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,58.846,41.154,81.088,18.912,828.41,224,0.875,bilinear,-26.584,-16.494,+31
ig_resnext101_32x32d,58.402,41.598,80.426,19.574,468.53,224,0.875,bilinear,-26.692,-17.012,+41
ig_resnext101_32x16d,57.684,42.316,79.891,20.108,194.03,224,0.875,bilinear,-26.482,-17.305,+75
swsl_resnext101_32x16d,57.455,42.545,80.381,19.619,194.03,224,0.875,bilinear,-25.899,-16.455,+106
beit_large_patch16_384,56.904,43.096,79.188,20.812,305.00,384,1.000,bicubic,-31.478,-19.420,-3
beit_large_patch16_512,56.757,43.243,78.874,21.126,305.67,512,1.000,bicubic,-31.827,-19.786,-5
swsl_resnext101_32x8d,56.421,43.579,78.948,21.052,88.79,224,0.875,bilinear,-27.853,-18.226,+67
beit_large_patch16_224,54.969,45.031,77.600,22.400,304.43,224,0.900,bicubic,-32.507,-20.718,-3
ig_resnext101_32x8d,54.937,45.063,77.539,22.461,88.79,224,0.875,bilinear,-27.773,-19.101,+124
swsl_resnext101_32x4d,53.585,46.415,76.374,23.626,44.18,224,0.875,bilinear,-29.641,-20.394,+106
vit_large_patch16_384,52.762,47.238,74.725,25.275,304.72,384,1.000,bicubic,-34.330,-23.581,-4
vit_large_r50_s32_384,52.049,47.951,73.540,26.459,329.09,384,1.000,bicubic,-34.131,-24.384,+4
vit_large_patch16_224,51.842,48.158,73.721,26.279,304.33,224,0.900,bicubic,-33.996,-24.105,+9
tf_efficientnet_l2_ns_475,51.435,48.565,73.845,26.155,480.31,475,0.936,bicubic,-36.803,-24.705,-10
swsl_resnext50_32x4d,50.408,49.592,73.348,26.652,25.03,224,0.875,bilinear,-31.758,-22.886,+148
swin_large_patch4_window12_384,50.357,49.643,72.546,27.454,196.74,384,1.000,bicubic,-36.793,-25.692,-10
swsl_resnet50,49.506,50.494,72.356,27.645,25.56,224,0.875,bilinear,-31.536,-22.844,+189
swin_large_patch4_window7_224,48.989,51.011,71.377,28.623,196.53,224,0.900,bicubic,-37.327,-26.513,-4
beit_base_patch16_384,48.682,51.318,72.073,27.927,86.74,384,1.000,bicubic,-38.126,-26.067,-10
swin_base_patch4_window12_384,48.529,51.471,71.809,28.191,87.90,384,1.000,bicubic,-37.907,-26.257,-8
vit_large_r50_s32_224,48.215,51.785,70.870,29.130,328.99,224,0.900,bicubic,-36.225,-26.284,+45
tf_efficientnetv2_xl_in21ft1k,47.745,52.255,70.131,29.869,208.12,512,1.000,bicubic,-38.659,-27.737,-9
tf_efficientnet_b6_ns,47.725,52.275,69.925,30.075,43.04,528,0.942,bicubic,-38.721,-27.955,-12
tf_efficientnet_b7_ns,47.725,52.275,69.603,30.398,66.35,600,0.949,bicubic,-39.105,-28.481,-16
tf_efficientnet_l2_ns,47.478,52.522,69.923,30.077,480.31,800,0.960,bicubic,-40.868,-28.731,-22
tf_efficientnetv2_l_in21ft1k,46.922,53.078,70.312,29.688,118.52,480,1.000,bicubic,-39.370,-27.672,-11
beit_base_patch16_224,46.258,53.742,69.907,30.093,86.53,224,0.900,bicubic,-38.982,-27.747,+12
vit_base_patch16_384,45.900,54.100,68.537,31.463,86.86,384,1.000,bicubic,-40.100,-29.469,-8
tf_efficientnet_b8_ap,45.768,54.232,67.915,32.086,87.41,672,0.954,bicubic,-39.606,-29.383,+7
tf_efficientnet_b5_ns,45.599,54.401,67.820,32.180,30.39,456,0.934,bicubic,-40.477,-29.932,-12
swin_base_patch4_window7_224,45.589,54.411,68.512,31.488,87.77,224,0.900,bicubic,-39.679,-29.046,+7
tf_efficientnetv2_m_in21ft1k,45.574,54.426,69.148,30.852,54.14,480,1.000,bicubic,-40.024,-28.603,-5
cait_m48_448,44.249,55.751,64.668,35.332,356.46,448,1.000,bicubic,-42.245,-33.082,-23
vit_base_r50_s16_384,43.522,56.478,66.796,33.204,98.95,384,1.000,bicubic,-41.462,-30.502,+17
tf_efficientnet_b4_ns,43.438,56.562,65.474,34.526,19.34,380,0.922,bicubic,-41.712,-31.996,+5
vit_base_patch16_224,43.247,56.753,65.710,34.290,86.57,224,0.900,bicubic,-41.293,-31.596,+26
xcit_large_24_p8_384_dist,42.828,57.172,63.426,36.574,188.93,384,1.000,bicubic,-43.167,-34.262,-16
xcit_large_24_p8_224_dist,42.575,57.425,63.106,36.894,188.93,224,1.000,bicubic,-42.825,-34.310,-3
tf_efficientnet_b8,42.494,57.506,64.873,35.127,87.41,672,0.954,bicubic,-42.856,-32.519,-2
cait_m36_384,42.398,57.602,63.340,36.660,271.22,384,1.000,bicubic,-43.658,-34.390,-21
tf_efficientnet_b7_ap,41.455,58.545,62.896,37.104,66.35,600,0.949,bicubic,-43.665,-34.354,0
tf_efficientnet_b7,41.453,58.547,63.053,36.947,66.35,600,0.949,bicubic,-43.483,-34.153,+11
tf_efficientnet_b5_ap,41.406,58.594,62.096,37.904,30.39,456,0.934,bicubic,-42.852,-34.880,+32
resnetv2_152x4_bitm,41.294,58.706,64.354,35.646,936.53,480,1.000,bilinear,-43.644,-33.104,+8
tf_efficientnet_b6_ap,41.113,58.887,62.379,37.621,43.04,528,0.942,bicubic,-43.671,-34.759,+12
xcit_large_24_p16_384_dist,41.025,58.975,61.253,38.747,189.10,384,1.000,bicubic,-44.745,-36.281,-21
tf_efficientnetv2_s_in21ft1k,40.985,59.015,63.837,36.163,21.46,384,1.000,bicubic,-43.311,-33.419,+24
xcit_large_24_p16_224_dist,40.968,59.032,61.330,38.670,189.10,224,1.000,bicubic,-43.962,-35.800,+6
xcit_medium_24_p8_224_dist,40.502,59.498,60.510,39.490,84.32,224,1.000,bicubic,-44.566,-36.766,-4
tf_efficientnet_b4_ap,40.476,59.524,61.730,38.270,19.34,380,0.922,bicubic,-42.782,-34.666,+64
vit_small_r26_s32_384,40.474,59.526,62.752,37.248,36.47,384,1.000,bicubic,-43.576,-34.570,+32
vit_base_patch16_224_miil,40.178,59.822,60.895,39.105,86.54,224,0.875,bilinear,-44.098,-35.903,+21
xcit_medium_24_p8_384_dist,40.042,59.958,60.453,39.547,84.32,384,1.000,bicubic,-45.778,-37.141,-30
xcit_medium_24_p16_384_dist,39.912,60.088,60.127,39.873,84.40,384,1.000,bicubic,-45.514,-37.281,-21
tf_efficientnetv2_l,39.834,60.166,60.815,39.185,118.52,480,1.000,bicubic,-45.668,-36.555,-25
dm_nfnet_f3,39.785,60.215,60.636,39.364,254.92,416,0.940,bicubic,-45.747,-36.822,-27
cait_s36_384,39.777,60.223,60.483,39.517,68.37,384,1.000,bicubic,-45.677,-36.999,-26
efficientnetv2_rw_m,39.675,60.325,59.699,40.301,53.24,416,1.000,bicubic,-45.147,-37.447,-2
ecaresnet269d,39.598,60.402,60.339,39.661,102.09,352,1.000,bicubic,-45.388,-36.889,-9
dm_nfnet_f6,39.586,60.414,60.901,39.099,438.36,576,0.956,bicubic,-46.544,-36.839,-43
tf_efficientnet_b3_ns,39.510,60.490,61.451,38.549,12.23,300,0.904,bicubic,-44.532,-35.457,+23
dm_nfnet_f5,39.498,60.502,60.194,39.806,377.21,544,0.954,bicubic,-46.308,-37.288,-38
xcit_small_24_p8_224_dist,39.309,60.691,59.404,40.596,47.63,224,1.000,bicubic,-45.567,-37.794,-8
xcit_medium_24_p16_224_dist,39.272,60.728,59.473,40.527,84.40,224,1.000,bicubic,-45.006,-37.469,+8
efficientnet_b4,39.136,60.864,59.628,40.372,19.34,384,1.000,bicubic,-44.294,-36.966,+42
xcit_small_24_p8_384_dist,39.001,60.999,59.196,40.804,47.63,384,1.000,bicubic,-46.565,-38.380,-38
resnetv2_152x2_bit_teacher_384,38.987,61.013,62.495,37.505,236.34,384,1.000,bicubic,-44.857,-34.623,+26
vit_base_patch32_384,38.810,61.190,60.351,39.649,88.30,384,1.000,bicubic,-44.536,-36.493,+44
eca_nfnet_l2,38.661,61.339,59.451,40.549,56.72,384,1.000,bicubic,-46.059,-37.807,-11
xcit_small_12_p8_384_dist,38.533,61.467,58.820,41.180,26.21,384,1.000,bicubic,-46.549,-38.450,-26
xcit_small_24_p16_384_dist,38.499,61.501,58.400,41.600,47.67,384,1.000,bicubic,-46.605,-38.916,-29
xcit_small_12_p8_224_dist,38.382,61.618,58.844,41.156,26.21,224,1.000,bicubic,-45.858,-38.028,+4
tf_efficientnet_b5,38.364,61.636,59.923,40.077,30.39,456,0.934,bicubic,-45.446,-36.825,+23
deit_base_distilled_patch16_384,38.240,61.760,57.798,42.202,87.63,384,1.000,bicubic,-47.182,-39.534,-40
dm_nfnet_f4,38.215,61.785,58.596,41.404,316.07,512,0.951,bicubic,-47.486,-38.918,-49
xcit_large_24_p8_224,38.124,61.876,57.875,42.125,188.93,224,1.000,bicubic,-46.258,-38.781,-7
resnetv2_152x2_bitm,38.008,61.992,61.180,38.820,236.34,448,1.000,bilinear,-46.444,-36.256,-13
cait_s24_384,37.884,62.116,58.087,41.913,47.06,384,1.000,bicubic,-47.160,-39.263,-30
resnet152d,37.879,62.121,58.362,41.638,60.21,320,1.000,bicubic,-45.785,-38.372,+24
tf_efficientnetv2_m,37.829,62.171,58.716,41.284,54.14,480,1.000,bicubic,-47.217,-38.568,-33
resnetrs420,37.770,62.230,58.227,41.773,191.89,416,1.000,bicubic,-47.238,-38.899,-32
xcit_small_24_p16_224_dist,37.717,62.283,57.358,42.642,47.67,224,1.000,bicubic,-46.157,-39.370,+8
resnetrs350,37.702,62.298,58.099,41.901,163.96,384,1.000,bicubic,-47.010,-38.891,-23
pit_b_distilled_224,37.588,62.412,57.230,42.770,74.79,224,0.900,bicubic,-46.570,-39.628,-5
xcit_small_12_p16_384_dist,37.582,62.418,57.777,42.223,26.25,384,1.000,bicubic,-47.132,-39.339,-26
resnet200d,37.507,62.493,58.303,41.697,64.69,320,1.000,bicubic,-46.463,-38.515,+2
resnetv2_152x2_bit_teacher,37.348,62.652,59.474,40.526,236.34,224,0.875,bicubic,-45.554,-37.093,+38
resnest269e,37.299,62.701,57.466,42.534,110.93,416,0.928,bicubic,-47.225,-39.520,-25
resmlp_big_24_224_in22ft1k,37.244,62.756,58.203,41.797,129.14,224,0.875,bicubic,-47.180,-38.913,-21
vit_small_r26_s32_224,37.244,62.756,59.052,40.948,36.43,224,0.900,bicubic,-44.594,-36.974,+83
cait_s24_224,37.150,62.850,56.725,43.275,46.92,224,1.000,bicubic,-46.312,-39.841,+15
vit_base_patch32_224,37.100,62.900,59.284,40.716,88.22,224,0.900,bicubic,-43.526,-35.718,+135
tf_efficientnet_b3_ap,37.061,62.939,57.242,42.758,12.23,300,0.904,bicubic,-44.761,-38.378,+81
efficientnetv2_rw_s,37.057,62.943,56.831,43.169,23.94,384,1.000,bicubic,-46.773,-39.890,0
xcit_small_12_p16_224_dist,36.973,63.027,56.745,43.255,26.25,224,1.000,bicubic,-46.377,-39.677,+16
seresnet152d,36.804,63.196,56.731,43.269,66.84,320,1.000,bicubic,-47.558,-40.311,-26
resnetrs200,36.664,63.336,56.837,43.163,93.21,320,1.000,bicubic,-47.394,-40.037,-16
regnetz_d,36.432,63.568,57.388,42.612,27.58,320,0.950,bicubic,-47.602,-39.482,-13
efficientnet_b3,36.422,63.578,56.845,43.155,12.23,320,1.000,bicubic,-45.836,-39.271,+60
cait_xs24_384,36.411,63.589,56.938,43.062,26.67,384,1.000,bicubic,-47.643,-39.948,-18
deit_base_distilled_patch16_224,36.411,63.589,56.623,43.377,87.34,224,0.900,bicubic,-46.977,-39.867,+7
resnetv2_101x3_bitm,36.391,63.609,59.068,40.932,387.93,448,1.000,bilinear,-48.039,-38.304,-35
resnetrs270,36.346,63.654,56.572,43.428,129.86,352,1.000,bicubic,-48.094,-40.398,-38
mixer_b16_224_miil,36.271,63.729,55.971,44.029,59.88,224,0.875,bilinear,-46.031,-39.743,+51
tresnet_m,36.271,63.729,55.802,44.198,31.39,224,0.875,bilinear,-46.805,-40.324,+16
tf_efficientnet_b2_ns,36.139,63.861,57.515,42.485,9.11,260,0.890,bicubic,-46.251,-38.725,+42
ecaresnet101d,36.014,63.986,56.199,43.801,44.57,224,0.875,bicubic,-46.158,-39.855,+55
dm_nfnet_f2,35.990,64.010,55.495,44.505,193.78,352,0.920,bicubic,-49.056,-41.743,-62
resnest200e,35.939,64.061,55.873,44.127,70.20,320,0.909,bicubic,-47.909,-41.017,-18
swsl_resnet18,35.852,64.147,58.462,41.538,11.69,224,0.875,bilinear,-36.538,-32.355,+380
eca_nfnet_l1,35.835,64.165,55.965,44.035,41.41,320,1.000,bicubic,-48.197,-41.067,-25
xcit_small_24_p8_224,35.542,64.458,54.774,45.226,47.63,224,1.000,bicubic,-48.304,-41.858,-20
vit_small_patch16_384,35.515,64.485,57.549,42.451,22.20,384,1.000,bicubic,-48.279,-39.559,-16
xcit_small_12_p8_224,35.509,64.491,55.489,44.511,26.21,224,1.000,bicubic,-47.837,-40.987,-1
xcit_large_24_p16_224,35.491,64.509,54.764,45.236,189.10,224,1.000,bicubic,-47.407,-41.118,+11
xcit_medium_24_p8_224,35.424,64.576,54.843,45.157,84.32,224,1.000,bicubic,-48.312,-41.543,-17
resnest101e,35.397,64.603,55.802,44.198,48.28,256,0.875,bilinear,-47.479,-40.510,+10
convit_base,35.318,64.682,54.943,45.057,86.54,224,0.875,bicubic,-46.974,-40.991,+39
xcit_tiny_24_p8_224_dist,35.253,64.747,55.287,44.713,12.11,224,1.000,bicubic,-47.323,-40.893,+20
twins_svt_large,35.108,64.892,54.729,45.271,99.27,224,0.900,bicubic,-48.576,-41.881,-18
repvgg_b3g4,35.069,64.931,54.772,45.228,83.83,224,0.875,bilinear,-45.076,-40.200,+139
repvgg_b3,35.041,64.959,54.562,45.438,123.09,224,0.875,bilinear,-45.421,-40.646,+114
dm_nfnet_f1,34.990,65.010,54.108,45.892,132.63,320,0.910,bicubic,-49.634,-42.988,-62
xcit_tiny_24_p8_384_dist,34.925,65.075,55.153,44.847,12.11,384,1.000,bicubic,-48.839,-41.551,-26
resnet101d,34.870,65.130,54.216,45.784,44.57,320,1.000,bicubic,-48.154,-42.240,-1
resmlp_big_24_distilled_224,34.780,65.220,54.641,45.359,129.14,224,0.875,bicubic,-48.816,-42.016,-22
vit_large_patch32_384,34.693,65.307,55.723,44.277,306.63,384,1.000,bicubic,-46.791,-39.897,+58
dm_nfnet_f0,34.630,65.370,54.676,45.324,71.49,256,0.900,bicubic,-48.754,-41.904,-19
ssl_resnext101_32x16d,34.593,65.407,55.949,44.051,194.03,224,0.875,bilinear,-47.251,-40.141,+43
resnetv2_101,34.587,65.413,53.155,46.845,44.54,224,0.950,bicubic,-47.445,-42.709,+36
repvgg_b2g4,34.581,65.419,54.809,45.191,61.76,224,0.875,bilinear,-44.731,-39.713,+175
resnetrs152,34.377,65.623,53.568,46.432,86.62,320,1.000,bicubic,-49.333,-43.042,-32
resnest50d_4s2x40d,34.367,65.633,54.731,45.269,30.42,224,0.875,bicubic,-46.665,-40.291,+74
crossvit_18_dagger_408,34.245,65.755,53.086,46.914,44.61,408,1.000,bicubic,-49.939,-43.736,-57
xcit_medium_24_p16_224,34.218,65.782,53.184,46.816,84.40,224,1.000,bicubic,-48.408,-42.792,0
efficientnetv2_rw_t,34.153,65.847,53.151,46.849,13.65,288,1.000,bicubic,-48.185,-43.043,+15
tf_efficientnet_b1_ns,34.114,65.886,55.460,44.540,7.79,240,0.882,bicubic,-47.212,-40.046,+57
twins_pcpvt_large,34.090,65.910,54.128,45.872,60.99,224,0.900,bicubic,-49.048,-42.480,-21
tf_efficientnet_b4,34.064,65.936,54.202,45.798,19.34,380,0.922,bicubic,-48.966,-42.096,-16
ssl_resnext101_32x8d,34.060,65.940,55.603,44.397,88.79,224,0.875,bilinear,-47.540,-40.443,+39
tf_efficientnet_b6,34.043,65.957,54.562,45.438,43.04,528,0.942,bicubic,-50.069,-42.326,-61
efficientnet_b3_pruned,34.017,65.983,54.124,45.876,9.86,300,0.904,bicubic,-46.715,-41.442,+81
nfnet_l0,34.011,65.989,54.383,45.617,35.07,288,1.000,bicubic,-48.741,-42.133,-13
xcit_small_24_p16_224,34.009,65.991,53.294,46.706,47.67,224,1.000,bicubic,-48.569,-42.706,-6
regnety_160,33.978,66.022,53.558,46.442,83.59,288,1.000,bicubic,-49.724,-43.224,-44
gc_efficientnetv2_rw_t,33.952,66.048,53.228,46.772,13.68,288,1.000,bicubic,-48.526,-43.068,-2
pit_s_distilled_224,33.948,66.052,53.247,46.753,24.04,224,0.900,bicubic,-48.046,-42.553,+20
xcit_small_12_p16_224,33.776,66.225,53.230,46.770,26.25,224,1.000,bicubic,-48.200,-42.588,+21
resnetv2_50x3_bitm,33.695,66.305,55.922,44.078,217.32,448,1.000,bilinear,-50.289,-41.208,-62
resnet51q,33.585,66.415,53.029,46.971,35.70,288,1.000,bilinear,-48.783,-43.147,-1
xcit_tiny_24_p16_384_dist,33.530,66.470,52.776,47.224,12.12,384,1.000,bicubic,-49.038,-43.518,-11
convmixer_1536_20,33.447,66.553,53.041,46.959,51.63,224,0.960,bicubic,-47.859,-42.495,+43
regnety_032,33.406,66.594,52.803,47.197,19.44,288,1.000,bicubic,-49.316,-43.629,-22
crossvit_18_240,33.398,66.602,52.257,47.743,43.27,240,0.875,bicubic,-48.996,-43.805,-8
gernet_l,33.380,66.620,51.919,48.081,31.08,256,0.875,bilinear,-47.901,-43.475,+41
crossvit_15_dagger_408,33.331,66.669,52.224,47.776,28.50,408,1.000,bicubic,-50.495,-44.562,-61
crossvit_18_dagger_240,33.282,66.718,52.210,47.790,44.27,240,0.875,bicubic,-49.224,-43.862,-14
tresnet_xl,33.274,66.726,52.308,47.692,78.44,224,0.875,bilinear,-48.784,-43.624,+7
jx_nest_base,33.219,66.781,51.823,48.177,67.72,224,0.875,bicubic,-50.335,-44.541,-54
resnest50d_1s4x24d,33.157,66.844,52.852,47.148,25.68,224,0.875,bicubic,-47.788,-42.562,+54
resnet61q,33.123,66.877,51.756,48.244,36.85,288,1.000,bicubic,-49.399,-44.378,-20
jx_nest_small,33.046,66.954,51.062,48.938,38.35,224,0.875,bicubic,-50.072,-45.270,-43
crossvit_base_240,33.041,66.960,51.384,48.616,105.03,240,0.875,bicubic,-49.166,-44.444,-3
twins_pcpvt_base,33.031,66.969,52.491,47.509,43.83,224,0.900,bicubic,-49.681,-43.857,-32
xcit_tiny_24_p16_224_dist,33.013,66.987,52.068,47.932,12.12,224,1.000,bicubic,-47.391,-42.956,+75
rexnet_200,32.984,67.016,52.945,47.055,16.37,224,0.875,bicubic,-48.642,-42.727,+12
resnest50d,32.974,67.026,52.715,47.285,27.48,224,0.875,bilinear,-47.948,-43.015,+49
convit_small,32.928,67.072,52.098,47.902,27.78,224,0.875,bicubic,-48.456,-43.640,+23
tf_efficientnetv2_s,32.909,67.091,51.760,48.240,21.46,384,1.000,bicubic,-50.989,-44.938,-80
crossvit_15_dagger_240,32.895,67.105,51.768,48.232,28.21,240,0.875,bicubic,-49.415,-44.194,-17
vit_small_patch16_224,32.877,67.123,53.949,46.051,22.05,224,0.900,bicubic,-48.469,-41.587,+22
pnasnet5large,32.848,67.152,50.518,49.482,86.06,331,0.911,bicubic,-49.950,-45.516,-43
twins_svt_base,32.838,67.162,51.559,48.441,56.07,224,0.900,bicubic,-50.286,-44.869,-55
tf_efficientnet_b3,32.834,67.166,52.955,47.045,12.23,300,0.904,bicubic,-48.812,-42.765,+3
regnetz_c,32.809,67.191,53.756,46.244,13.46,320,0.940,bicubic,-49.707,-42.604,-33
nasnetalarge,32.773,67.227,50.150,49.850,88.75,331,0.911,bicubic,-49.863,-45.900,-42
gernet_m,32.754,67.246,51.917,48.083,21.14,224,0.875,bilinear,-47.866,-43.391,+51
gluon_resnet152_v1d,32.754,67.246,51.080,48.920,60.21,224,0.875,bicubic,-47.694,-44.228,+60
inception_resnet_v2,32.746,67.254,50.642,49.358,55.84,299,0.897,bicubic,-47.636,-43.952,+63
pit_b_224,32.710,67.290,49.832,50.168,73.76,224,0.900,bicubic,-49.734,-45.880,-35
tf_efficientnet_b2_ap,32.669,67.331,52.249,47.751,9.11,260,0.890,bicubic,-47.579,-42.777,+70
cait_xxs36_384,32.569,67.431,52.218,47.782,17.37,384,1.000,bicubic,-49.621,-43.942,-21
tresnet_l,32.561,67.439,51.147,48.853,55.99,224,0.875,bilinear,-48.873,-44.473,+4
wide_resnet50_2,32.480,67.519,51.467,48.533,68.88,224,0.875,bicubic,-48.932,-44.279,+4
gmlp_s16_224,32.404,67.596,51.832,48.168,19.42,224,0.875,bicubic,-47.130,-42.756,+110
deit_base_patch16_224,32.367,67.633,51.031,48.969,86.57,224,0.900,bicubic,-49.617,-44.711,-18
ens_adv_inception_resnet_v2,32.367,67.633,50.431,49.569,55.84,299,0.897,bicubic,-47.517,-44.501,+85
swin_small_patch4_window7_224,32.355,67.645,50.931,49.069,49.61,224,0.900,bicubic,-50.871,-45.399,-73
gluon_resnet152_v1s,32.335,67.665,50.528,49.472,60.32,224,0.875,bicubic,-48.619,-45.110,+24
deit_small_distilled_patch16_224,32.290,67.710,52.109,47.891,22.44,224,0.900,bicubic,-48.830,-43.451,+13
xcit_tiny_24_p8_224,32.270,67.730,51.913,48.087,12.11,224,1.000,bicubic,-49.624,-44.071,-20
gluon_seresnext101_64x4d,32.207,67.793,50.331,49.669,88.23,224,0.875,bicubic,-48.553,-44.889,+30
coat_lite_small,32.135,67.865,49.946,50.054,19.84,224,0.900,bicubic,-50.167,-45.914,-39
gluon_seresnext101_32x4d,32.115,67.885,51.227,48.773,48.96,224,0.875,bicubic,-48.679,-44.019,+27
seresnext50_32x4d,32.001,67.999,51.245,48.755,27.56,224,0.875,bicubic,-49.201,-44.133,+5
deit_base_patch16_384,31.987,68.013,50.557,49.443,86.86,384,1.000,bicubic,-51.119,-45.819,-76
xcit_tiny_12_p8_224_dist,31.952,68.048,51.434,48.566,6.71,224,1.000,bicubic,-49.194,-44.544,+5
levit_384,31.879,68.121,50.610,49.390,39.13,224,0.900,bicubic,-50.713,-45.404,-61
resnetrs101,31.856,68.144,51.019,48.981,63.62,288,0.940,bicubic,-50.438,-44.983,-43
cspresnext50,31.820,68.180,51.616,48.384,20.57,224,0.875,bilinear,-48.104,-43.212,+69
tnt_s_patch16_224,31.632,68.368,51.156,48.844,23.76,224,0.900,bicubic,-49.870,-44.324,-17
eca_nfnet_l0,31.614,68.386,51.606,48.394,24.14,288,1.000,bicubic,-50.978,-44.880,-66
resnetv2_50x1_bit_distilled,31.610,68.390,51.304,48.696,25.55,224,0.875,bicubic,-51.212,-45.220,-75
ssl_resnext101_32x4d,31.461,68.539,52.137,47.863,44.18,224,0.875,bilinear,-49.351,-43.503,+16
inception_v4,31.378,68.622,49.240,50.760,42.68,299,0.875,bicubic,-48.690,-45.663,+59
rexnet_150,31.374,68.626,51.294,48.706,9.73,224,0.875,bicubic,-48.908,-43.868,+44
pit_s_224,31.331,68.669,49.693,50.307,23.46,224,0.900,bicubic,-49.689,-45.729,+2
crossvit_15_240,31.313,68.687,50.192,49.808,27.53,240,0.875,bicubic,-50.201,-45.552,-26
cait_xxs36_224,31.276,68.724,50.616,49.384,17.30,224,1.000,bicubic,-48.426,-44.252,+78
crossvit_small_240,31.274,68.726,50.201,49.799,26.86,240,0.875,bicubic,-49.688,-45.177,+2
convmixer_768_32,31.254,68.746,50.958,49.042,21.11,224,0.960,bicubic,-48.832,-44.034,+52
cspresnet50,31.254,68.746,51.235,48.765,21.62,256,0.887,bilinear,-48.220,-43.485,+85
coat_mini,31.213,68.787,49.793,50.207,10.34,224,0.900,bicubic,-50.001,-45.813,-14
xcit_tiny_12_p8_384_dist,31.166,68.834,50.524,49.476,6.71,384,1.000,bicubic,-51.226,-45.694,-67
gluon_resnet101_v1s,31.152,68.848,49.828,50.172,44.67,224,0.875,bicubic,-49.090,-44.934,+39
ecaresnetlight,31.138,68.862,50.262,49.738,30.16,224,0.875,bicubic,-49.248,-44.860,+25
resmlp_36_distilled_224,31.091,68.909,49.694,50.306,44.69,224,0.875,bicubic,-50.009,-45.640,-12
ecaresnet50d,31.083,68.917,50.858,49.142,25.58,224,0.875,bicubic,-49.433,-44.406,+14
tf_efficientnet_cc_b0_8e,31.083,68.917,50.771,49.229,24.01,224,0.875,bicubic,-46.737,-43.055,+168
ecaresnet50t,31.066,68.934,50.596,49.404,25.57,320,0.950,bicubic,-51.298,-45.546,-70
resnet50d,31.038,68.962,49.844,50.156,25.58,224,0.875,bicubic,-49.430,-45.088,+14
gluon_resnet152_v1c,31.017,68.984,48.940,51.060,60.21,224,0.875,bicubic,-48.854,-46.030,+52
cspdarknet53,31.015,68.985,50.414,49.586,27.64,256,0.887,bilinear,-48.897,-44.438,+47
gcresnet50t,31.015,68.985,50.131,49.869,25.90,256,0.900,bicubic,-49.843,-45.109,-5
gluon_resnext101_64x4d,31.003,68.997,48.559,51.441,83.46,224,0.875,bicubic,-49.535,-46.601,+6
twins_svt_small,31.001,68.999,49.237,50.763,24.06,224,0.900,bicubic,-50.681,-46.441,-50
ecaresnet101d_pruned,30.908,69.092,50.017,49.983,24.88,224,0.875,bicubic,-49.818,-45.161,-3
resmlp_24_distilled_224,30.889,69.111,50.184,49.816,30.02,224,0.875,bicubic,-49.767,-45.152,-2
tf_efficientnet_cc_b1_8e,30.887,69.113,50.076,49.924,39.72,240,0.882,bicubic,-48.413,-44.454,+79
gluon_resnext101_32x4d,30.885,69.115,48.563,51.437,44.18,224,0.875,bicubic,-49.403,-46.659,+19
tf_efficientnetv2_b3,30.873,69.127,49.808,50.192,14.36,300,0.904,bicubic,-51.081,-45.976,-61
tf_efficientnet_lite4,30.840,69.160,50.400,49.600,13.01,380,0.920,bilinear,-50.686,-45.294,-51
nf_resnet50,30.730,69.270,49.968,50.032,25.56,288,0.940,bicubic,-49.864,-45.212,-3
ese_vovnet39b,30.696,69.304,49.879,50.121,24.57,224,0.875,bicubic,-48.598,-44.495,+77
dpn107,30.671,69.329,48.828,51.172,86.92,224,0.875,bicubic,-49.425,-46.146,+27
xcit_tiny_24_p16_224,30.671,69.329,50.386,49.614,12.12,224,1.000,bicubic,-48.693,-44.038,+67
tresnet_xl_448,30.625,69.374,49.075,50.925,78.44,448,0.875,bilinear,-52.430,-47.109,-115
gluon_resnet152_v1b,30.622,69.379,48.523,51.477,60.19,224,0.875,bicubic,-48.984,-46.207,+54
haloregnetz_b,30.614,69.386,48.999,51.001,11.68,224,0.940,bicubic,-50.386,-46.327,-29
ssl_resnext50_32x4d,30.596,69.404,50.687,49.313,25.03,224,0.875,bilinear,-49.652,-44.383,+12
gluon_resnet101_v1d,30.531,69.469,47.977,52.023,44.57,224,0.875,bicubic,-49.813,-47.709,+3
dpn68b,30.521,69.479,49.136,50.864,12.61,224,0.875,bicubic,-48.557,-45.296,+81
resnest26d,30.496,69.504,50.665,49.335,17.07,224,0.875,bilinear,-47.938,-43.369,+112
efficientnet_b2,30.445,69.555,49.698,50.302,9.11,288,1.000,bicubic,-50.041,-45.900,-11
tf_efficientnet_b1_ap,30.419,69.581,49.555,50.445,7.79,240,0.882,bicubic,-48.801,-44.991,+71
resnetv2_50,30.409,69.591,48.844,51.156,25.55,224,0.950,bicubic,-49.963,-46.270,-3
xcit_tiny_12_p16_384_dist,30.392,69.608,50.127,49.873,6.72,384,1.000,bicubic,-50.478,-45.179,-29
twins_pcpvt_small,30.378,69.622,49.394,50.606,24.11,224,0.900,bicubic,-50.652,-46.072,-40
visformer_small,30.337,69.663,48.303,51.697,40.22,224,0.900,bicubic,-51.759,-47.575,-85
pit_xs_distilled_224,30.280,69.720,49.830,50.170,11.00,224,0.900,bicubic,-48.948,-44.816,+65
convmixer_1024_20_ks9_p14,30.081,69.919,49.928,50.072,24.38,224,0.960,bicubic,-46.677,-43.510,+174
dpn98,30.065,69.935,48.252,51.748,61.57,224,0.875,bicubic,-49.481,-46.408,+42
seresnet50,30.061,69.939,49.327,50.673,28.09,224,0.875,bicubic,-50.153,-45.717,+4
dpn131,30.036,69.964,48.144,51.856,79.25,224,0.875,bicubic,-49.726,-46.724,+29
efficientnet_el,30.028,69.972,48.840,51.160,10.59,300,0.904,bicubic,-51.196,-46.512,-57
tf_efficientnet_b2,30.020,69.980,49.592,50.408,9.11,260,0.890,bicubic,-49.958,-45.344,+12
xcit_tiny_12_p16_224_dist,29.999,70.001,49.681,50.319,6.72,224,1.000,bicubic,-48.467,-44.329,+93
legacy_senet154,29.989,70.011,48.056,51.944,115.09,224,0.875,bilinear,-51.279,-47.570,-61
dpn92,29.977,70.023,49.201,50.799,37.67,224,0.875,bicubic,-49.929,-45.653,+12
resnetv2_101x1_bitm,29.922,70.078,51.129,48.871,44.54,448,1.000,bilinear,-52.408,-45.399,-108
xception,29.887,70.113,48.716,51.284,22.86,299,0.897,bicubic,-49.003,-45.666,+71
gluon_senet154,29.881,70.119,47.885,52.115,115.09,224,0.875,bicubic,-51.273,-47.611,-61
adv_inception_v3,29.820,70.180,47.867,52.133,23.83,299,0.875,bicubic,-47.630,-45.711,+138
gluon_xception65,29.804,70.196,47.776,52.224,39.92,299,0.903,bicubic,-49.838,-46.846,+27
resmlp_36_224,29.710,70.290,48.981,51.019,44.69,224,0.875,bicubic,-49.996,-45.893,+21
resnet50,29.649,70.351,46.753,53.247,25.56,224,0.950,bicubic,-50.661,-48.407,-20
resnetblur50,29.613,70.386,48.260,51.740,25.56,224,0.875,bicubic,-49.647,-46.532,+46
jx_nest_tiny,29.555,70.445,46.992,53.008,17.06,224,0.875,bicubic,-51.831,-48.544,-79
efficientnet_em,29.482,70.518,48.944,51.056,6.90,240,0.882,bicubic,-49.710,-45.494,+50
gcresnext50ts,29.446,70.554,47.898,52.102,15.67,256,0.900,bicubic,-51.030,-47.304,-36
resnext101_32x8d,29.437,70.563,48.510,51.490,88.79,224,0.875,bilinear,-49.859,-46.233,+39
coat_lite_mini,29.427,70.573,47.727,52.273,11.01,224,0.900,bicubic,-49.553,-46.453,+56
ssl_resnet50,29.425,70.575,49.785,50.215,25.56,224,0.875,bilinear,-49.709,-44.531,+47
deit_small_patch16_224,29.413,70.587,48.260,51.740,22.05,224,0.900,bicubic,-50.421,-46.564,+5
cait_xxs24_384,29.405,70.595,48.751,51.249,12.03,384,1.000,bicubic,-51.471,-46.541,-58
nf_regnet_b1,29.391,70.609,49.447,50.553,10.22,288,0.900,bicubic,-49.845,-45.385,+38
resnext50_32x4d,29.358,70.642,47.409,52.591,25.03,224,0.875,bicubic,-50.352,-47.649,+8
swin_tiny_patch4_window7_224,29.342,70.658,47.621,52.379,28.29,224,0.900,bicubic,-52.034,-47.989,-86
resnet34d,29.325,70.675,48.427,51.573,21.82,224,0.875,bicubic,-47.633,-44.739,+138
cait_xxs24_224,29.305,70.695,48.535,51.465,11.96,224,1.000,bicubic,-48.937,-45.369,+85
ecaresnet50d_pruned,29.215,70.785,48.455,51.545,19.94,224,0.875,bicubic,-50.439,-46.149,+9
tresnet_l_448,29.179,70.821,47.244,52.756,55.99,448,0.875,bilinear,-53.083,-48.736,-124
gluon_inception_v3,29.134,70.866,46.963,53.037,23.83,299,0.875,bicubic,-49.524,-47.407,+60
eca_resnet33ts,29.097,70.903,48.814,51.186,19.68,256,0.900,bicubic,-50.953,-46.278,-18
lambda_resnet50ts,29.097,70.903,46.967,53.033,21.54,256,0.950,bicubic,-52.007,-48.675,-312
xception71,29.053,70.947,47.443,52.557,42.34,299,0.903,bicubic,-50.807,-47.360,-9
hrnet_w64,28.992,71.007,47.140,52.860,128.06,224,0.875,bilinear,-50.387,-47.554,+16
regnetz_b,28.934,71.066,47.244,52.756,9.72,288,0.940,bicubic,-51.676,-48.072,-58
xcit_tiny_12_p8_224,28.934,71.066,47.543,52.457,6.71,224,1.000,bicubic,-50.730,-47.323,+1
tf_efficientnet_b0_ns,28.908,71.092,48.983,51.017,5.29,224,0.875,bicubic,-49.570,-45.313,+60
xception65,28.904,71.096,47.161,52.839,39.92,299,0.903,bicubic,-50.552,-47.492,+8
gluon_resnet101_v1b,28.894,71.106,46.395,53.605,44.55,224,0.875,bicubic,-50.380,-47.907,+21
vit_small_patch32_384,28.871,71.129,48.912,51.088,22.92,384,1.000,bicubic,-51.583,-46.340,-56
tf_efficientnet_b1,28.871,71.129,47.513,52.487,7.79,240,0.882,bicubic,-49.825,-46.735,+49
skresnext50_32x4d,28.855,71.145,46.503,53.497,27.48,224,0.875,bicubic,-51.197,-48.447,-29
sehalonet33ts,28.768,71.231,46.576,53.424,13.69,256,0.940,bicubic,-52.169,-48.864,-80
levit_256,28.767,71.234,46.702,53.298,18.89,224,0.900,bicubic,-52.684,-48.816,-110
tf_efficientnet_lite3,28.668,71.332,47.368,52.632,8.20,300,0.904,bilinear,-51.062,-47.394,-13
skresnet34,28.654,71.346,47.969,52.031,22.28,224,0.875,bicubic,-48.035,-45.179,+128
gluon_seresnext50_32x4d,28.649,71.351,46.460,53.540,27.56,224,0.875,bicubic,-51.223,-48.372,-26
hrnet_w40,28.631,71.369,47.460,52.540,57.56,224,0.875,bilinear,-50.167,-46.920,+37
tf_efficientnetv2_b0,28.574,71.426,47.097,52.903,7.14,224,0.875,bicubic,-49.628,-47.131,+65
tv_resnet152,28.539,71.461,47.134,52.866,60.19,224,0.875,bilinear,-49.645,-47.030,+65
xcit_tiny_12_p16_224,28.529,71.471,47.419,52.581,6.72,224,1.000,bicubic,-48.461,-46.187,+113
repvgg_b2,28.444,71.556,47.040,52.960,89.02,224,0.875,bilinear,-50.136,-47.164,+40
hrnet_w48,28.427,71.573,47.588,52.412,77.47,224,0.875,bilinear,-50.873,-47.048,+4
gluon_resnext50_32x4d,28.383,71.617,45.356,54.644,25.03,224,0.875,bicubic,-50.921,-49.368,+1
efficientnet_b2_pruned,28.362,71.638,47.055,52.945,8.31,260,0.890,bicubic,-51.504,-48.001,-32
tf_efficientnet_b0_ap,28.354,71.646,47.535,52.465,5.29,224,0.875,bicubic,-48.592,-45.891,+110
seresnet33ts,28.352,71.648,47.761,52.239,19.78,256,0.900,bicubic,-51.954,-47.271,-62
dla169,28.344,71.656,47.393,52.607,53.39,224,0.875,bilinear,-50.188,-46.891,+36
tf_efficientnet_cc_b0_4e,28.344,71.656,47.370,52.630,13.31,224,0.875,bicubic,-48.770,-46.012,+100
dla102x2,28.330,71.670,46.786,53.214,41.28,224,0.875,bilinear,-50.996,-47.582,-8
mixnet_xl,28.289,71.711,46.700,53.300,11.90,224,0.875,bicubic,-52.117,-48.380,-74
gluon_resnet50_v1d,28.238,71.762,45.922,54.078,25.58,224,0.875,bicubic,-50.730,-48.506,+16
lamhalobotnet50ts_256,28.169,71.831,45.320,54.680,22.57,256,0.950,bicubic,-53.217,-50.810,-327
gluon_resnet101_v1c,28.120,71.880,45.994,54.006,44.57,224,0.875,bicubic,-51.332,-48.894,-16
wide_resnet101_2,28.116,71.884,46.425,53.575,126.89,224,0.875,bilinear,-50.662,-47.575,+23
densenet161,28.098,71.902,46.647,53.353,28.68,224,0.875,bicubic,-49.022,-47.071,+93
regnetx_320,28.095,71.906,45.128,54.872,107.81,224,0.875,bicubic,-52.127,-49.884,-63
regnety_320,28.073,71.927,45.458,54.542,145.05,224,0.875,bicubic,-52.645,-50.016,-94
gernet_s,28.040,71.960,46.745,53.255,8.17,224,0.875,bilinear,-48.624,-46.489,+107
levit_192,28.038,71.963,45.872,54.128,10.95,224,0.900,bicubic,-51.782,-49.038,-41
efficientnet_el_pruned,28.006,71.994,46.798,53.202,10.59,300,0.904,bicubic,-52.242,-48.326,-69
xception41,27.892,72.108,45.894,54.106,26.97,299,0.903,bicubic,-50.554,-48.650,+29
halo2botnet50ts_256,27.866,72.133,45.185,54.815,22.64,256,0.950,bicubic,-53.639,-50.901,-335
regnetx_160,27.839,72.161,45.627,54.373,54.28,224,0.875,bicubic,-51.937,-49.259,-42
tf_inception_v3,27.802,72.198,45.729,54.271,23.83,299,0.875,bicubic,-49.902,-47.793,+65
res2net101_26w_4s,27.790,72.210,45.194,54.806,45.21,224,0.875,bilinear,-51.270,-49.272,-1
halonet50ts,27.790,72.210,45.633,54.367,22.73,256,0.940,bicubic,-53.750,-50.027,-339
tf_efficientnetv2_b1,27.762,72.238,46.584,53.416,8.14,240,0.882,bicubic,-51.624,-47.962,-26
vit_base_patch16_sam_224,27.719,72.281,45.104,54.896,86.57,224,0.900,bicubic,-52.453,-49.800,-70
repvgg_b1,27.662,72.338,46.505,53.495,57.42,224,0.875,bilinear,-50.584,-47.519,+35
hrnet_w44,27.633,72.367,45.833,54.167,67.06,224,0.875,bilinear,-51.161,-48.593,+8
gcresnet33ts,27.599,72.401,46.218,53.782,19.88,256,0.900,bicubic,-52.395,-48.618,-64
inception_v3,27.582,72.418,45.265,54.735,23.83,299,0.875,bicubic,-49.708,-48.215,+74
resmlp_24_224,27.530,72.469,45.705,54.295,30.02,224,0.875,bicubic,-51.791,-48.809,-28
pit_xs_224,27.472,72.528,45.918,54.082,10.62,224,0.900,bicubic,-50.580,-47.750,+39
regnetx_080,27.387,72.613,44.998,55.002,39.57,224,0.875,bicubic,-51.713,-49.604,-13
hrnet_w30,27.383,72.617,46.552,53.448,37.71,224,0.875,bilinear,-50.699,-47.392,+36
hrnet_w32,27.379,72.621,46.024,53.976,41.23,224,0.875,bilinear,-50.991,-48.002,+23
gluon_resnet50_v1s,27.328,72.672,45.257,54.743,25.68,224,0.875,bicubic,-51.184,-48.969,+9
res2net50_26w_8s,27.308,72.692,44.835,55.165,48.40,224,0.875,bilinear,-51.532,-49.421,-5
densenet201,27.279,72.721,46.210,53.790,20.01,224,0.875,bicubic,-49.825,-47.054,+72
densenetblur121d,27.250,72.751,46.319,53.681,8.00,224,0.875,bicubic,-49.070,-46.749,+96
regnety_064,27.226,72.774,44.856,55.144,30.58,224,0.875,bicubic,-52.454,-49.880,-54
tf_efficientnetv2_b2,27.181,72.819,44.556,55.444,10.10,260,0.890,bicubic,-52.961,-50.088,-82
efficientnet_b1_pruned,27.173,72.827,45.874,54.126,6.33,240,0.882,bicubic,-50.969,-48.184,+25
resnet33ts,27.141,72.859,45.346,54.654,19.68,256,0.900,bicubic,-51.923,-49.114,-21
resnetrs50,27.116,72.884,45.051,54.949,35.69,224,0.910,bicubic,-52.718,-50.033,-68
rexnet_130,27.114,72.886,45.951,54.049,7.56,224,0.875,bicubic,-52.326,-48.693,-47
dla102x,27.059,72.941,45.507,54.493,26.31,224,0.875,bilinear,-51.383,-48.651,+5
resnet32ts,27.047,72.953,45.287,54.713,17.96,256,0.900,bicubic,-51.807,-48.997,-16
gmixer_24_224,27.016,72.984,44.375,55.625,24.72,224,0.875,bicubic,-50.928,-49.187,+29
tv_resnet101,26.974,73.026,45.236,54.764,44.55,224,0.875,bilinear,-50.216,-48.154,+58
resnext50d_32x4d,26.880,73.120,44.456,55.544,25.05,224,0.875,bicubic,-52.696,-50.246,-59
regnetx_120,26.866,73.134,44.666,55.334,46.11,224,0.875,bicubic,-52.630,-50.008,-57
rexnet_100,26.864,73.136,45.379,54.621,4.80,224,0.875,bicubic,-50.774,-48.367,+37
densenet169,26.841,73.159,45.414,54.586,14.15,224,0.875,bicubic,-48.665,-47.105,+95
regnety_120,26.811,73.189,44.489,55.511,51.82,224,0.875,bicubic,-53.527,-50.419,-111
regnetx_064,26.805,73.195,44.945,55.055,26.21,224,0.875,bicubic,-52.121,-49.533,-26
legacy_seresnext101_32x4d,26.797,73.203,43.497,56.503,48.96,224,0.875,bilinear,-53.362,-51.577,-99
regnetx_032,26.721,73.279,45.255,54.745,15.30,224,0.875,bicubic,-51.307,-48.703,+15
legacy_seresnet152,26.674,73.326,43.951,56.049,66.82,224,0.875,bilinear,-51.810,-50.303,-12
densenet121,26.670,73.330,45.892,54.108,7.98,224,0.875,bicubic,-48.782,-46.714,+93
efficientnet_es,26.621,73.379,45.126,54.874,5.44,224,0.875,bicubic,-51.357,-48.616,+16
res2net50_26w_6s,26.595,73.405,44.006,55.994,37.05,224,0.875,bilinear,-51.867,-50.202,-12
repvgg_b1g4,26.583,73.417,45.084,54.916,39.97,224,0.875,bilinear,-50.899,-48.664,+35
dla60x,26.564,73.436,45.049,54.951,17.35,224,0.875,bilinear,-51.570,-48.807,+5
regnety_080,26.540,73.460,44.375,55.625,39.18,224,0.875,bicubic,-53.294,-50.337,-89
coat_lite_tiny,26.530,73.470,44.642,55.358,5.72,224,0.900,bicubic,-50.822,-48.994,+37
tf_efficientnet_b0,26.483,73.517,45.654,54.346,5.29,224,0.875,bicubic,-50.171,-47.518,+60
mobilenetv3_large_100_miil,26.469,73.531,44.493,55.507,5.48,224,0.875,bilinear,-51.379,-49.295,+17
res2net50_14w_8s,26.467,73.533,44.379,55.621,25.06,224,0.875,bilinear,-51.519,-49.469,+6
gluon_resnet50_v1b,26.426,73.574,44.057,55.943,25.56,224,0.875,bicubic,-50.998,-49.429,+31
tf_efficientnet_el,26.349,73.650,44.188,55.812,10.59,300,0.904,bicubic,-53.869,-50.916,-116
lambda_resnet26t,26.340,73.660,44.428,55.572,10.96,256,0.940,bicubic,-52.680,-49.934,-46
levit_128,26.328,73.672,44.133,55.867,9.21,224,0.900,bicubic,-52.080,-50.043,-18
resmlp_12_distilled_224,26.318,73.682,44.902,55.098,15.35,224,0.875,bicubic,-51.542,-48.744,+10
resmlp_big_24_224,26.314,73.686,43.565,56.435,129.14,224,0.875,bicubic,-54.668,-51.707,-165
regnetx_040,26.245,73.755,44.458,55.542,22.12,224,0.875,bicubic,-52.197,-49.738,-23
crossvit_9_dagger_240,26.180,73.820,44.548,55.452,8.78,240,0.875,bicubic,-50.666,-48.682,+44
vit_small_patch32_224,26.178,73.822,45.118,54.882,22.88,224,0.900,bicubic,-49.505,-47.518,+67
dpn68,26.118,73.882,44.239,55.761,12.61,224,0.875,bicubic,-49.780,-48.785,+64
efficientnet_b1,26.065,73.935,44.084,55.916,7.79,256,1.000,bicubic,-52.597,-50.292,-39
eca_halonext26ts,26.053,73.947,44.021,55.979,10.76,256,0.940,bicubic,-52.645,-50.311,-42
lambda_resnet26rpt_256,26.019,73.981,44.222,55.778,10.99,256,0.940,bicubic,-52.785,-50.124,-47
hrnet_w18,25.992,74.008,44.813,55.187,21.30,224,0.875,bilinear,-50.598,-48.399,+47
hardcorenas_f,25.956,74.043,44.224,55.776,8.20,224,0.875,bilinear,-52.027,-49.608,-8
regnety_040,25.929,74.071,43.850,56.150,20.65,224,0.875,bicubic,-53.179,-50.738,-65
resnet34,25.894,74.106,43.990,56.010,21.80,224,0.875,bilinear,-48.898,-48.138,+78
resnet26t,25.876,74.124,44.000,56.000,16.01,256,0.940,bicubic,-51.942,-50.034,0
res2net50_26w_4s,25.870,74.130,43.180,56.820,25.70,224,0.875,bilinear,-52.002,-50.654,-7
tresnet_m_448,25.864,74.136,42.888,57.112,31.39,448,0.875,bilinear,-55.850,-52.682,-215
coat_tiny,25.862,74.138,43.275,56.725,5.50,224,0.900,bicubic,-52.460,-50.769,-30
hardcorenas_c,25.837,74.163,44.758,55.242,5.52,224,0.875,bilinear,-51.083,-48.562,+28
gluon_resnet50_v1c,25.788,74.213,43.039,56.961,25.58,224,0.875,bicubic,-52.120,-50.617,-12
halonet26t,25.750,74.250,43.239,56.761,12.48,256,0.950,bicubic,-53.298,-51.157,-68
selecsls60,25.730,74.269,44.066,55.934,30.67,224,0.875,bicubic,-52.134,-49.658,-12
dla60_res2net,25.674,74.326,43.603,56.397,20.85,224,0.875,bilinear,-52.710,-50.661,-39
hardcorenas_e,25.664,74.336,43.426,56.574,8.07,224,0.875,bilinear,-51.914,-50.314,-2
dla60_res2next,25.636,74.364,43.675,56.325,17.03,224,0.875,bilinear,-52.740,-50.641,-39
ecaresnet26t,25.546,74.454,43.681,56.319,16.01,320,0.950,bicubic,-54.254,-50.933,-118
resmlp_12_224,25.532,74.468,44.349,55.651,15.35,224,0.875,bicubic,-50.984,-48.651,+34
tf_efficientnet_lite1,25.530,74.470,43.597,56.403,5.42,240,0.882,bicubic,-51.000,-49.155,+32
mixnet_l,25.520,74.480,43.483,56.517,7.33,224,0.875,bicubic,-53.316,-50.711,-67
bat_resnext26ts,25.471,74.529,43.235,56.765,10.73,256,0.900,bicubic,-52.679,-50.851,-35
tv_resnext50_32x4d,25.469,74.531,42.817,57.183,25.03,224,0.875,bilinear,-52.045,-51.099,-6
botnet26t_256,25.453,74.547,42.656,57.344,12.49,256,0.950,bicubic,-53.761,-51.916,-202
tf_mixnet_l,25.438,74.562,42.530,57.470,7.33,224,0.875,bicubic,-53.128,-51.588,-60
repvgg_a2,25.436,74.564,43.980,56.020,28.21,224,0.875,bilinear,-50.558,-49.296,+35
hardcorenas_b,25.410,74.590,44.200,55.800,5.18,224,0.875,bilinear,-50.742,-48.678,+32
res2next50,25.402,74.598,42.516,57.484,24.67,224,0.875,bilinear,-52.702,-51.278,-37
resnetv2_50x1_bitm,25.345,74.655,45.352,54.648,25.55,448,1.000,bilinear,-54.957,-50.066,-161
dla102,25.328,74.672,43.819,56.181,33.27,224,0.875,bilinear,-52.584,-49.085,-30
legacy_seresnet101,25.324,74.676,42.823,57.177,49.33,224,0.875,bilinear,-52.926,-51.013,-48
hardcorenas_d,25.322,74.678,43.159,56.841,7.50,224,0.875,bilinear,-51.952,-50.263,-4
selecsls60b,25.314,74.686,43.575,56.425,32.77,224,0.875,bicubic,-52.948,-50.525,-51
resnest14d,25.294,74.706,44.092,55.908,10.61,224,0.875,bilinear,-49.972,-48.442,+42
legacy_seresnext50_32x4d,25.226,74.775,41.968,58.032,27.56,224,0.875,bilinear,-53.755,-52.316,-86
mixer_b16_224,25.143,74.857,41.223,58.777,59.88,224,0.875,bicubic,-51.337,-51.797,+19
res2net50_48w_2s,25.029,74.971,42.215,57.785,25.29,224,0.875,bilinear,-52.339,-51.345,-14
efficientnet_b0,25.019,74.981,42.801,57.199,5.29,224,0.875,bicubic,-52.557,-50.921,-22
dla60,24.929,75.071,43.310,56.690,22.04,224,0.875,bilinear,-51.977,-49.824,+2
gluon_resnet34_v1b,24.929,75.071,42.249,57.751,21.80,224,0.875,bicubic,-49.055,-49.211,+55
mobilenetv2_120d,24.925,75.075,43.053,56.947,5.83,224,0.875,bicubic,-52.169,-50.258,-8
eca_botnext26ts_256,24.864,75.136,42.944,57.056,10.59,256,0.950,bicubic,-54.352,-51.478,-204
regnety_016,24.815,75.185,42.628,57.372,11.20,224,0.875,bicubic,-52.985,-51.068,-33
xcit_nano_12_p8_224_dist,24.807,75.193,43.088,56.912,3.05,224,1.000,bicubic,-51.165,-50.184,+19
seresnext26ts,24.693,75.307,43.102,56.898,10.39,256,0.900,bicubic,-52.917,-50.582,-32
eca_resnext26ts,24.660,75.340,42.872,57.128,10.30,256,0.900,bicubic,-52.626,-50.640,-18
tf_efficientnet_lite2,24.530,75.470,42.251,57.749,6.09,260,0.890,bicubic,-52.790,-51.071,-21
regnetx_016,24.502,75.498,42.514,57.486,9.19,224,0.875,bicubic,-52.270,-50.616,-3
skresnet18,24.485,75.515,42.545,57.455,11.96,224,0.875,bicubic,-47.847,-48.141,+64
tf_efficientnet_lite0,24.400,75.600,42.490,57.510,4.65,224,0.875,bicubic,-50.130,-49.609,+40
pit_ti_distilled_224,24.400,75.600,42.734,57.266,5.10,224,0.900,bicubic,-49.582,-49.236,+47
hardcorenas_a,24.363,75.637,43.292,56.708,5.26,224,0.875,bilinear,-51.147,-49.316,+18
tv_resnet50,24.080,75.920,41.325,58.675,25.56,224,0.875,bilinear,-51.694,-51.215,+13
levit_128s,24.068,75.932,41.017,58.983,7.78,224,0.900,bicubic,-52.226,-51.945,+5
legacy_seresnet34,24.035,75.965,41.901,58.099,21.96,224,0.875,bilinear,-50.489,-49.995,+37
xcit_nano_12_p16_384_dist,24.027,75.973,42.308,57.692,3.05,384,1.000,bicubic,-51.093,-50.066,+23
xcit_nano_12_p8_384_dist,23.966,76.034,41.956,58.044,3.05,384,1.000,bicubic,-53.620,-51.648,-42
gcresnext26ts,23.952,76.048,41.364,58.636,10.48,256,0.900,bicubic,-53.642,-52.477,-44
resnet18d,23.936,76.064,42.300,57.700,11.71,224,0.875,bicubic,-47.648,-48.090,+62
efficientnet_lite0,23.925,76.075,42.097,57.903,4.65,224,0.875,bicubic,-51.227,-50.317,+18
resnext26ts,23.889,76.111,41.123,58.877,10.30,256,0.900,bicubic,-52.701,-52.069,-10
efficientnet_es_pruned,23.854,76.146,42.003,57.997,5.44,224,0.875,bicubic,-50.738,-49.993,+28
tv_densenet121,23.826,76.174,41.921,58.079,7.98,224,0.875,bicubic,-50.408,-49.933,+30
mobilenetv2_140,23.701,76.299,41.494,58.506,6.11,224,0.875,bicubic,-52.293,-51.298,-3
dla34,23.699,76.301,41.547,58.453,15.74,224,0.875,bilinear,-50.313,-50.219,+30
mixnet_m,23.697,76.303,41.158,58.842,5.01,224,0.875,bicubic,-53.353,-52.014,-31
legacy_seresnet50,23.646,76.354,40.107,59.893,28.09,224,0.875,bilinear,-53.888,-53.451,-49
ese_vovnet19b_dw,23.545,76.455,41.276,58.724,6.54,224,0.875,bicubic,-53.077,-50.952,-18
tf_mixnet_m,23.500,76.500,40.991,59.009,5.01,224,0.875,bicubic,-53.324,-52.289,-25
tv_resnet34,23.490,76.510,41.398,58.602,21.80,224,0.875,bilinear,-49.122,-50.022,+40
selecsls42b,23.404,76.596,40.659,59.341,32.46,224,0.875,bicubic,-53.630,-52.665,-35
tf_efficientnet_em,23.394,76.606,40.411,59.589,6.90,240,0.882,bicubic,-54.612,-53.577,-76
repvgg_b0,23.317,76.683,41.192,58.808,15.82,224,0.875,bilinear,-51.679,-51.248,+11
xcit_nano_12_p16_224_dist,23.249,76.751,41.388,58.612,3.05,224,1.000,bicubic,-48.485,-48.950,+46
mobilenetv2_110d,23.076,76.924,40.736,59.264,4.52,224,0.875,bicubic,-51.532,-51.322,+14
vit_base_patch32_sam_224,23.042,76.958,39.557,60.443,88.22,224,0.900,bicubic,-50.070,-52.163,+30
deit_tiny_distilled_patch16_224,22.712,77.288,40.773,59.227,5.91,224,0.900,bicubic,-51.200,-51.393,+21
mobilenetv3_large_100,22.647,77.353,40.781,59.219,5.48,224,0.875,bicubic,-52.857,-51.735,-6
mobilenetv3_rw,22.636,77.365,40.410,59.590,5.48,224,0.875,bicubic,-52.818,-52.443,-5
tf_mobilenetv3_large_100,22.563,77.437,39.747,60.253,5.48,224,0.875,bilinear,-52.729,-52.827,-4
tf_efficientnet_es,22.427,77.573,39.095,60.905,5.44,224,0.875,bicubic,-53.903,-53.991,-24
xcit_nano_12_p8_224,22.396,77.604,40.675,59.325,3.05,224,1.000,bicubic,-50.908,-50.747,+22
hrnet_w18_small_v2,22.357,77.644,39.899,60.101,15.60,224,0.875,bilinear,-52.389,-52.255,+4
convit_tiny,22.256,77.744,39.684,60.316,5.71,224,0.875,bicubic,-50.132,-51.202,+28
regnety_008,22.121,77.879,38.918,61.082,6.26,224,0.875,bicubic,-53.791,-53.596,-21
seresnext26t_32x4d,22.009,77.991,38.501,61.499,16.81,224,0.875,bicubic,-55.851,-55.375,-81
regnety_006,21.983,78.017,38.963,61.037,6.06,224,0.875,bicubic,-53.069,-53.225,-4
regnetx_008,21.963,78.037,38.936,61.064,7.26,224,0.875,bicubic,-52.711,-53.162,0
vit_tiny_r_s16_p8_384,21.942,78.058,39.439,60.561,6.36,384,1.000,bicubic,-53.626,-53.213,-20
resnet26d,21.930,78.070,38.639,61.361,16.01,224,0.875,bicubic,-54.608,-54.225,-37
semnasnet_100,21.903,78.097,38.604,61.396,3.89,224,0.875,bicubic,-53.203,-53.808,-10
pit_ti_224,21.869,78.131,39.537,60.463,4.85,224,0.900,bicubic,-50.399,-51.147,+23
regnetx_006,21.739,78.260,38.932,61.068,6.20,224,0.875,bicubic,-51.542,-52.826,+12
vit_tiny_patch16_384,21.728,78.272,39.335,60.665,5.79,384,1.000,bicubic,-56.650,-54.769,-115
crossvit_9_240,21.706,78.294,39.268,60.732,8.55,240,0.875,bicubic,-51.638,-52.654,+8
vgg19_bn,21.635,78.365,39.280,60.720,143.68,224,0.875,bilinear,-52.211,-52.402,+3
ghostnet_100,21.625,78.374,38.714,61.286,5.18,224,0.875,bilinear,-51.734,-52.778,+5
gluon_resnet18_v1b,21.547,78.453,38.895,61.105,11.69,224,0.875,bicubic,-47.501,-49.741,+31
fbnetc_100,21.508,78.492,38.146,61.854,5.57,224,0.875,bilinear,-53.324,-54.030,-14
xcit_nano_12_p16_224,21.437,78.563,39.804,60.196,3.05,224,1.000,bicubic,-46.475,-48.614,+32
mnasnet_100,21.368,78.632,37.719,62.281,4.38,224,0.875,bicubic,-52.710,-54.101,-7
ssl_resnet18,21.297,78.703,39.132,60.868,11.69,224,0.875,bilinear,-50.955,-51.504,+14
resnet26,21.290,78.710,38.040,61.960,16.00,224,0.875,bicubic,-53.766,-54.308,-21
seresnext26d_32x4d,21.285,78.715,37.332,62.668,16.81,224,0.875,bicubic,-56.178,-56.144,-83
mixnet_s,21.268,78.732,38.209,61.791,4.13,224,0.875,bicubic,-54.350,-54.503,-37
legacy_seresnext26_32x4d,21.075,78.925,37.629,62.371,16.79,224,0.875,bicubic,-55.869,-55.729,-66
crossvit_tiny_240,21.054,78.946,38.071,61.929,7.01,240,0.875,bicubic,-51.868,-53.339,+2
regnetx_004,20.908,79.092,37.568,62.432,5.16,224,0.875,bicubic,-51.252,-53.544,+9
spnasnet_100,20.853,79.147,37.912,62.088,4.42,224,0.875,bilinear,-52.847,-53.096,-9
legacy_seresnet18,20.800,79.200,37.619,62.381,11.78,224,0.875,bicubic,-49.172,-52.139,+16
mobilenetv2_100,20.775,79.225,37.774,62.226,3.50,224,0.875,bicubic,-51.537,-53.078,+3
tf_mixnet_s,20.470,79.530,36.639,63.361,4.13,224,0.875,bicubic,-54.998,-56.037,-39
vit_tiny_patch16_224,20.452,79.548,37.625,62.375,5.72,224,0.900,bicubic,-54.660,-54.651,-33
regnety_004,20.423,79.577,37.022,62.978,4.34,224,0.875,bicubic,-53.027,-54.318,-13
hrnet_w18_small,20.366,79.634,37.100,62.900,13.19,224,0.875,bilinear,-51.432,-53.724,+4
tf_mobilenetv3_large_075,20.362,79.638,36.770,63.230,3.99,224,0.875,bilinear,-52.660,-54.400,-9
resnet18,20.238,79.762,37.260,62.740,11.69,224,0.875,bilinear,-45.482,-48.876,+17
mixer_l16_224,20.160,79.840,32.950,67.050,208.20,224,0.875,bicubic,-50.202,-56.856,+6
deit_tiny_patch16_224,20.142,79.858,37.578,62.422,5.72,224,0.900,bicubic,-50.692,-52.182,+4
tf_mobilenetv3_large_minimal_100,20.120,79.880,36.902,63.098,3.92,224,0.875,bilinear,-51.444,-53.472,+2
vgg16_bn,19.969,80.031,36.310,63.690,138.37,224,0.875,bilinear,-52.983,-54.692,-13
vit_tiny_r_s16_p8_224,19.342,80.658,36.061,63.939,6.34,224,0.900,bicubic,-50.940,-53.483,+3
vgg19,17.929,82.071,33.060,66.940,143.67,224,0.875,bilinear,-54.137,-54.594,-5
vgg13_bn,17.821,82.179,34.047,65.953,133.05,224,0.875,bilinear,-51.919,-55.039,+4
vgg16,17.540,82.460,32.767,67.233,138.36,224,0.875,bilinear,-52.398,-56.491,+2
regnety_002,17.454,82.546,32.453,67.547,3.16,224,0.875,bicubic,-50.472,-55.223,+5
vgg11_bn,17.409,82.591,33.039,66.961,132.87,224,0.875,bilinear,-51.341,-55.521,+3
regnetx_002,16.962,83.038,32.237,67.763,2.68,224,0.875,bicubic,-45.946,-52.009,+8
dla60x_c,16.320,83.680,31.773,68.227,1.32,224,0.875,bilinear,-65.200,-63.485,+9
tf_mobilenetv3_small_100,16.224,83.776,31.241,68.760,2.54,224,0.875,bilinear,-65.325,-64.072,+7
vgg13,16.116,83.885,30.987,69.013,133.05,224,0.875,bilinear,-49.861,-56.001,+2
vgg11,15.728,84.272,30.464,69.536,132.86,224,0.875,bilinear,-49.142,-55.830,+3
tf_mobilenetv3_small_075,14.942,85.058,29.594,70.406,2.04,224,0.875,bilinear,-66.224,-65.502,+7
dla46_c,14.677,85.323,29.372,70.628,1.30,224,0.875,bilinear,-64.597,-65.234,+7
dla46x_c,14.382,85.618,29.197,70.803,1.07,224,0.875,bilinear,-67.040,-65.859,+4
tf_mobilenetv3_small_minimal_100,13.983,86.017,27.992,72.008,2.04,224,0.875,bilinear,-65.277,-66.542,+6