_resnet152_v1b,30.618,69.382,48.523,51.477,60.19,224,0.875,bicubic,-49.058,-46.215,+57
tresnet_xl_448,30.616,69.384,49.072,50.928,78.44,448,0.875,bilinear,-52.438,-47.100,-121
haloregnetz_b,30.602,69.398,49.003,50.997,11.68,224,0.940,bicubic,-50.450,-46.191,-28
ssl_resnext50_32x4d,30.598,69.402,50.659,49.341,25.03,224,0.875,bilinear,-49.718,-44.751,+11
gluon_resnet101_v1d,30.519,69.481,47.953,52.047,44.57,224,0.875,bicubic,-49.897,-47.063,+4
dpn68b,30.517,69.483,49.166,50.834,12.61,224,0.875,bicubic,-48.697,-45.248,+83
resnest26d,30.488,69.512,50.667,49.333,17.07,224,0.875,bilinear,-47.996,-43.627,+115
efficientnet_b2,30.437,69.563,49.688,50.312,9.11,288,1.000,bicubic,-50.175,-45.625,-12
tf_efficientnet_b1_ap,30.419,69.581,49.553,50.447,7.79,240,0.882,bicubic,-48.859,-44.753,+74
xcit_tiny_12_p16_384_dist,30.405,69.595,50.131,49.869,6.72,384,1.000,bicubic,-50.539,-45.279,-27
resnetv2_50,30.384,69.616,48.836,51.164,25.55,224,0.950,bicubic,-50.036,-46.238,-3
twins_pcpvt_small,30.384,69.616,49.390,50.610,24.11,224,0.900,bicubic,-50.704,-46.250,-38
visformer_small,30.331,69.669,48.291,51.709,40.22,224,0.900,bicubic,-51.775,-47.583,-89
pit_xs_distilled_224,30.278,69.722,49.838,50.162,11.00,224,0.900,bicubic,-49.026,-44.528,+66
convmixer_1024_20_ks9_p14,30.097,69.903,49.934,50.066,24.38,224,0.960,bicubic,-46.845,-43.422,+177
seresnet50,30.073,69.927,49.282,50.718,28.09,224,0.875,bicubic,-50.191,-45.790,+4
dpn98,30.061,69.939,48.244,51.756,61.57,224,0.875,bicubic,-49.583,-46.354,+43
tf_efficientnet_b2,30.026,69.974,49.582,50.418,9.11,260,0.890,bicubic,-50.054,-45.326,+15
dpn131,30.022,69.978,48.124,51.876,79.25,224,0.875,bicubic,-49.802,-46.584,+30
efficientnet_el,30.020,69.980,48.840,51.160,10.59,300,0.904,bicubic,-51.286,-46.686,-59
legacy_senet154,30.003,69.997,48.044,51.956,115.09,224,0.875,bilinear,-51.307,-47.446,-61
xcit_tiny_12_p16_224_dist,30.001,69.999,49.649,50.351,6.72,224,1.000,bicubic,-48.573,-44.549,+95
halo2botnet50ts_256,29.981,70.019,48.376,51.624,22.64,256,0.950,bicubic,-52.081,-47.266,-97
dpn92,29.953,70.047,49.174,50.826,37.67,224,0.875,bicubic,-50.063,-45.654,+13
resnetv2_101x1_bitm,29.896,70.104,51.125,48.875,44.54,448,1.000,bilinear,-52.438,-45.391,-113
gluon_senet154,29.877,70.123,47.894,52.106,115.09,224,0.875,bicubic,-51.355,-47.454,-62
xception,29.857,70.143,48.678,51.322,22.86,299,0.897,bicubic,-49.191,-45.713,+73
adv_inception_v3,29.818,70.182,47.843,52.157,23.83,299,0.875,bicubic,-47.764,-45.895,+141
gluon_xception65,29.782,70.218,47.759,52.241,39.92,299,0.903,bicubic,-49.933,-47.101,+25
lamhalobotnet50ts_256,29.745,70.255,48.333,51.667,22.57,256,0.950,bicubic,-51.805,-47.169,-85
fbnetv3_d,29.743,70.257,49.474,50.526,10.31,256,0.950,bilinear,-49.939,-45.476,+26
resmlp_36_224,29.694,70.306,48.971,51.029,44.69,224,0.875,bicubic,-50.074,-45.915,+19
resnet50,29.639,70.361,46.745,53.255,25.56,224,0.950,bicubic,-50.733,-47.865,-23
resnetblur50,29.610,70.391,48.254,51.746,25.56,224,0.875,bicubic,-49.699,-46.380,+43
jx_nest_tiny,29.543,70.457,46.990,53.010,17.06,224,0.875,bicubic,-51.879,-48.626,-81
resnet50_gn,29.531,70.469,48.299,51.701,25.56,224,0.940,bicubic,-50.521,-46.647,-1
efficientnet_em,29.478,70.522,48.940,51.060,6.90,240,0.882,bicubic,-49.772,-45.856,+49
resnext101_32x8d,29.439,70.561,48.488,51.512,88.79,224,0.875,bilinear,-49.877,-46.030,+37
gcresnext50ts,29.433,70.567,47.896,52.104,15.67,256,0.900,bicubic,-51.145,-47.274,-40
coat_lite_mini,29.427,70.573,47.729,52.271,11.01,224,0.900,bicubic,-49.665,-46.877,+56
sebotnet33ts_256,29.425,70.575,47.150,52.850,13.70,256,0.940,bicubic,-51.729,-48.018,-73
deit_small_patch16_224,29.425,70.575,48.256,51.744,22.05,224,0.900,bicubic,-50.441,-46.790,+4
ssl_resnet50,29.415,70.585,49.808,50.192,25.56,224,0.875,bilinear,-49.805,-45.024,+44
nf_regnet_b1,29.393,70.607,49.419,50.581,10.22,288,0.900,bicubic,-49.895,-45.331,+38
cait_xxs24_384,29.384,70.616,48.751,51.249,12.03,384,1.000,bicubic,-51.580,-46.895,-63
resnet34d,29.332,70.668,48.415,51.585,21.82,224,0.875,bicubic,-47.782,-44.965,+139
swin_tiny_patch4_window7_224,29.331,70.669,47.604,52.396,28.29,224,0.900,bicubic,-52.043,-47.938,-90
cait_xxs24_224,29.299,70.701,48.533,51.467,11.96,224,1.000,bicubic,-49.085,-45.777,+83
ecaresnet50d_pruned,29.216,70.784,48.439,51.561,19.94,224,0.875,bicubic,-50.493,-46.441,+6
tresnet_l_448,29.162,70.838,47.224,52.776,55.99,448,0.875,bilinear,-53.108,-48.754,-132
gluon_inception_v3,29.124,70.876,46.957,53.043,23.83,299,0.875,bicubic,-49.682,-47.415,+58
eca_resnet33ts,29.099,70.901,48.791,51.209,19.68,256,0.900,bicubic,-50.985,-46.179,-21
lambda_resnet50ts,29.095,70.905,46.981,53.019,21.54,256,0.950,bicubic,-52.055,-48.123,-83
xception71,29.036,70.964,47.405,52.595,42.34,299,0.903,bicubic,-50.836,-47.517,-10
hrnet_w64,28.987,71.013,47.138,52.862,128.06,224,0.875,bilinear,-50.481,-47.516,+13
xcit_tiny_12_p8_224,28.963,71.037,47.519,52.481,6.71,224,1.000,bicubic,-50.731,-47.535,0
regnetz_b16,28.941,71.059,47.248,52.752,9.72,288,0.940,bicubic,-51.775,-48.230,-63
tf_efficientnet_b0_ns,28.904,71.096,49.011,50.989,5.29,224,0.875,bicubic,-49.754,-45.365,+57
xception65,28.894,71.106,47.165,52.835,39.92,299,0.903,bicubic,-50.654,-47.491,+5
tf_efficientnet_b1,28.884,71.116,47.503,52.497,7.79,240,0.882,bicubic,-49.936,-46.693,+48
vit_small_patch32_384,28.877,71.123,48.891,51.109,22.92,384,1.000,bicubic,-51.607,-46.707,-59
gluon_resnet101_v1b,28.871,71.129,46.379,53.621,44.55,224,0.875,bicubic,-50.433,-48.143,+17
skresnext50_32x4d,28.831,71.169,46.487,53.513,27.48,224,0.875,bicubic,-51.321,-48.157,-33
sehalonet33ts,28.772,71.228,46.578,53.422,13.69,256,0.940,bicubic,-52.194,-48.694,-83
levit_256,28.747,71.253,46.717,53.283,18.89,224,0.900,bicubic,-52.759,-48.775,-115
tf_efficientnet_lite3,28.662,71.338,47.352,52.648,8.20,300,0.904,bilinear,-51.156,-47.562,-16
skresnet34,28.654,71.346,47.946,52.054,22.28,224,0.875,bicubic,-48.249,-45.374,+128
gluon_seresnext50_32x4d,28.649,71.351,46.438,53.562,27.56,224,0.875,bicubic,-51.267,-48.396,-28
hrnet_w40,28.635,71.365,47.456,52.544,57.56,224,0.875,bilinear,-50.281,-47.018,+36
halonet50ts,28.572,71.428,46.179,53.821,22.73,256,0.940,bicubic,-53.086,-49.431,-129
tf_efficientnetv2_b0,28.572,71.428,47.079,52.921,7.14,224,0.875,bicubic,-49.788,-46.945,+62
tv_resnet152,28.531,71.469,47.118,52.882,60.19,224,0.875,bilinear,-49.789,-46.918,+62
xcit_tiny_12_p16_224,28.519,71.481,47.413,52.587,6.72,224,1.000,bicubic,-48.607,-46.301,+111
repvgg_b2,28.430,71.570,47.038,52.962,89.02,224,0.875,bilinear,-50.362,-47.380,+36
hrnet_w48,28.413,71.587,47.582,52.418,77.47,224,0.875,bilinear,-50.887,-46.930,+6
gluon_resnext50_32x4d,28.379,71.621,45.314,54.686,25.03,224,0.875,bicubic,-50.989,-49.112,-2
efficientnet_b2_pruned,28.360,71.640,47.053,52.947,8.31,260,0.890,bicubic,-51.556,-47.801,-38
seresnet33ts,28.350,71.650,47.747,52.253,19.78,256,0.900,bicubic,-52.006,-47.361,-66
tf_efficientnet_b0_ap,28.350,71.650,47.529,52.471,5.29,224,0.875,bicubic,-48.740,-45.729,+108
dla102x2,28.315,71.685,46.761,53.239,41.28,224,0.875,bilinear,-51.135,-47.873,-10
dla169,28.313,71.687,47.391,52.609,53.39,224,0.875,bilinear,-50.381,-46.945,+33
tf_efficientnet_cc_b0_4e,28.311,71.689,47.368,52.632,13.31,224,0.875,bicubic,-48.993,-45.966,+97
mixnet_xl,28.287,71.713,46.696,53.304,11.90,224,0.875,bicubic,-52.189,-48.238,-79
gluon_resnet50_v1d,28.246,71.754,45.878,54.122,25.58,224,0.875,bicubic,-50.830,-48.592,+13
gluon_resnet101_v1c,28.104,71.896,45.965,54.035,44.57,224,0.875,bicubic,-51.428,-48.615,-20
wide_resnet101_2,28.102,71.898,46.411,53.589,126.89,224,0.875,bilinear,-50.750,-47.877,+21
regnetx_320,28.091,71.909,45.126,54.874,107.81,224,0.875,bicubic,-52.149,-49.896,-64
densenet161,28.083,71.917,46.643,53.357,28.68,224,0.875,bicubic,-49.269,-46.995,+90
regnety_320,28.061,71.939,45.452,54.548,145.05,224,0.875,bicubic,-52.747,-49.792,-99
levit_192,28.032,71.968,45.882,54.118,10.95,224,0.900,bicubic,-51.800,-48.904,-42
gernet_s,28.030,71.970,46.733,53.267,8.17,224,0.875,bilinear,-48.882,-46.401,+103
efficientnet_el_pruned,28.004,71.996,46.784,53.216,10.59,300,0.904,bicubic,-52.298,-48.434,-75
xception41,27.886,72.114,45.886,54.114,26.97,299,0.903,bicubic,-50.622,-48.394,+27
regnetx_160,27.823,72.177,45.625,54.375,54.28,224,0.875,bicubic,-52.025,-49.205,-47
tf_inception_v3,27.778,72.222,45.719,54.281,23.83,299,0.875,bicubic,-50.076,-47.919,+63
res2net101_26w_4s,27.772,72.228,45.169,54.831,45.21,224,0.875,bilinear,-51.426,-49.269,-4
tf_efficientnetv2_b1,27.756,72.243,46.578,53.422,8.14,240,0.882,bicubic,-51.706,-48.148,-28
vit_base_patch16_sam_224,27.711,72.289,45.106,54.894,86.57,224,0.900,bicubic,-52.531,-49.650,-76
fbnetv3_b,27.668,72.332,46.983,53.017,8.60,256,0.950,bilinear,-51.482,-47.763,-6
repvgg_b1,27.652,72.348,46.521,53.479,57.42,224,0.875,bilinear,-50.716,-47.575,+32
hrnet_w44,27.615,72.385,45.837,54.163,67.06,224,0.875,bilinear,-51.285,-48.535,+5
gcresnet33ts,27.587,72.412,46.197,53.803,19.88,256,0.900,bicubic,-52.497,-48.803,-70
inception_v3,27.552,72.448,45.273,54.727,23.83,299,0.875,bicubic,-49.886,-48.203,+72
resmlp_24_224,27.523,72.477,45.700,54.300,30.02,224,0.875,bicubic,-51.859,-48.847,-32
pit_xs_224,27.493,72.507,45.906,54.094,10.62,224,0.900,bicubic,-50.695,-48.260,+35
regnetx_080,27.393,72.607,45.006,54.994,39.57,224,0.875,bicubic,-51.807,-49.546,-15
hrnet_w30,27.387,72.613,46.544,53.456,37.71,224,0.875,bilinear,-50.811,-47.680,+32
hrnet_w32,27.363,72.636,45.984,54.016,41.23,224,0.875,bilinear,-51.082,-48.204,+17
gluon_resnet50_v1s,27.324,72.676,45.226,54.774,25.68,224,0.875,bicubic,-51.384,-49.014,+4
res2net50_26w_8s,27.320,72.680,44.833,55.167,48.40,224,0.875,bilinear,-51.656,-49.345,-8
densenet201,27.261,72.739,46.220,53.780,20.01,224,0.875,bicubic,-50.029,-47.258,+70
densenetblur121d,27.228,72.772,46.295,53.705,8.00,224,0.875,bicubic,-49.354,-46.893,+93
regnety_064,27.222,72.778,44.855,55.145,30.58,224,0.875,bicubic,-52.498,-49.909,-60
efficientnet_b1_pruned,27.179,72.821,45.867,54.133,6.33,240,0.882,bicubic,-51.061,-47.965,+24
tf_efficientnetv2_b2,27.163,72.837,44.572,55.428,10.10,260,0.890,bicubic,-53.043,-50.471,-89
resnet33ts,27.132,72.868,45.332,54.668,19.68,256,0.900,bicubic,-52.080,-49.240,-26
resnetrs50,27.104,72.896,45.022,54.978,35.69,224,0.910,bicubic,-52.786,-49.944,-75
rexnet_130,27.102,72.898,45.933,54.067,7.56,224,0.875,bicubic,-52.398,-48.749,-52
dla102x,27.059,72.941,45.479,54.521,26.31,224,0.875,bilinear,-51.455,-48.745,0
resnet32ts,27.051,72.949,45.263,54.737,17.96,256,0.900,bicubic,-51.963,-49.093,-19
gmixer_24_224,27.033,72.967,44.361,55.639,24.72,224,0.875,bicubic,-51.005,-49.309,+25
tv_resnet101,26.963,73.037,45.234,54.766,44.55,224,0.875,bilinear,-50.415,-48.308,+55
regnetx_120,26.870,73.130,44.676,55.324,46.11,224,0.875,bicubic,-52.722,-50.058,-61
resnext50d_32x4d,26.864,73.136,44.450,55.550,25.05,224,0.875,bicubic,-52.806,-50.414,-65
rexnet_100,26.839,73.161,45.375,54.625,4.80,224,0.875,bicubic,-51.019,-48.495,+32
densenet169,26.827,73.173,45.375,54.625,14.15,224,0.875,bicubic,-49.073,-47.655,+92
legacy_seresnext101_32x4d,26.817,73.183,43.499,56.501,48.96,224,0.875,bilinear,-53.411,-51.515,-103
tinynet_a,26.805,73.195,45.104,54.896,6.19,192,0.875,bicubic,-50.847,-48.434,+36
regnetx_064,26.792,73.208,44.921,55.079,26.21,224,0.875,bicubic,-52.274,-49.537,-30
regnety_120,26.786,73.214,44.448,55.552,51.82,224,0.875,bicubic,-53.584,-50.676,-119
regnetx_032,26.705,73.295,45.238,54.762,15.30,224,0.875,bicubic,-51.467,-48.850,+10
densenet121,26.672,73.328,45.888,54.112,7.98,224,0.875,bicubic,-48.910,-46.764,+90
legacy_seresnet152,26.668,73.332,43.953,56.047,66.82,224,0.875,bilinear,-51.988,-50.415,-17
efficientnet_es,26.609,73.391,45.122,54.878,5.44,224,0.875,bicubic,-51.451,-48.816,+11
res2net50_26w_6s,26.597,73.403,44.000,56.000,37.05,224,0.875,bilinear,-51.969,-50.134,-17
repvgg_b1g4,26.579,73.421,45.088,54.912,39.97,224,0.875,bilinear,-51.007,-48.742,+32
dla60x,26.558,73.442,45.025,54.975,17.35,224,0.875,bilinear,-51.688,-48.995,0
coat_lite_tiny,26.517,73.484,44.642,55.358,5.72,224,0.900,bicubic,-50.994,-49.270,+34
regnety_080,26.517,73.484,44.349,55.651,39.18,224,0.875,bicubic,-53.363,-50.480,-96
res2net50_14w_8s,26.487,73.513,44.365,55.635,25.06,224,0.875,bilinear,-51.657,-49.485,+2
tf_efficientnet_b0,26.487,73.513,45.644,54.356,5.29,224,0.875,bicubic,-50.359,-47.582,+55
mobilenetv3_large_100_miil,26.485,73.515,44.477,55.523,5.48,224,0.875,bilinear,-51.433,-48.429,+11
gluon_resnet50_v1b,26.436,73.564,44.037,55.963,25.56,224,0.875,bicubic,-51.144,-49.685,+27
tf_efficientnet_el,26.359,73.641,44.181,55.819,10.59,300,0.904,bicubic,-53.891,-50.949,-123
lambda_resnet26t,26.338,73.662,44.414,55.586,10.96,256,0.940,bicubic,-52.758,-50.174,-50
levit_128,26.324,73.676,44.116,55.884,9.21,224,0.900,bicubic,-52.162,-49.890,-25
resmlp_big_24_224,26.316,73.684,43.557,56.443,129.14,224,0.875,bicubic,-54.716,-51.462,-171
resmlp_12_distilled_224,26.314,73.686,44.870,55.130,15.35,224,0.875,bicubic,-51.628,-48.688,+4
regnetx_040,26.239,73.760,44.438,55.562,22.12,224,0.875,bicubic,-52.242,-49.806,-26
crossvit_9_dagger_240,26.178,73.822,44.538,55.462,8.78,240,0.875,bicubic,-50.799,-49.074,+40
vit_small_patch32_224,26.165,73.835,45.110,54.890,22.88,224,0.900,bicubic,-49.833,-48.162,+63
dpn68,26.128,73.873,44.224,55.776,12.61,224,0.875,bicubic,-50.178,-48.750,+60
efficientnet_b1,26.057,73.943,44.078,55.922,7.79,256,1.000,bicubic,-52.733,-50.264,-42
lambda_resnet26rpt_256,26.012,73.989,44.184,55.816,10.99,256,0.940,bicubic,-52.957,-50.244,-50
hrnet_w18,25.988,74.012,44.813,55.187,21.30,224,0.875,bilinear,-50.764,-48.629,+44
hardcorenas_f,25.953,74.047,44.220,55.780,8.20,224,0.875,bilinear,-52.145,-49.584,-12
regnety_040,25.913,74.087,43.850,56.150,20.65,224,0.875,bicubic,-53.303,-50.806,-69
resnet34,25.890,74.110,43.986,56.014,21.80,224,0.875,bilinear,-49.224,-48.298,+76
res2net50_26w_4s,25.862,74.138,43.157,56.843,25.70,224,0.875,bilinear,-52.094,-50.695,-8
tresnet_m_448,25.862,74.138,42.874,57.126,31.39,448,0.875,bilinear,-55.842,-52.700,-221
resnet26t,25.860,74.140,43.953,56.047,16.01,256,0.940,bicubic,-52.004,-49.894,-6
coat_tiny,25.848,74.152,43.276,56.724,5.50,224,0.900,bicubic,-52.580,-50.761,-34
hardcorenas_c,25.821,74.179,44.764,55.236,5.52,224,0.875,bilinear,-51.227,-48.392,+25
gluon_resnet50_v1c,25.782,74.218,43.027,56.973,25.58,224,0.875,bicubic,-52.228,-50.961,-16
halonet26t,25.768,74.232,43.225,56.775,12.48,256,0.950,bicubic,-53.348,-51.087,-71
selecsls60,25.729,74.272,44.066,55.934,30.67,224,0.875,bicubic,-52.246,-49.765,-16
hardcorenas_e,25.664,74.336,43.414,56.586,8.07,224,0.875,bilinear,-52.128,-50.284,-5
dla60_res2net,25.658,74.342,43.591,56.409,20.85,224,0.875,bilinear,-52.804,-50.615,-44
dla60_res2next,25.638,74.362,43.668,56.332,17.03,224,0.875,bilinear,-52.804,-50.482,-43
ecaresnet26t,25.540,74.460,43.664,56.336,16.01,320,0.950,bicubic,-54.308,-51.420,-124
resmlp_12_224,25.520,74.480,44.340,55.660,15.35,224,0.875,bicubic,-51.136,-48.840,+30
mixnet_l,25.514,74.486,43.459,56.541,7.33,224,0.875,bicubic,-53.462,-50.835,-69
tf_efficientnet_lite1,25.509,74.492,43.581,56.419,5.42,240,0.882,bicubic,-51.127,-49.641,+29
eca_halonext26ts,25.475,74.525,43.188,56.812,10.76,256,0.940,bicubic,-54.013,-51.408,-107
bat_resnext26ts,25.473,74.527,43.206,56.794,10.73,256,0.900,bicubic,-52.777,-50.892,-40
botnet26t_256,25.453,74.547,42.636,57.364,12.49,256,0.950,bicubic,-53.799,-51.892,-91
tv_resnext50_32x4d,25.453,74.547,42.781,57.219,25.03,224,0.875,bilinear,-52.165,-50.915,-11
repvgg_a2,25.436,74.564,43.947,56.053,28.21,224,0.875,bilinear,-51.024,-49.059,+31
tf_mixnet_l,25.422,74.578,42.536,57.464,7.33,224,0.875,bicubic,-53.352,-51.460,-67
hardcorenas_b,25.400,74.600,44.181,55.819,5.18,224,0.875,bilinear,-51.132,-48.574,+26
res2next50,25.391,74.609,42.506,57.494,24.67,224,0.875,bilinear,-52.859,-51.380,-45
selecsls60b,25.337,74.662,43.562,56.438,32.77,224,0.875,bicubic,-53.075,-50.608,-53
legacy_seresnet101,25.334,74.666,42.828,57.172,49.33,224,0.875,bilinear,-53.054,-51.438,-53
resnetv2_50x1_bitm,25.318,74.682,45.358,54.642,25.55,448,1.000,bilinear,-55.024,-50.323,-171
dla102,25.314,74.686,43.825,56.175,33.27,224,0.875,bilinear,-52.714,-50.125,-38
hardcorenas_d,25.308,74.692,43.125,56.875,7.50,224,0.875,bilinear,-52.124,-50.359,-10
resnest14d,25.267,74.733,44.092,55.908,10.61,224,0.875,bilinear,-50.239,-48.428,+37
legacy_seresnext50_32x4d,25.214,74.786,41.940,58.060,27.56,224,0.875,bilinear,-53.856,-52.492,-90
mixer_b16_224,25.129,74.871,41.225,58.775,59.88,224,0.875,bicubic,-51.481,-51.005,+14
res2net50_48w_2s,25.035,74.965,42.196,57.804,25.29,224,0.875,bilinear,-52.487,-51.356,-19
efficientnet_b0,25.011,74.989,42.793,57.207,5.29,224,0.875,bicubic,-52.683,-50.741,-28
mobilenetv2_120d,24.939,75.061,43.062,56.938,5.83,224,0.875,bicubic,-52.357,-50.434,-12
gluon_resnet34_v1b,24.937,75.063,42.239,57.761,21.80,224,0.875,bicubic,-49.655,-49.749,+51
dla60,24.933,75.067,43.304,56.696,22.04,224,0.875,bilinear,-52.103,-50.014,-5
eca_botnext26ts_256,24.868,75.132,42.958,57.042,10.59,256,0.950,bicubic,-54.404,-51.658,-111
regnety_016,24.823,75.177,42.618,57.382,11.20,224,0.875,bicubic,-53.037,-51.104,-40
xcit_nano_12_p8_224_dist,24.801,75.199,43.078,56.922,3.05,224,1.000,bicubic,-51.519,-50.008,+13
seresnext26ts,24.689,75.311,43.106,56.894,10.39,256,0.900,bicubic,-53.163,-50.684,-39
eca_resnext26ts,24.663,75.337,42.846,57.154,10.30,256,0.900,bicubic,-52.788,-50.720,-25
tf_efficientnet_lite2,24.532,75.468,42.288,57.712,6.09,260,0.890,bicubic,-52.936,-51.468,-27
skresnet18,24.489,75.511,42.540,57.460,11.96,224,0.875,bicubic,-48.547,-48.628,+60
regnetx_016,24.477,75.523,42.506,57.494,9.19,224,0.875,bicubic,-52.473,-50.916,-11
pit_ti_distilled_224,24.410,75.590,42.736,57.264,5.10,224,0.900,bicubic,-50.122,-49.362,+42
tf_efficientnet_lite0,24.381,75.620,42.490,57.510,4.65,224,0.875,bicubic,-50.451,-49.686,+35
hardcorenas_a,24.361,75.639,43.282,56.718,5.26,224,0.875,bilinear,-51.561,-49.234,+12
tv_resnet50,24.082,75.918,41.312,58.688,25.56,224,0.875,bilinear,-52.056,-51.550,+7
levit_128s,24.060,75.940,41.003,58.997,7.78,224,0.900,bicubic,-52.460,-51.863,0
legacy_seresnet34,24.027,75.973,41.903,58.097,21.96,224,0.875,bilinear,-50.783,-50.223,+32
xcit_nano_12_p16_384_dist,24.007,75.993,42.322,57.678,3.05,384,1.000,bicubic,-51.443,-50.370,+19
xcit_nano_12_p8_384_dist,23.962,76.038,41.940,58.060,3.05,384,1.000,bicubic,-53.856,-52.104,-49
gcresnext26ts,23.944,76.056,41.357,58.643,10.48,256,0.900,bicubic,-53.876,-52.475,-51
resnet18d,23.930,76.070,42.300,57.700,11.71,224,0.875,bicubic,-48.320,-48.388,+58
efficientnet_lite0,23.905,76.095,42.080,57.920,4.65,224,0.875,bicubic,-51.571,-50.432,+12
resnext26ts,23.864,76.136,41.105,58.895,10.30,256,0.900,bicubic,-52.916,-52.023,-16
tv_densenet121,23.844,76.156,41.925,58.075,7.98,224,0.875,bicubic,-50.900,-50.225,+26
efficientnet_es_pruned,23.830,76.170,41.999,58.001,5.44,224,0.875,bicubic,-51.168,-50.439,+21
mobilenetv2_140,23.720,76.280,41.480,58.520,6.11,224,0.875,bicubic,-52.788,-51.518,-9
mixnet_m,23.710,76.290,41.142,58.858,5.01,224,0.875,bicubic,-53.554,-52.282,-36
dla34,23.669,76.331,41.551,58.449,15.74,224,0.875,bilinear,-50.951,-50.521,+24
legacy_seresnet50,23.651,76.349,40.089,59.911,28.09,224,0.875,bilinear,-53.981,-53.663,-55
ese_vovnet19b_dw,23.534,76.466,41.286,58.714,6.54,224,0.875,bicubic,-53.266,-51.986,-24
tf_mixnet_m,23.483,76.517,40.989,59.011,5.01,224,0.875,bicubic,-53.459,-52.163,-29
tv_resnet34,23.469,76.531,41.367,58.633,21.80,224,0.875,bilinear,-49.839,-50.058,+35
selecsls42b,23.361,76.639,40.669,59.331,32.46,224,0.875,bicubic,-53.813,-52.725,-41
tf_efficientnet_em,23.359,76.641,40.402,59.598,6.90,240,0.882,bicubic,-54.773,-53.644,-82
repvgg_b0,23.317,76.683,41.178,58.822,15.82,224,0.875,bilinear,-51.839,-51.240,+5
xcit_nano_12_p16_224_dist,23.255,76.746,41.370,58.630,3.05,224,1.000,bicubic,-49.048,-49.492,+42
mobilenetv2_110d,23.074,76.926,40.726,59.274,4.52,224,0.875,bicubic,-51.966,-51.458,+7
vit_base_patch32_sam_224,23.048,76.952,39.572,60.428,88.22,224,0.900,bicubic,-50.644,-51.440,+25
tinynet_b,23.015,76.985,40.971,59.029,3.73,188,0.875,bicubic,-51.965,-51.215,+8
deit_tiny_distilled_patch16_224,22.726,77.274,40.771,59.229,5.91,224,0.900,bicubic,-51.786,-51.117,+15
mobilenetv3_large_100,22.655,77.345,40.777,59.223,5.48,224,0.875,bicubic,-53.107,-51.763,-13
mobilenetv3_rw,22.634,77.366,40.372,59.628,5.48,224,0.875,bicubic,-52.996,-52.336,-12
tf_mobilenetv3_large_100,22.563,77.437,39.759,60.241,5.48,224,0.875,bilinear,-52.955,-52.845,-11
tf_efficientnet_es,22.413,77.587,39.091,60.909,5.44,224,0.875,bicubic,-54.184,-54.113,-31
xcit_nano_12_p8_224,22.402,77.598,40.653,59.347,3.05,224,1.000,bicubic,-51.516,-51.517,+16
hrnet_w18_small_v2,22.341,77.659,39.877,60.123,15.60,224,0.875,bilinear,-52.777,-52.539,-4
convit_tiny,22.274,77.726,39.665,60.335,5.71,224,0.875,bicubic,-50.846,-52.055,+22
regnety_008,22.117,77.883,38.896,61.104,6.26,224,0.875,bicubic,-54.195,-54.174,-28
seresnext26t_32x4d,21.983,78.017,38.490,61.510,16.81,224,0.875,bicubic,-55.993,-55.254,-91
regnety_006,21.971,78.029,38.955,61.045,6.06,224,0.875,bicubic,-53.275,-53.579,-11
vit_tiny_r_s16_p8_384,21.963,78.037,39.401,60.599,6.36,384,1.000,bicubic,-53.993,-53.861,-26
regnetx_008,21.942,78.058,38.926,61.074,7.26,224,0.875,bicubic,-53.094,-53.414,-7
resnet26d,21.904,78.096,38.615,61.385,16.01,224,0.875,bicubic,-54.796,-54.531,-44
semnasnet_100,21.899,78.101,38.600,61.400,3.89,224,0.875,bicubic,-53.551,-54.000,-18
pit_ti_224,21.873,78.127,39.541,60.459,4.85,224,0.900,bicubic,-51.037,-51.865,+18
regnetx_006,21.738,78.263,38.904,61.096,6.20,224,0.875,bicubic,-52.115,-52.770,+6
vit_tiny_patch16_384,21.722,78.278,39.329,60.671,5.79,384,1.000,bicubic,-56.710,-55.213,-121
crossvit_9_240,21.686,78.314,39.278,60.722,8.55,240,0.875,bicubic,-52.284,-52.686,+2
vgg19_bn,21.628,78.373,39.280,60.720,143.68,224,0.875,bilinear,-52.587,-52.568,-3
ghostnet_100,21.620,78.380,38.692,61.308,5.18,224,0.875,bilinear,-52.358,-52.766,-1
semnasnet_075,21.576,78.424,38.928,61.072,2.91,224,0.875,bicubic,-51.398,-52.208,+10
gluon_resnet18_v1b,21.551,78.449,38.887,61.113,11.69,224,0.875,bicubic,-49.287,-50.875,+27
fbnetc_100,21.490,78.510,38.161,61.839,5.57,224,0.875,bilinear,-53.636,-54.221,-22
xcit_nano_12_p16_224,21.429,78.571,39.796,60.204,3.05,224,1.000,bicubic,-48.535,-49.964,+28
mnasnet_100,21.356,78.644,37.719,62.281,4.38,224,0.875,bicubic,-53.298,-54.391,-14
lcnet_100,21.285,78.715,38.851,61.149,2.95,224,0.875,bicubic,-50.823,-51.527,+16
resnet26,21.285,78.715,38.020,61.980,16.00,224,0.875,bicubic,-54.017,-54.556,-29
ssl_resnet18,21.284,78.716,39.109,60.891,11.69,224,0.875,bilinear,-51.322,-52.315,+6
mixnet_s,21.254,78.746,38.189,61.811,4.13,224,0.875,bicubic,-54.738,-54.609,-45
seresnext26d_32x4d,21.250,78.750,37.316,62.684,16.81,224,0.875,bicubic,-56.352,-56.292,-94
legacy_seresnext26_32x4d,21.091,78.909,37.635,62.365,16.79,224,0.875,bicubic,-56.011,-55.681,-76
crossvit_tiny_240,21.052,78.948,38.055,61.945,7.01,240,0.875,bicubic,-52.284,-53.861,-6
regnetx_004,20.895,79.106,37.564,62.436,5.16,224,0.875,bicubic,-51.495,-53.266,+2
spnasnet_100,20.863,79.137,37.896,62.104,4.42,224,0.875,bilinear,-53.223,-53.922,-17
legacy_seresnet18,20.841,79.159,37.615,62.385,11.78,224,0.875,bicubic,-50.901,-52.717,+10
mobilenetv2_100,20.769,79.231,37.761,62.239,3.50,224,0.875,bicubic,-52.197,-53.257,-4
tf_mixnet_s,20.474,79.526,36.605,63.395,4.13,224,0.875,bicubic,-55.176,-56.023,-48
vit_tiny_patch16_224,20.448,79.552,37.599,62.401,5.72,224,0.900,bicubic,-55.008,-55.247,-43
regnety_004,20.411,79.589,36.996,63.004,4.34,224,0.875,bicubic,-53.613,-54.758,-21
hrnet_w18_small,20.370,79.630,37.089,62.911,13.19,224,0.875,bilinear,-51.970,-53.589,-3
tf_mobilenetv3_large_075,20.366,79.634,36.770,63.230,3.99,224,0.875,bilinear,-53.074,-54.578,-17
resnet18,20.224,79.776,37.258,62.742,11.69,224,0.875,bilinear,-49.520,-51.824,+12
mixer_l16_224,20.163,79.837,32.942,67.058,208.20,224,0.875,bicubic,-51.885,-54.722,0
deit_tiny_patch16_224,20.156,79.844,37.556,62.444,5.72,224,0.900,bicubic,-52.010,-53.564,-3
tf_mobilenetv3_large_minimal_100,20.124,79.876,36.902,63.098,3.92,224,0.875,bilinear,-52.126,-53.728,-5
vgg16_bn,19.957,80.043,36.303,63.697,138.37,224,0.875,bilinear,-53.393,-55.202,-21
vit_tiny_r_s16_p8_224,19.330,80.670,36.049,63.951,6.34,224,0.900,bicubic,-52.458,-54.773,-3
tinynet_c,19.254,80.746,35.994,64.006,2.46,184,0.875,bicubic,-51.974,-53.756,0
lcnet_075,18.163,81.837,34.416,65.584,2.36,224,0.875,bicubic,-50.655,-53.958,+7
vgg19,17.929,82.071,33.054,66.946,143.67,224,0.875,bilinear,-54.437,-57.816,-14
vgg13_bn,17.802,82.198,34.039,65.961,133.05,224,0.875,bilinear,-53.792,-56.337,-5
vgg16,17.540,82.460,32.769,67.231,138.36,224,0.875,bilinear,-54.050,-57.613,-5
regnety_002,17.460,82.540,32.447,67.553,3.16,224,0.875,bicubic,-52.794,-57.093,-2
vgg11_bn,17.403,82.597,33.009,66.991,132.87,224,0.875,bilinear,-52.957,-56.793,-4
regnetx_002,16.953,83.047,32.227,67.773,2.68,224,0.875,bicubic,-51.797,-56.329,+2
tinynet_d,16.677,83.323,32.455,67.545,2.34,152,0.875,bicubic,-50.281,-54.609,+4
mobilenetv2_050,16.670,83.330,31.952,68.048,1.97,224,0.875,bicubic,-49.272,-54.130,+5
mnasnet_small,16.573,83.427,32.107,67.893,2.03,224,0.875,bicubic,-49.023,-54.081,+6
dla60x_c,16.310,83.690,31.761,68.239,1.32,224,0.875,bilinear,-51.582,-56.665,0
tf_mobilenetv3_small_100,16.227,83.772,31.225,68.775,2.54,224,0.875,bilinear,-51.697,-56.439,-2
vgg13,16.104,83.896,30.983,69.017,133.05,224,0.875,bilinear,-53.822,-58.263,-8
vgg11,15.730,84.270,30.453,69.547,132.86,224,0.875,bilinear,-53.298,-58.173,-7
tf_mobilenetv3_small_075,14.944,85.056,29.570,70.430,2.04,224,0.875,bilinear,-50.770,-56.564,0
dla46_c,14.657,85.343,29.378,70.622,1.30,224,0.875,bilinear,-50.209,-56.916,+1
dla46x_c,14.382,85.618,29.191,70.809,1.07,224,0.875,bilinear,-51.588,-57.789,-4
lcnet_050,14.310,85.690,28.645,71.355,1.88,224,0.875,bicubic,-48.790,-55.737,0
tf_mobilenetv3_small_minimal_100,13.962,86.038,27.986,72.014,2.04,224,0.875,bilinear,-48.946,-56.248,0
tinynet_e,12.669,87.331,26.389,73.611,2.04,106,0.875,bicubic,-47.187,-55.377,0