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,+45
ig_resnext101_32x32d,58.382,41.618,80.381,19.619,468.53,224,0.875,bilinear,-26.718,-17.053,+57
ig_resnext101_32x16d,57.680,42.320,79.909,20.091,194.03,224,0.875,bilinear,-26.490,-17.289,+98
swsl_resnext101_32x16d,57.460,42.540,80.373,19.627,194.03,224,0.875,bilinear,-25.890,-16.471,+137
beit_large_patch16_384,56.892,43.108,79.225,20.775,305.00,384,1.000,bicubic,-31.511,-19.383,-3
beit_large_patch16_512,56.753,43.247,78.897,21.103,305.67,512,1.000,bicubic,-31.847,-19.759,-5
swsl_resnext101_32x8d,56.431,43.569,78.939,21.061,88.79,224,0.875,bilinear,-27.859,-18.242,+86
beit_large_patch16_224,54.953,45.047,77.608,22.392,304.43,224,0.900,bicubic,-32.521,-20.696,-2
ig_resnext101_32x8d,54.931,45.069,77.535,22.465,88.79,224,0.875,bilinear,-27.769,-19.095,+162
convnext_xlarge_384_in22ft1k,53.662,46.338,75.895,24.105,350.20,384,1.000,bicubic,-33.884,-22.591,-5
swsl_resnext101_32x4d,53.603,46.397,76.343,23.657,44.18,224,0.875,bilinear,-29.633,-20.421,+135
vit_large_patch16_384,52.752,47.248,74.698,25.302,304.72,384,1.000,bicubic,-34.328,-23.602,-3
convnext_xlarge_in22ft1k,52.565,47.435,74.401,25.599,350.20,224,0.875,bicubic,-34.437,-23.811,-2
vit_large_r50_s32_384,52.041,47.959,73.562,26.438,329.09,384,1.000,bicubic,-34.141,-24.358,+11
vit_large_patch16_224,51.836,48.164,73.690,26.310,304.33,224,0.900,bicubic,-34.002,-24.130,+19
convnext_large_384_in22ft1k,51.738,48.262,73.894,26.106,197.77,384,1.000,bicubic,-35.658,-24.474,-9
tf_efficientnet_l2_ns_475,51.490,48.510,73.928,26.072,480.31,475,0.936,bicubic,-36.742,-24.618,-13
swsl_resnext50_32x4d,50.429,49.571,73.360,26.640,25.03,224,0.875,bilinear,-31.747,-22.872,+185
convnext_base_384_in22ft1k,50.425,49.575,73.562,26.438,88.59,384,1.000,bicubic,-36.119,-24.628,-2
swin_large_patch4_window12_384,50.404,49.596,72.564,27.436,196.74,384,1.000,bicubic,-36.746,-25.676,-12
convnext_large_in22ft1k,49.944,50.056,72.206,27.794,197.77,224,0.875,bicubic,-36.692,-25.822,-5
swsl_resnet50,49.529,50.471,72.326,27.674,25.56,224,0.875,bilinear,-31.645,-23.652,+232
swin_large_patch4_window7_224,48.993,51.007,71.391,28.609,196.53,224,0.900,bicubic,-37.321,-26.501,0
convnext_base_in22ft1k,48.791,51.209,71.943,28.057,88.59,224,0.875,bicubic,-37.033,-25.923,+11
beit_base_patch16_384,48.665,51.335,72.086,27.914,86.74,384,1.000,bicubic,-38.133,-26.050,-11
swin_base_patch4_window12_384,48.541,51.459,71.821,28.179,87.90,384,1.000,bicubic,-37.891,-26.235,-5
vit_large_r50_s32_224,48.201,51.799,70.864,29.136,328.99,224,0.900,bicubic,-36.223,-26.302,+60
tf_efficientnet_b7_ns,47.808,52.192,69.640,30.360,66.35,600,0.949,bicubic,-39.030,-28.456,-15
tf_efficientnet_b6_ns,47.763,52.237,69.968,30.032,43.04,528,0.942,bicubic,-38.691,-27.914,-9
tf_efficientnetv2_xl_in21ft1k,47.745,52.255,70.117,29.883,208.12,512,1.000,bicubic,-38.673,-27.749,-8
vit_base_patch8_224,47.745,52.255,70.929,29.071,86.58,224,0.900,bicubic,-38.049,-26.865,+7
tf_efficientnet_l2_ns,47.570,52.430,70.019,29.981,480.31,800,0.960,bicubic,-40.778,-28.629,-29
tf_efficientnetv2_l_in21ft1k,46.938,53.062,70.310,29.690,118.52,480,1.000,bicubic,-39.367,-27.668,-9
beit_base_patch16_224,46.244,53.756,69.897,30.103,86.53,224,0.900,bicubic,-38.984,-27.761,+21
vit_base_patch16_384,45.904,54.096,68.561,31.439,86.86,384,1.000,bicubic,-40.106,-29.441,-4
tf_efficientnet_b8_ap,45.768,54.232,67.912,32.087,87.41,672,0.954,bicubic,-39.604,-29.380,+15
tf_efficientnet_b5_ns,45.615,54.385,67.842,32.158,30.39,456,0.934,bicubic,-40.475,-29.908,-10
tf_efficientnetv2_m_in21ft1k,45.578,54.422,69.143,30.857,54.14,480,1.000,bicubic,-40.012,-28.601,+3
swin_base_patch4_window7_224,45.550,54.450,68.514,31.486,87.77,224,0.900,bicubic,-39.698,-29.048,+14
volo_d5_512,44.570,55.430,65.759,34.241,296.09,512,1.150,bicubic,-42.472,-32.209,-30
cait_m48_448,44.239,55.761,64.654,35.346,356.46,448,1.000,bicubic,-42.247,-33.098,-22
volo_d5_448,44.096,55.904,65.067,34.933,295.91,448,1.150,bicubic,-42.856,-32.873,-30
vit_base_r50_s16_384,43.518,56.482,66.779,33.221,98.95,384,1.000,bicubic,-41.452,-30.511,+26
tf_efficientnet_b4_ns,43.444,56.556,65.511,34.489,19.34,380,0.922,bicubic,-41.718,-31.959,+13
volo_d5_224,43.255,56.745,64.071,35.929,295.46,224,0.960,bicubic,-42.817,-33.507,-17
vit_base_patch16_224,43.231,56.769,65.714,34.286,86.57,224,0.900,bicubic,-41.297,-31.580,+34
volo_d4_448,43.137,56.863,64.114,35.886,193.41,448,1.150,bicubic,-43.653,-33.768,-32
xcit_large_24_p8_384_dist,42.828,57.172,63.405,36.595,188.93,384,1.000,bicubic,-43.170,-34.279,-16
xcit_large_24_p8_224_dist,42.561,57.439,63.096,36.904,188.93,224,1.000,bicubic,-42.837,-34.314,+1
tf_efficientnet_b8,42.504,57.496,64.861,35.139,87.41,672,0.954,bicubic,-42.864,-32.529,+2
cait_m36_384,42.398,57.602,63.324,36.676,271.22,384,1.000,bicubic,-43.654,-34.406,-22
volo_d4_224,42.284,57.716,63.006,36.994,192.96,224,0.960,bicubic,-43.590,-34.462,-19
tf_efficientnet_b7_ap,41.433,58.567,62.876,37.124,66.35,600,0.949,bicubic,-43.687,-34.376,+5
tf_efficientnet_b7,41.431,58.569,63.022,36.978,66.35,600,0.949,bicubic,-43.505,-34.182,+16
tf_efficientnet_b5_ap,41.416,58.584,62.080,37.920,30.39,456,0.934,bicubic,-42.840,-34.896,+41
resnetv2_152x4_bitm,41.304,58.696,64.303,35.697,936.53,480,1.000,bilinear,-43.612,-33.139,+16
tf_efficientnet_b6_ap,41.099,58.901,62.357,37.643,43.04,528,0.942,bicubic,-43.687,-34.781,+18
xcit_large_24_p16_384_dist,41.025,58.975,61.245,38.755,189.10,384,1.000,bicubic,-44.729,-36.293,-19
xcit_large_24_p16_224_dist,40.956,59.044,61.320,38.680,189.10,224,1.000,bicubic,-43.966,-35.812,+12
tf_efficientnetv2_s_in21ft1k,40.954,59.046,63.849,36.151,21.46,384,1.000,bicubic,-43.344,-33.405,+31
xcit_medium_24_p8_224_dist,40.494,59.506,60.500,39.500,84.32,224,1.000,bicubic,-44.578,-36.780,+1
tf_efficientnet_b4_ap,40.484,59.516,61.717,38.283,19.34,380,0.922,bicubic,-42.768,-34.677,+83
vit_small_r26_s32_384,40.478,59.522,62.740,37.260,36.47,384,1.000,bicubic,-43.564,-34.588,+46
vit_base_patch16_224_miil,40.176,59.824,60.889,39.111,86.54,224,0.875,bilinear,-44.096,-35.913,+31
regnetz_e8,40.144,59.856,61.324,38.676,57.70,320,1.000,bicubic,-44.886,-35.940,+1
convnext_large,40.117,59.883,60.096,39.904,197.77,224,0.875,bicubic,-44.175,-36.799,+26
xcit_medium_24_p8_384_dist,40.036,59.964,60.453,39.547,84.32,384,1.000,bicubic,-45.778,-37.139,-30
xcit_medium_24_p16_384_dist,39.903,60.097,60.115,39.885,84.40,384,1.000,bicubic,-45.519,-37.217,-21
tf_efficientnetv2_l,39.828,60.172,60.807,39.193,118.52,480,1.000,bicubic,-45.662,-36.565,-25
dm_nfnet_f3,39.816,60.184,60.610,39.390,254.92,416,0.940,bicubic,-45.706,-36.852,-27
cait_s36_384,39.757,60.243,60.475,39.525,68.37,384,1.000,bicubic,-45.705,-37.005,-26
volo_d3_448,39.708,60.292,59.760,40.240,86.63,448,1.000,bicubic,-46.788,-37.950,-54
efficientnetv2_rw_m,39.671,60.329,59.683,40.317,53.24,416,1.000,bicubic,-45.141,-37.463,+1
xception65,39.645,60.355,60.911,39.089,39.92,299,0.940,bicubic,-43.535,-35.681,+75
ecaresnet269d,39.590,60.410,60.341,39.659,102.09,352,1.000,bicubic,-45.386,-36.885,-7
dm_nfnet_f6,39.582,60.418,60.911,39.089,438.36,576,0.956,bicubic,-46.560,-36.819,-50
tf_efficientnet_b3_ns,39.580,60.420,61.457,38.543,12.23,300,0.904,bicubic,-44.468,-35.451,+31
dm_nfnet_f5,39.508,60.492,60.225,39.775,377.21,544,0.954,bicubic,-46.308,-37.261,-42
volo_d3_224,39.492,60.508,59.868,40.132,86.33,224,0.960,bicubic,-45.920,-37.412,-30
xcit_small_24_p8_224_dist,39.309,60.691,59.410,40.590,47.63,224,1.000,bicubic,-45.567,-37.778,-7
xcit_medium_24_p16_224_dist,39.254,60.746,59.465,40.535,84.40,224,1.000,bicubic,-45.020,-37.475,+13
efficientnet_b4,39.069,60.931,59.604,40.396,19.34,384,1.000,bicubic,-44.355,-36.992,+56
xcit_small_24_p8_384_dist,38.997,61.003,59.176,40.824,47.63,384,1.000,bicubic,-46.559,-38.396,-41
resnetv2_152x2_bit_teacher_384,38.971,61.029,62.442,37.558,236.34,384,1.000,bicubic,-44.873,-34.676,+34
vit_base_patch32_384,38.796,61.204,60.333,39.667,88.30,384,1.000,bicubic,-44.552,-36.501,+58
eca_nfnet_l2,38.663,61.337,59.439,40.561,56.72,384,1.000,bicubic,-46.033,-37.825,-8
xcit_small_12_p8_384_dist,38.543,61.457,58.800,41.200,26.21,384,1.000,bicubic,-46.537,-38.480,-26
xcit_small_24_p16_384_dist,38.498,61.502,58.384,41.616,47.67,384,1.000,bicubic,-46.596,-38.926,-28
xcit_small_12_p8_224_dist,38.366,61.634,58.791,41.209,26.21,224,1.000,bicubic,-45.870,-38.083,+8
tf_efficientnet_b5,38.352,61.648,59.911,40.089,30.39,456,0.934,bicubic,-45.460,-36.837,+33
deit_base_distilled_patch16_384,38.256,61.744,57.791,42.209,87.63,384,1.000,bicubic,-47.166,-39.616,-43
convnext_base,38.236,61.764,58.227,41.773,88.59,224,0.875,bicubic,-45.602,-38.523,+27
dm_nfnet_f4,38.228,61.772,58.626,41.374,316.07,512,0.951,bicubic,-47.486,-38.896,-53
xcit_large_24_p8_224,38.116,61.884,57.883,42.117,188.93,224,1.000,bicubic,-46.278,-38.773,-5
resnetv2_152x2_bitm,37.985,62.015,61.131,38.869,236.34,448,1.000,bilinear,-46.521,-36.303,-13
cait_s24_384,37.867,62.133,58.081,41.919,47.06,384,1.000,bicubic,-47.179,-39.265,-32
resnet152d,37.857,62.143,58.360,41.640,60.21,320,1.000,bicubic,-45.821,-38.378,+37
tf_efficientnetv2_m,37.822,62.178,58.710,41.290,54.14,480,1.000,bicubic,-47.216,-38.568,-33
resnetrs420,37.751,62.249,58.209,41.791,191.89,416,1.000,bicubic,-47.259,-38.915,-32
xcit_small_24_p16_224_dist,37.719,62.281,57.360,42.640,47.67,224,1.000,bicubic,-46.149,-39.364,+17
resnetrs350,37.682,62.318,58.087,41.913,163.96,384,1.000,bicubic,-47.036,-38.901,-25
pit_b_distilled_224,37.586,62.414,57.232,42.768,74.79,224,0.900,bicubic,-46.554,-39.624,+1
xcit_small_12_p16_384_dist,37.580,62.420,57.765,42.235,26.25,384,1.000,bicubic,-47.130,-39.353,-26
resnet200d,37.505,62.495,58.305,41.695,64.69,320,1.000,bicubic,-46.459,-38.519,+9
resnetv2_152x2_bit_teacher,37.328,62.672,59.396,40.604,236.34,224,0.875,bicubic,-45.544,-37.174,+59
resnest269e,37.315,62.685,57.472,42.528,110.93,416,0.928,bicubic,-47.205,-39.514,-25
resmlp_big_24_224_in22ft1k,37.242,62.758,58.181,41.819,129.14,224,0.875,bicubic,-47.152,-38.939,-19
vit_small_r26_s32_224,37.230,62.770,59.058,40.942,36.43,224,0.900,bicubic,-44.626,-36.962,+113
cait_s24_224,37.155,62.845,56.733,43.267,46.92,224,1.000,bicubic,-46.303,-39.831,+28
vit_base_patch32_224,37.079,62.921,59.290,40.710,88.22,224,0.900,bicubic,-43.643,-36.276,+170
volo_d1_384,37.077,62.923,57.132,42.868,26.78,384,1.000,bicubic,-48.171,-40.082,-57
tf_efficientnet_b3_ap,37.055,62.945,57.236,42.764,12.23,300,0.904,bicubic,-44.771,-38.386,+111
convnext_small,37.051,62.949,57.103,42.897,50.22,224,0.875,bicubic,-46.099,-39.329,+37
efficientnetv2_rw_s,37.047,62.953,56.814,43.186,23.94,384,1.000,bicubic,-46.763,-39.908,+10
xcit_small_12_p16_224_dist,36.977,63.023,56.733,43.267,26.25,224,1.000,bicubic,-46.373,-39.681,+27
regnetz_040h,36.961,63.039,57.278,42.722,28.94,320,1.000,bicubic,-47.535,-39.728,-33
volo_d1_224,36.878,63.122,56.639,43.361,26.63,224,0.960,bicubic,-47.284,-40.137,-15
seresnet152d,36.788,63.212,56.721,43.279,66.84,320,1.000,bicubic,-47.572,-40.319,-28
volo_d2_224,36.605,63.395,56.462,43.538,58.68,224,0.960,bicubic,-48.589,-40.726,-63
xception65p,36.556,63.444,56.421,43.579,39.82,299,0.940,bicubic,-46.570,-40.057,+34
regnetz_d32,36.442,63.558,57.372,42.628,27.58,320,0.950,bicubic,-47.580,-39.494,-11
cait_xs24_384,36.420,63.580,56.940,43.060,26.67,384,1.000,bicubic,-47.642,-39.950,-17
efficientnet_b3,36.419,63.581,56.845,43.155,12.23,320,1.000,bicubic,-45.821,-39.269,+76
volo_d2_384,36.414,63.586,56.315,43.685,58.87,384,1.000,bicubic,-49.626,-41.257,-94
deit_base_distilled_patch16_224,36.399,63.601,56.619,43.381,87.34,224,0.900,bicubic,-46.993,-39.867,+14
resnetv2_101x3_bitm,36.385,63.615,59.064,40.936,387.93,448,1.000,bilinear,-48.057,-38.318,-42
resnetrs270,36.324,63.676,56.568,43.432,129.86,352,1.000,bicubic,-48.112,-40.402,-41
tresnet_m,36.283,63.717,55.790,44.210,31.39,224,0.875,bilinear,-46.787,-40.330,+29
mixer_b16_224_miil,36.261,63.739,55.963,44.037,59.88,224,0.875,bilinear,-46.047,-39.755,+65
tf_efficientnet_b2_ns,36.187,63.813,57.549,42.451,9.11,260,0.890,bicubic,-46.193,-38.699,+58
resnet152,36.084,63.916,55.544,44.456,60.19,224,0.950,bicubic,-46.736,-40.586,+35
regnetz_040,36.053,63.947,55.751,44.249,27.12,320,1.000,bicubic,-48.181,-41.181,-34
ecaresnet101d,36.014,63.986,56.157,43.843,44.57,224,0.875,bicubic,-46.158,-39.889,+71
dm_nfnet_f2,36.008,63.992,55.458,44.542,193.78,352,0.920,bicubic,-49.054,-41.782,-71
resnest200e,35.933,64.067,55.847,44.153,70.20,320,0.909,bicubic,-47.895,-41.045,-13
swsl_resnet18,35.864,64.136,58.459,41.541,11.69,224,0.875,bilinear,-37.412,-33.277,+410
eca_nfnet_l1,35.819,64.181,55.951,44.049,41.41,320,1.000,bicubic,-48.193,-41.077,-25
xcit_small_24_p8_224,35.554,64.446,54.792,45.208,47.63,224,1.000,bicubic,-48.284,-41.844,-18
xcit_large_24_p16_224,35.524,64.476,54.762,45.238,189.10,224,1.000,bicubic,-47.370,-41.120,+23
xcit_small_12_p8_224,35.522,64.478,55.503,44.497,26.21,224,1.000,bicubic,-47.822,-40.977,+4
vit_small_patch16_384,35.473,64.527,57.541,42.459,22.20,384,1.000,bicubic,-48.331,-39.561,-16
xcit_medium_24_p8_224,35.450,64.550,54.827,45.173,84.32,224,1.000,bicubic,-48.286,-41.567,-14
resnest101e,35.375,64.625,55.786,44.214,48.28,256,0.875,bilinear,-47.515,-40.532,+20
convit_base,35.310,64.690,54.929,45.071,86.54,224,0.875,bicubic,-46.976,-41.009,+53
convnext_tiny_hnf,35.279,64.721,53.852,46.148,28.59,224,0.950,bicubic,-46.943,-42.014,+55
xcit_tiny_24_p8_224_dist,35.247,64.753,55.254,44.746,12.11,224,1.000,bicubic,-47.317,-40.916,+33
twins_svt_large,35.092,64.908,54.721,45.279,99.27,224,0.900,bicubic,-48.588,-41.873,-14
repvgg_b3,35.051,64.949,54.558,45.442,123.09,224,0.875,bilinear,-45.445,-40.706,+140
repvgg_b3g4,35.041,64.959,54.770,45.230,83.83,224,0.875,bilinear,-45.171,-40.336,+164
regnetz_d8,34.994,65.006,55.945,44.055,23.37,320,1.000,bicubic,-49.058,-41.049,-43
dm_nfnet_f1,34.984,65.016,54.116,45.884,132.63,320,0.910,bicubic,-49.640,-42.984,-72
xcit_tiny_24_p8_384_dist,34.923,65.077,55.151,44.849,12.11,384,1.000,bicubic,-48.819,-41.559,-25
regnetz_d8_evos,34.896,65.104,55.246,44.754,23.46,320,0.950,bicubic,-49.158,-41.750,-47
resnet101d,34.874,65.126,54.198,45.802,44.57,320,1.000,bicubic,-48.148,-42.250,+7
swin_s3_base_224,34.793,65.207,53.695,46.305,71.13,224,0.900,bicubic,-49.139,-42.965,-41
seresnext101_32x8d,34.791,65.209,53.450,46.550,93.57,288,1.000,bicubic,-49.413,-43.426,-57
resmlp_big_24_distilled_224,34.785,65.215,54.639,45.361,129.14,224,0.875,bicubic,-48.802,-42.009,-22
vit_large_patch32_384,34.673,65.326,55.729,44.271,306.63,384,1.000,bicubic,-46.833,-40.365,+78
resnet101,34.666,65.334,54.299,45.701,44.55,224,0.950,bicubic,-47.266,-41.471,+60
dm_nfnet_f0,34.620,65.380,54.664,45.336,71.49,256,0.900,bicubic,-48.766,-41.910,-20
ssl_resnext101_32x16d,34.609,65.391,55.931,44.069,194.03,224,0.875,bilinear,-47.245,-40.165,+61
resnetv2_101,34.587,65.413,53.143,46.857,44.54,224,0.950,bicubic,-47.455,-42.721,+50
repvgg_b2g4,34.579,65.421,54.776,45.224,61.76,224,0.875,bilinear,-44.791,-39.912,+195
resnetrs200,34.510,65.490,54.291,45.709,93.21,320,1.000,bicubic,-49.928,-42.789,-79
resnest50d_4s2x40d,34.359,65.641,54.731,45.269,30.42,224,0.875,bicubic,-46.751,-40.833,+93
resnetrs152,34.355,65.645,53.568,46.432,86.62,320,1.000,bicubic,-49.359,-43.178,-36
crossvit_18_dagger_408,34.253,65.747,53.090,46.910,44.61,408,1.000,bicubic,-49.941,-43.728,-67
xcit_medium_24_p16_224,34.239,65.761,53.167,46.833,84.40,224,1.000,bicubic,-48.399,-42.807,+4
tf_efficientnet_b1_ns,34.163,65.837,55.489,44.511,7.79,240,0.882,bicubic,-47.225,-40.247,+74
efficientnetv2_rw_t,34.153,65.847,53.129,46.871,13.65,288,1.000,bicubic,-48.191,-43.067,+21
twins_pcpvt_large,34.108,65.892,54.126,45.874,60.99,224,0.900,bicubic,-49.026,-42.478,-18
tf_efficientnet_b4,34.060,65.940,54.196,45.804,19.34,380,0.922,bicubic,-48.964,-42.104,-12
ssl_resnext101_32x8d,34.029,65.971,55.601,44.399,88.79,224,0.875,bilinear,-47.579,-40.441,+57
tf_efficientnet_b6,34.003,65.997,54.540,45.460,43.04,528,0.942,bicubic,-50.107,-42.348,-70
nfnet_l0,33.999,66.001,54.359,45.641,35.07,288,1.000,bicubic,-48.752,-42.159,-7
xcit_small_24_p16_224,33.998,66.002,53.288,46.712,47.67,224,1.000,bicubic,-48.582,-42.718,-1
efficientnet_b3_pruned,33.998,66.002,54.104,45.896,9.86,300,0.904,bicubic,-46.861,-41.140,+99
regnety_160,33.972,66.028,53.542,46.458,83.59,288,1.000,bicubic,-49.718,-43.234,-46
gc_efficientnetv2_rw_t,33.950,66.050,53.222,46.778,13.68,288,1.000,bicubic,-48.516,-43.074,+4
pit_s_distilled_224,33.935,66.065,53.267,46.733,24.04,224,0.900,bicubic,-48.059,-42.531,+34
convnext_tiny,33.836,66.164,53.654,46.346,28.59,224,0.875,bicubic,-48.228,-42.198,+27
resnext101_64x4d,33.825,66.175,52.174,47.826,83.46,288,1.000,bicubic,-49.315,-44.196,-31
xcit_small_12_p16_224,33.770,66.230,53.237,46.763,26.25,224,1.000,bicubic,-48.206,-42.581,+33
swin_s3_small_224,33.695,66.305,52.391,47.609,49.74,224,0.900,bicubic,-50.073,-44.061,-58
resnetv2_50x3_bitm,33.663,66.337,55.880,44.120,217.32,448,1.000,bilinear,-50.350,-41.244,-74
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,33.508,66.492,52.766,47.234,12.12,384,1.000,bicubic,-49.064,-43.522,-9
regnety_080,33.469,66.531,52.943,47.057,39.18,288,1.000,bicubic,-50.457,-43.945,-73
convmixer_1536_20,33.424,66.576,53.031,46.969,51.63,224,0.960,bicubic,-47.942,-42.583,+56
regnety_032,33.412,66.588,52.766,47.234,19.44,288,1.000,bicubic,-49.314,-43.658,-21
crossvit_18_240,33.400,66.600,52.241,47.759,43.27,240,0.875,bicubic,-48.998,-43.817,-5
gernet_l,33.357,66.643,51.911,48.089,31.08,256,0.875,bilinear,-47.987,-43.621,+54
crossvit_15_dagger_408,33.325,66.674,52.184,47.816,28.50,408,1.000,bicubic,-50.511,-44.600,-72
crossvit_18_dagger_240,33.282,66.718,52.202,47.798,44.27,240,0.875,bicubic,-49.238,-43.868,-13
tresnet_xl,33.259,66.741,52.292,47.708,78.44,224,0.875,bilinear,-48.799,-43.644,+15
jx_nest_base,33.212,66.788,51.813,48.187,67.72,224,0.875,bicubic,-50.344,-44.549,-60
resnest50d_1s4x24d,33.153,66.847,52.850,47.150,25.68,224,0.875,bicubic,-47.837,-42.474,+69
resnet61q,33.109,66.891,51.758,48.242,36.85,288,1.000,bicubic,-49.417,-44.376,-18
jx_nest_small,33.046,66.954,51.064,48.936,38.35,224,0.875,bicubic,-50.072,-45.266,-44
crossvit_base_240,33.037,66.963,51.380,48.620,105.03,240,0.875,bicubic,-49.179,-44.454,+1
twins_pcpvt_base,33.027,66.973,52.489,47.511,43.83,224,0.900,bicubic,-49.681,-43.861,-31
xcit_tiny_24_p16_224_dist,32.989,67.011,52.056,47.944,12.12,224,1.000,bicubic,-47.457,-43.160,+92
rexnet_200,32.986,67.014,52.935,47.065,16.37,224,0.875,bicubic,-48.644,-42.733,+26
resnest50d,32.980,67.020,52.713,47.287,27.48,224,0.875,bilinear,-48.002,-42.667,+63
convit_small,32.915,67.085,52.119,47.881,27.78,224,0.875,bicubic,-48.505,-43.621,+34
crossvit_15_dagger_240,32.905,67.095,51.783,48.217,28.21,240,0.875,bicubic,-49.425,-44.175,-13
tf_efficientnetv2_s,32.903,67.097,51.724,48.276,21.46,384,1.000,bicubic,-50.983,-44.972,-91
vit_small_patch16_224,32.871,67.129,53.927,46.073,22.05,224,0.900,bicubic,-48.525,-42.205,+34
tf_efficientnet_b3,32.862,67.138,52.955,47.045,12.23,300,0.904,bicubic,-48.774,-42.764,+19
pnasnet5large,32.850,67.150,50.500,49.500,86.06,331,0.911,bicubic,-49.940,-45.540,-43
twins_svt_base,32.832,67.168,51.567,48.433,56.07,224,0.900,bicubic,-50.306,-44.853,-59
regnetz_c16,32.826,67.174,53.748,46.252,13.46,320,0.940,bicubic,-49.690,-42.612,-31
regnetv_064,32.826,67.174,52.856,47.144,30.58,288,1.000,bicubic,-50.888,-43.758,-81
nasnetalarge,32.773,67.227,50.141,49.859,88.75,331,0.911,bicubic,-49.853,-45.906,-40
gernet_m,32.756,67.244,51.919,48.081,21.14,224,0.875,bilinear,-47.988,-43.265,+64
inception_resnet_v2,32.738,67.262,50.650,49.350,55.84,299,0.897,bicubic,-47.722,-44.659,+76
gluon_resnet152_v1d,32.734,67.266,51.084,48.916,60.21,224,0.875,bicubic,-47.742,-44.120,+73
pit_b_224,32.724,67.276,49.854,50.146,73.76,224,0.900,bicubic,-49.722,-45.856,-33
tf_efficientnet_b2_ap,32.685,67.315,52.237,47.763,9.11,260,0.890,bicubic,-47.617,-42.979,+86
fbnetv3_g,32.630,67.370,52.894,47.106,16.62,288,0.950,bilinear,-49.416,-43.170,-9
tresnet_l,32.561,67.439,51.135,48.865,55.99,224,0.875,bilinear,-48.931,-44.489,+16
cait_xxs36_384,32.541,67.459,52.233,47.767,17.37,384,1.000,bicubic,-49.653,-43.911,-20
regnetz_c16_evos,32.532,67.468,52.919,47.081,13.49,320,0.950,bicubic,-50.100,-43.557,-50
wide_resnet50_2,32.435,67.565,51.455,48.545,68.88,224,0.875,bicubic,-49.017,-44.075,+14
gmlp_s16_224,32.418,67.582,51.817,48.183,19.42,224,0.875,bicubic,-47.222,-42.807,+122
ens_adv_inception_resnet_v2,32.376,67.624,50.419,49.581,55.84,299,0.897,bicubic,-47.602,-44.519,+100
deit_base_patch16_224,32.361,67.639,50.997,49.003,86.57,224,0.900,bicubic,-49.635,-44.735,-14
swin_small_patch4_window7_224,32.347,67.653,50.913,49.087,49.61,224,0.900,bicubic,-50.869,-45.411,-81
gluon_resnet152_v1s,32.339,67.661,50.533,49.467,60.32,224,0.875,bicubic,-48.677,-44.879,+36
deit_small_distilled_patch16_224,32.282,67.718,52.111,47.889,22.44,224,0.900,bicubic,-48.926,-43.262,+22
xcit_tiny_24_p8_224,32.266,67.734,51.897,48.103,12.11,224,1.000,bicubic,-49.626,-44.079,-11
gluon_seresnext101_64x4d,32.194,67.806,50.307,49.693,88.23,224,0.875,bicubic,-48.684,-44.991,+42
coat_lite_small,32.125,67.875,49.934,50.066,19.84,224,0.900,bicubic,-50.179,-45.914,-38
gluon_seresnext101_32x4d,32.107,67.893,51.233,48.767,48.96,224,0.875,bicubic,-48.799,-44.061,+39
deit_base_patch16_384,31.985,68.015,50.549,49.451,86.86,384,1.000,bicubic,-51.121,-45.819,-79
seresnext50_32x4d,31.970,68.030,51.225,48.775,27.56,224,0.875,bicubic,-49.288,-44.405,+14
xcit_tiny_12_p8_224_dist,31.944,68.056,51.406,48.594,6.71,224,1.000,bicubic,-49.264,-44.194,+16
levit_384,31.873,68.127,50.598,49.402,39.13,224,0.900,bicubic,-50.715,-45.424,-63
resnetrs101,31.856,68.144,51.017,48.983,63.62,288,0.940,bicubic,-50.432,-44.993,-43
cspresnext50,31.814,68.186,51.618,48.382,20.57,224,0.875,bilinear,-48.236,-43.328,+84
poolformer_m48,31.702,68.298,49.885,50.115,73.47,224,0.950,bicubic,-50.760,-46.073,-57
tnt_s_patch16_224,31.634,68.366,51.147,48.853,23.76,224,0.900,bicubic,-49.886,-44.597,-8
eca_nfnet_l0,31.610,68.390,51.610,48.390,24.14,288,1.000,bicubic,-50.966,-44.880,-66
resnetv2_50x1_bit_distilled,31.582,68.418,51.272,48.728,25.55,224,0.875,bicubic,-51.240,-45.256,-79
xception41p,31.516,68.484,50.370,49.630,26.91,299,0.940,bicubic,-50.444,-45.424,-27
regnety_064,31.474,68.526,50.528,49.472,30.58,288,1.000,bicubic,-52.246,-46.194,-117
poolformer_m36,31.449,68.551,50.032,49.968,56.17,224,0.950,bicubic,-50.663,-45.658,-41
ssl_resnext101_32x4d,31.423,68.577,52.127,47.873,44.18,224,0.875,bilinear,-49.501,-43.599,+24
inception_v4,31.378,68.622,49.246,50.754,42.68,299,0.875,bicubic,-48.784,-45.720,+68
rexnet_150,31.370,68.630,51.286,48.714,9.73,224,0.875,bicubic,-48.940,-43.880,+54
crossvit_15_240,31.339,68.661,50.170,49.830,27.53,240,0.875,bicubic,-50.203,-45.520,-19
pit_s_224,31.335,68.665,49.665,50.335,23.46,224,0.900,bicubic,-49.765,-45.665,+8
crossvit_small_240,31.278,68.722,50.196,49.804,26.86,240,0.875,bicubic,-49.740,-45.261,+11
cspresnet50,31.268,68.732,51.221,48.779,21.62,256,0.887,bilinear,-48.314,-43.483,+95
cait_xxs36_224,31.266,68.734,50.614,49.386,17.30,224,1.000,bicubic,-48.482,-44.252,+84
convmixer_768_32,31.250,68.750,50.950,49.050,21.11,224,0.960,bicubic,-48.914,-44.122,+60
swin_s3_tiny_224,31.241,68.760,49.714,50.286,28.33,224,0.900,bicubic,-50.886,-46.236,-52
regnetv_040,31.217,68.783,50.113,49.887,20.64,288,1.000,bicubic,-51.983,-46.549,-110
coat_mini,31.207,68.793,49.775,50.225,10.34,224,0.900,bicubic,-50.059,-45.619,-10
xcit_tiny_12_p8_384_dist,31.186,68.814,50.528,49.472,6.71,384,1.000,bicubic,-51.209,-45.692,-73
ecaresnetlight,31.125,68.875,50.243,49.757,30.16,224,0.875,bicubic,-49.327,-45.007,+32
gluon_resnet101_v1s,31.113,68.887,49.793,50.207,44.67,224,0.875,bicubic,-49.185,-45.371,+45
tf_efficientnet_cc_b0_8e,31.087,68.913,50.761,49.239,24.01,224,0.875,bicubic,-46.819,-42.895,+176
resmlp_36_distilled_224,31.072,68.928,49.688,50.312,44.69,224,0.875,bicubic,-50.082,-45.800,-8
ecaresnet50d,31.060,68.940,50.854,49.146,25.58,224,0.875,bicubic,-49.540,-44.466,+20
ecaresnet50t,31.060,68.940,50.573,49.427,25.57,320,0.950,bicubic,-51.288,-45.565,-76
resnet50d,31.020,68.980,49.806,50.194,25.58,224,0.875,bicubic,-49.502,-45.356,+20
cspdarknet53,31.018,68.981,50.396,49.604,27.64,256,0.887,bilinear,-49.043,-44.688,+54
gcresnet50t,31.009,68.991,50.121,49.879,25.90,256,0.900,bicubic,-49.933,-45.333,+2
gluon_resnet152_v1c,30.997,69.003,48.924,51.076,60.21,224,0.875,bicubic,-48.911,-45.924,+59
gluon_resnext101_64x4d,30.995,69.005,48.555,51.445,83.46,224,0.875,bicubic,-49.609,-46.437,+13
twins_svt_small,30.975,69.025,49.223,50.777,24.06,224,0.900,bicubic,-50.705,-46.447,-46
resnext50_32x4d,30.930,69.070,49.258,50.742,25.03,224,0.950,bicubic,-50.178,-46.068,-14
resmlp_24_distilled_224,30.903,69.097,50.176,49.824,30.02,224,0.875,bicubic,-49.861,-45.048,+4
ecaresnet101d_pruned,30.897,69.103,50.013,49.987,24.88,224,0.875,bicubic,-49.917,-45.617,+1
tf_efficientnet_cc_b1_8e,30.897,69.103,50.078,49.922,39.72,240,0.882,bicubic,-48.409,-44.294,+87
gluon_resnext101_32x4d,30.875,69.125,48.545,51.455,44.18,224,0.875,bicubic,-49.469,-46.381,+23
tf_efficientnetv2_b3,30.861,69.139,49.814,50.186,14.36,300,0.904,bicubic,-51.105,-45.966,-61
tf_efficientnet_lite4,30.830,69.170,50.390,49.610,13.01,380,0.920,bilinear,-50.706,-45.278,-46
nf_resnet50,30.708,69.292,49.958,50.042,25.56,288,0.940,bicubic,-49.946,-45.376,+2
dpn107,30.678,69.322,48.808,51.192,86.92,224,0.875,bicubic,-49.493,-46.098,+34
xcit_tiny_24_p16_224,30.677,69.323,50.408,49.592,12.12,224,1.000,bicubic,-48.767,-44.476,+74
poolformer_s36,30.669,69.331,49.435,50.565,30.86,224,0.900,bicubic,-50.749,-46.015,-42
ese_vovnet39b,30.665,69.335,49.877,50.123,24.57,224,0.875,bicubic,-48.647,-44.837,+77
tresnet_xl_448,30.616,69.384,49.072,50.928,78.44,448,0.875,bilinear,-52.438,-47.100,-127
gluon_resnet152_v1b,30.610,69.390,48.519,51.481,60.19,224,0.875,bicubic,-49.070,-46.219,+58
haloregnetz_b,30.604,69.396,49.005,50.995,11.68,224,0.940,bicubic,-50.446,-46.191,-25
ssl_resnext50_32x4d,30.596,69.404,50.661,49.339,25.03,224,0.875,bilinear,-49.720,-44.749,+14
dpn68b,30.525,69.475,49.164,50.836,12.61,224,0.875,bicubic,-48.695,-45.254,+84
gluon_resnet101_v1d,30.521,69.479,47.951,52.049,44.57,224,0.875,bicubic,-49.899,-47.123,+6
resnest26d,30.484,69.516,50.671,49.329,17.07,224,0.875,bilinear,-47.992,-43.621,+116
efficientnet_b2,30.437,69.563,49.688,50.312,9.11,288,1.000,bicubic,-50.177,-45.628,-9
tf_efficientnet_b1_ap,30.419,69.581,49.549,50.451,7.79,240,0.882,bicubic,-48.861,-44.755,+75
xcit_tiny_12_p16_384_dist,30.403,69.597,50.123,49.877,6.72,384,1.000,bicubic,-50.541,-45.289,-24
twins_pcpvt_small,30.384,69.616,49.392,50.608,24.11,224,0.900,bicubic,-50.706,-46.248,-34
resnetv2_50,30.378,69.622,48.834,51.166,25.55,224,0.950,bicubic,-50.042,-46.182,-1
visformer_small,30.331,69.669,48.291,51.709,40.22,224,0.900,bicubic,-51.775,-47.583,-90
pit_xs_distilled_224,30.280,69.720,49.836,50.164,11.00,224,0.900,bicubic,-49.026,-44.528,+64
regnety_040,30.254,69.746,48.918,51.082,20.65,288,1.000,bicubic,-52.782,-47.588,-140
convmixer_1024_20_ks9_p14,30.097,69.903,49.934,50.066,24.38,224,0.960,bicubic,-46.845,-43.422,+178
seresnet50,30.073,69.927,49.282,50.718,28.09,224,0.875,bicubic,-50.191,-45.790,+7
dpn98,30.064,69.936,48.244,51.756,61.57,224,0.875,bicubic,-49.582,-46.352,+44
tf_efficientnet_b2,30.026,69.974,49.582,50.418,9.11,260,0.890,bicubic,-50.054,-45.326,+18
efficientnet_el,30.024,69.976,48.834,51.166,10.59,300,0.904,bicubic,-51.286,-46.696,-57
dpn131,30.018,69.982,48.126,51.874,79.25,224,0.875,bicubic,-49.806,-46.582,+31
legacy_senet154,30.005,69.996,48.040,51.960,115.09,224,0.875,bilinear,-51.306,-47.456,-58
xcit_tiny_12_p16_224_dist,29.997,70.003,49.649,50.351,6.72,224,1.000,bicubic,-48.579,-44.547,+94
halo2botnet50ts_256,29.981,70.019,48.376,51.624,22.64,256,0.950,bicubic,-52.079,-47.266,-99
dpn92,29.953,70.047,49.174,50.826,37.67,224,0.875,bicubic,-50.063,-45.650,+16
resnetv2_101x1_bitm,29.895,70.106,51.125,48.875,44.54,448,1.000,bilinear,-52.441,-45.391,-118
gluon_senet154,29.879,70.121,47.892,52.108,115.09,224,0.875,bicubic,-51.353,-47.456,-60
xception,29.857,70.143,48.676,51.324,22.86,299,0.897,bicubic,-49.193,-45.715,+72
adv_inception_v3,29.816,70.184,47.843,52.157,23.83,299,0.875,bicubic,-47.766,-45.893,+141
gluon_xception65,29.779,70.222,47.757,52.243,39.92,299,0.903,bicubic,-49.937,-47.103,+26
fbnetv3_d,29.743,70.257,49.476,50.524,10.31,256,0.950,bilinear,-49.939,-45.472,+28
lamhalobotnet50ts_256,29.741,70.259,48.339,51.661,22.57,256,0.950,bicubic,-51.805,-47.163,-85
resmlp_36_224,29.694,70.306,48.971,51.029,44.69,224,0.875,bicubic,-50.074,-45.915,+21
resnet50,29.639,70.361,46.743,53.257,25.56,224,0.950,bicubic,-50.737,-48.383,-21
resnetblur50,29.611,70.388,48.252,51.748,25.56,224,0.875,bicubic,-49.693,-46.382,+45
resnetv2_50d_gn,29.610,70.391,47.790,52.210,25.57,288,0.950,bicubic,-52.209,-48.132,-96
jx_nest_tiny,29.545,70.455,46.990,53.010,17.06,224,0.875,bicubic,-51.875,-48.627,-81
resnet50_gn,29.537,70.463,48.303,51.697,25.56,224,0.940,bicubic,-50.517,-46.645,+1
efficientnet_em,29.478,70.522,48.938,51.062,6.90,240,0.882,bicubic,-49.772,-45.856,+48
resnext101_32x8d,29.439,70.561,48.488,51.512,88.79,224,0.875,bilinear,-49.877,-46.030,+36
coat_lite_mini,29.431,70.569,47.727,52.273,11.01,224,0.900,bicubic,-49.665,-46.877,+55
gcresnext50ts,29.427,70.573,47.900,52.100,15.67,256,0.900,bicubic,-51.151,-47.270,-40
sebotnet33ts_256,29.425,70.575,47.156,52.844,13.70,256,0.940,bicubic,-51.731,-48.014,-72
deit_small_patch16_224,29.423,70.577,48.240,51.760,22.05,224,0.900,bicubic,-50.437,-46.806,+4
ssl_resnet50,29.415,70.585,49.803,50.197,25.56,224,0.875,bilinear,-49.811,-45.033,+43
cait_xxs24_384,29.391,70.609,48.757,51.243,12.03,384,1.000,bicubic,-51.575,-46.889,-62
nf_regnet_b1,29.391,70.609,49.427,50.573,10.22,288,0.900,bicubic,-49.897,-45.321,+36
resnet34d,29.332,70.668,48.415,51.585,21.82,224,0.875,bicubic,-47.782,-44.965,+139
swin_tiny_patch4_window7_224,29.331,70.669,47.608,52.392,28.29,224,0.900,bicubic,-52.043,-47.936,-89
cait_xxs24_224,29.303,70.697,48.527,51.473,11.96,224,1.000,bicubic,-49.081,-45.783,+81
ecaresnet50d_pruned,29.216,70.784,48.439,51.561,19.94,224,0.875,bicubic,-50.492,-46.441,+6
poolformer_s24,29.163,70.837,48.063,51.937,21.39,224,0.900,bicubic,-51.150,-46.983,-33
tresnet_l_448,29.162,70.838,47.222,52.778,55.99,448,0.875,bilinear,-53.106,-48.760,-139
gluon_inception_v3,29.124,70.876,46.957,53.043,23.83,299,0.875,bicubic,-49.680,-47.413,+55
eca_resnet33ts,29.099,70.901,48.791,51.209,19.68,256,0.900,bicubic,-50.981,-46.179,-20
lambda_resnet50ts,29.093,70.907,46.977,53.023,21.54,256,0.950,bicubic,-52.053,-48.125,-83
xception71,29.036,70.964,47.405,52.595,42.34,299,0.903,bicubic,-50.840,-47.517,-10
hrnet_w64,28.989,71.011,47.138,52.862,128.06,224,0.875,bilinear,-50.483,-47.514,+11
xcit_tiny_12_p8_224,28.959,71.041,47.517,52.483,6.71,224,1.000,bicubic,-50.731,-47.537,-1
regnetz_b16,28.943,71.057,47.248,52.752,9.72,288,0.940,bicubic,-51.771,-48.230,-63
tf_efficientnet_b0_ns,28.900,71.100,49.003,50.997,5.29,224,0.875,bicubic,-49.758,-45.375,+54
tf_efficientnet_b1,28.886,71.114,47.503,52.497,7.79,240,0.882,bicubic,-49.942,-46.695,+46
gluon_resnet101_v1b,28.877,71.123,46.379,53.621,44.55,224,0.875,bicubic,-50.425,-48.141,+18
vit_small_patch32_384,28.877,71.123,48.889,51.111,22.92,384,1.000,bicubic,-51.607,-46.711,-59
resnetv2_50d_evos,28.869,71.131,46.672,53.328,25.59,288,0.950,bicubic,-53.111,-49.238,-134
skresnext50_32x4d,28.823,71.177,46.493,53.507,27.48,224,0.875,bicubic,-51.329,-48.151,-32
sehalonet33ts,28.776,71.224,46.580,53.420,13.69,256,0.940,bicubic,-52.188,-48.692,-82
levit_256,28.747,71.253,46.717,53.283,18.89,224,0.900,bicubic,-52.759,-48.775,-117
tf_efficientnet_lite3,28.662,71.338,47.348,52.652,8.20,300,0.904,bilinear,-51.158,-47.564,-16
skresnet34,28.654,71.346,47.947,52.053,22.28,224,0.875,bicubic,-48.249,-45.372,+127
gluon_seresnext50_32x4d,28.651,71.349,46.440,53.560,27.56,224,0.875,bicubic,-51.263,-48.392,-27
hrnet_w40,28.639,71.361,47.458,52.542,57.56,224,0.875,bilinear,-50.277,-47.016,+33
halonet50ts,28.578,71.422,46.179,53.821,22.73,256,0.940,bicubic,-53.082,-49.433,-130
tf_efficientnetv2_b0,28.574,71.426,47.077,52.923,7.14,224,0.875,bicubic,-49.786,-46.943,+59
tv_resnet152,28.531,71.469,47.114,52.886,60.19,224,0.875,bilinear,-49.785,-46.920,+59
xcit_tiny_12_p16_224,28.523,71.477,47.405,52.595,6.72,224,1.000,bicubic,-48.603,-46.311,+110
repvgg_b2,28.430,71.570,47.040,52.960,89.02,224,0.875,bilinear,-50.362,-47.378,+34
hrnet_w48,28.413,71.587,47.576,52.424,77.47,224,0.875,bilinear,-50.889,-46.936,+4
gluon_resnext50_32x4d,28.383,71.617,45.316,54.684,25.03,224,0.875,bicubic,-50.981,-49.110,-4
efficientnet_b2_pruned,28.360,71.640,47.051,52.949,8.31,260,0.890,bicubic,-51.556,-47.803,-37
tf_efficientnet_b0_ap,28.352,71.648,47.531,52.469,5.29,224,0.875,bicubic,-48.742,-45.725,+108
seresnet33ts,28.346,71.654,47.751,52.249,19.78,256,0.900,bicubic,-52.004,-47.355,-67
dla102x2,28.317,71.683,46.763,53.237,41.28,224,0.875,bilinear,-51.129,-47.869,-12
dla169,28.317,71.683,47.389,52.611,53.39,224,0.875,bilinear,-50.375,-46.951,+30
tf_efficientnet_cc_b0_4e,28.313,71.687,47.368,52.632,13.31,224,0.875,bicubic,-48.989,-45.966,+95
mixnet_xl,28.289,71.711,46.698,53.302,11.90,224,0.875,bicubic,-52.185,-48.236,-79
gluon_resnet50_v1d,28.248,71.752,45.876,54.124,25.58,224,0.875,bicubic,-50.828,-48.596,+10
wide_resnet101_2,28.106,71.894,46.409,53.591,126.89,224,0.875,bilinear,-50.748,-47.881,+19
gluon_resnet101_v1c,28.104,71.896,45.961,54.039,44.57,224,0.875,bicubic,-51.430,-48.619,-23
regnetx_320,28.087,71.913,45.126,54.874,107.81,224,0.875,bicubic,-52.153,-49.896,-63
densenet161,28.085,71.915,46.641,53.359,28.68,224,0.875,bicubic,-49.269,-46.995,+88
regnety_320,28.061,71.939,45.452,54.548,145.05,224,0.875,bicubic,-52.749,-49.792,-99
gernet_s,28.034,71.966,46.735,53.265,8.17,224,0.875,bilinear,-48.874,-46.397,+103
levit_192,28.032,71.968,45.882,54.118,10.95,224,0.900,bicubic,-51.800,-48.904,-43
efficientnet_el_pruned,28.018,71.982,46.790,53.210,10.59,300,0.904,bicubic,-52.284,-48.238,-73
xception41,27.886,72.114,45.886,54.114,26.97,299,0.903,bicubic,-50.624,-48.392,+24
regnetx_160,27.823,72.177,45.625,54.375,54.28,224,0.875,bicubic,-52.027,-49.205,-48
tf_inception_v3,27.778,72.222,45.717,54.283,23.83,299,0.875,bicubic,-50.078,-47.923,+61
res2net101_26w_4s,27.772,72.228,45.167,54.833,45.21,224,0.875,bilinear,-51.424,-49.269,-7
tf_efficientnetv2_b1,27.756,72.243,46.578,53.422,8.14,240,0.882,bicubic,-51.707,-48.146,-30
vit_base_patch16_224_sam,27.713,72.287,45.108,54.892,86.57,224,0.900,bicubic,-52.529,-49.646,-75
fbnetv3_b,27.670,72.330,46.983,53.017,8.60,256,0.950,bilinear,-51.478,-47.763,-9
repvgg_b1,27.652,72.348,46.521,53.479,57.42,224,0.875,bilinear,-50.716,-47.575,+29
hrnet_w44,27.617,72.383,45.837,54.163,67.06,224,0.875,bilinear,-51.283,-48.537,+2
gcresnet33ts,27.587,72.412,46.197,53.803,19.88,256,0.900,bicubic,-52.492,-48.803,-69
inception_v3,27.556,72.444,45.271,54.729,23.83,299,0.875,bicubic,-49.882,-48.203,+70
resmlp_24_224,27.523,72.477,45.700,54.300,30.02,224,0.875,bicubic,-51.859,-48.847,-34
pit_xs_224,27.493,72.507,45.906,54.094,10.62,224,0.900,bicubic,-50.693,-48.258,+33
regnetx_080,27.393,72.607,45.006,54.994,39.57,224,0.875,bicubic,-51.809,-49.548,-18
hrnet_w30,27.387,72.613,46.542,53.458,37.71,224,0.875,bilinear,-50.811,-47.682,+30
hrnet_w32,27.363,72.636,45.982,54.018,41.23,224,0.875,bilinear,-51.084,-48.212,+14
gluon_resnet50_v1s,27.322,72.678,45.226,54.774,25.68,224,0.875,bicubic,-51.390,-49.014,+1
res2net50_26w_8s,27.312,72.688,44.835,55.165,48.40,224,0.875,bilinear,-51.668,-49.459,-11
densenet201,27.265,72.735,46.218,53.782,20.01,224,0.875,bicubic,-50.025,-47.260,+68
densenetblur121d,27.232,72.768,46.293,53.707,8.00,224,0.875,bicubic,-49.352,-46.899,+92
efficientnet_b1_pruned,27.181,72.819,45.864,54.136,6.33,240,0.882,bicubic,-51.059,-47.970,+23
tf_efficientnetv2_b2,27.161,72.839,44.572,55.428,10.10,260,0.890,bicubic,-53.045,-50.471,-87
resnet33ts,27.128,72.872,45.330,54.670,19.68,256,0.900,bicubic,-52.082,-49.242,-28
rexnet_130,27.102,72.898,45.933,54.067,7.56,224,0.875,bicubic,-52.398,-48.751,-52
resnetrs50,27.100,72.900,45.025,54.975,35.69,224,0.910,bicubic,-52.786,-49.941,-74
dla102x,27.057,72.943,45.479,54.521,26.31,224,0.875,bilinear,-51.459,-48.747,-2
resnet32ts,27.047,72.953,45.271,54.729,17.96,256,0.900,bicubic,-51.965,-49.087,-21
gmixer_24_224,27.033,72.967,44.369,55.631,24.72,224,0.875,bicubic,-51.003,-49.301,+24
tv_resnet101,26.959,73.041,45.226,54.774,44.55,224,0.875,bilinear,-50.419,-48.316,+54
regnetx_120,26.870,73.130,44.676,55.324,46.11,224,0.875,bicubic,-52.722,-50.058,-61
resnext50d_32x4d,26.864,73.136,44.448,55.552,25.05,224,0.875,bicubic,-52.806,-50.416,-65
rexnet_100,26.837,73.163,45.365,54.635,4.80,224,0.875,bicubic,-51.021,-48.505,+31
densenet169,26.829,73.171,45.379,54.621,14.15,224,0.875,bicubic,-49.069,-47.651,+92
legacy_seresnext101_32x4d,26.817,73.183,43.502,56.498,48.96,224,0.875,bilinear,-53.407,-51.508,-101
tinynet_a,26.805,73.195,45.104,54.896,6.19,192,0.875,bicubic,-50.845,-48.432,+35
regnetx_064,26.790,73.210,44.921,55.079,26.21,224,0.875,bicubic,-52.276,-49.537,-32
regnety_120,26.786,73.214,44.442,55.558,51.82,224,0.875,bicubic,-53.590,-50.174,-118
regnetx_032,26.705,73.295,45.238,54.762,15.30,224,0.875,bicubic,-51.467,-48.850,+9
densenet121,26.674,73.326,45.890,54.110,7.98,224,0.875,bicubic,-48.910,-46.762,+90
legacy_seresnet152,26.670,73.330,43.949,56.051,66.82,224,0.875,bilinear,-51.982,-50.421,-19
efficientnet_es,26.609,73.391,45.114,54.886,5.44,224,0.875,bicubic,-51.447,-48.822,+10
res2net50_26w_6s,26.593,73.407,43.996,56.004,37.05,224,0.875,bilinear,-51.973,-50.138,-19
repvgg_b1g4,26.579,73.421,45.088,54.912,39.97,224,0.875,bilinear,-51.007,-48.742,+31
dla60x,26.558,73.442,45.025,54.975,17.35,224,0.875,bilinear,-51.686,-48.993,-1
coat_lite_tiny,26.507,73.493,44.644,55.356,5.72,224,0.900,bicubic,-51.007,-49.272,+33
tf_efficientnet_b0,26.487,73.513,45.650,54.350,5.29,224,0.875,bicubic,-50.357,-47.578,+56
mobilenetv3_large_100_miil,26.487,73.513,44.479,55.521,5.48,224,0.875,bilinear,-51.429,-48.427,+13
res2net50_14w_8s,26.475,73.525,44.375,55.625,25.06,224,0.875,bilinear,-51.669,-49.473,0
gluon_resnet50_v1b,26.436,73.564,44.039,55.961,25.56,224,0.875,bicubic,-51.144,-49.683,+27
tf_efficientnet_el,26.353,73.647,44.178,55.822,10.59,300,0.904,bicubic,-53.897,-50.944,-120
lambda_resnet26t,26.338,73.662,44.414,55.586,10.96,256,0.940,bicubic,-52.760,-50.174,-51
levit_128,26.328,73.672,44.120,55.880,9.21,224,0.900,bicubic,-52.164,-49.886,-26
resmlp_big_24_224,26.316,73.684,43.557,56.443,129.14,224,0.875,bicubic,-54.716,-51.462,-169
resmlp_12_distilled_224,26.314,73.686,44.870,55.130,15.35,224,0.875,bicubic,-51.628,-48.688,+4
regnetx_040,26.235,73.764,44.440,55.560,22.12,224,0.875,bicubic,-52.246,-49.804,-28
crossvit_9_dagger_240,26.175,73.825,44.540,55.460,8.78,240,0.875,bicubic,-50.807,-49.070,+41
vit_small_patch32_224,26.163,73.837,45.112,54.888,22.88,224,0.900,bicubic,-49.823,-48.158,+65
dpn68,26.133,73.867,44.230,55.770,12.61,224,0.875,bicubic,-50.173,-48.744,+61
efficientnet_b1,26.057,73.943,44.078,55.922,7.79,256,1.000,bicubic,-52.739,-50.264,-44
lambda_resnet26rpt_256,26.015,73.985,44.184,55.816,10.99,256,0.940,bicubic,-52.953,-50.244,-51
hrnet_w18,25.982,74.018,44.811,55.189,21.30,224,0.875,bilinear,-50.772,-48.629,+45
hardcorenas_f,25.951,74.049,44.222,55.778,8.20,224,0.875,bilinear,-52.147,-49.580,-12
resnet34,25.890,74.110,43.986,56.014,21.80,224,0.875,bilinear,-49.224,-48.298,+78
res2net50_26w_4s,25.862,74.138,43.155,56.845,25.70,224,0.875,bilinear,-52.098,-50.697,-7
tresnet_m_448,25.860,74.140,42.874,57.126,31.39,448,0.875,bilinear,-55.844,-52.698,-219
resnet26t,25.858,74.142,43.951,56.049,16.01,256,0.940,bicubic,-52.004,-49.893,-5
coat_tiny,25.850,74.150,43.276,56.724,5.50,224,0.900,bicubic,-52.580,-50.764,-34
hardcorenas_c,25.821,74.179,44.766,55.234,5.52,224,0.875,bilinear,-51.229,-48.392,+27
gluon_resnet50_v1c,25.782,74.218,43.023,56.977,25.58,224,0.875,bicubic,-52.230,-50.967,-15
halonet26t,25.772,74.228,43.224,56.776,12.48,256,0.950,bicubic,-53.344,-51.087,-71
selecsls60,25.730,74.269,44.066,55.934,30.67,224,0.875,bicubic,-52.245,-49.679,-15
hardcorenas_e,25.666,74.334,43.410,56.590,8.07,224,0.875,bilinear,-52.128,-50.286,-4
dla60_res2net,25.654,74.346,43.595,56.405,20.85,224,0.875,bilinear,-52.808,-50.611,-44
dla60_res2next,25.636,74.364,43.666,56.334,17.03,224,0.875,bilinear,-52.804,-50.484,-43
poolformer_s12,25.634,74.366,44.137,55.863,11.92,224,0.900,bicubic,-51.602,-49.367,+14
ecaresnet26t,25.534,74.466,43.666,56.334,16.01,320,0.950,bicubic,-54.314,-51.420,-121
resmlp_12_224,25.520,74.480,44.340,55.660,15.35,224,0.875,bicubic,-51.136,-48.840,+31
mixnet_l,25.514,74.486,43.461,56.539,7.33,224,0.875,bicubic,-53.462,-50.717,-70
tf_efficientnet_lite1,25.506,74.493,43.579,56.421,5.42,240,0.882,bicubic,-51.133,-49.641,+30
eca_halonext26ts,25.467,74.533,43.196,56.804,10.76,256,0.940,bicubic,-54.023,-51.402,-107
bat_resnext26ts,25.465,74.535,43.204,56.796,10.73,256,0.900,bicubic,-52.785,-50.894,-39
tv_resnext50_32x4d,25.453,74.547,42.781,57.219,25.03,224,0.875,bilinear,-52.163,-50.919,-10
botnet26t_256,25.448,74.552,42.636,57.364,12.49,256,0.950,bicubic,-53.804,-51.892,-92
repvgg_a2,25.436,74.564,43.947,56.053,28.21,224,0.875,bilinear,-51.022,-49.063,+32
tf_mixnet_l,25.422,74.578,42.534,57.466,7.33,224,0.875,bicubic,-53.352,-51.462,-68
hardcorenas_b,25.402,74.598,44.188,55.812,5.18,224,0.875,bilinear,-51.134,-48.566,+27
res2next50,25.391,74.609,42.504,57.496,24.67,224,0.875,bilinear,-52.861,-51.382,-46
selecsls60b,25.337,74.662,43.563,56.437,32.77,224,0.875,bicubic,-53.075,-50.611,-54
legacy_seresnet101,25.332,74.668,42.823,57.177,49.33,224,0.875,bilinear,-53.056,-51.441,-54
dla102,25.316,74.684,43.825,56.175,33.27,224,0.875,bilinear,-52.714,-50.123,-37
resnetv2_50x1_bitm,25.314,74.686,45.356,54.644,25.55,448,1.000,bilinear,-55.028,-50.324,-169
hardcorenas_d,25.310,74.690,43.121,56.879,7.50,224,0.875,bilinear,-52.120,-50.361,-10
resnest14d,25.277,74.723,44.096,55.904,10.61,224,0.875,bilinear,-50.227,-48.424,+38
legacy_seresnext50_32x4d,25.210,74.790,41.938,58.062,27.56,224,0.875,bilinear,-53.858,-52.496,-91
mixer_b16_224,25.121,74.879,41.219,58.781,59.88,224,0.875,bicubic,-51.491,-51.009,+15
res2net50_48w_2s,25.033,74.967,42.198,57.802,25.29,224,0.875,bilinear,-52.487,-51.354,-19
efficientnet_b0,25.013,74.987,42.791,57.209,5.29,224,0.875,bicubic,-52.677,-50.739,-28
gluon_resnet34_v1b,24.937,75.063,42.239,57.761,21.80,224,0.875,bicubic,-49.651,-49.749,+54
mobilenetv2_120d,24.937,75.063,43.060,56.940,5.83,224,0.875,bicubic,-52.357,-50.436,-13
dla60,24.933,75.067,43.304,56.696,22.04,224,0.875,bilinear,-52.097,-50.016,-4
eca_botnext26ts_256,24.862,75.138,42.960,57.040,10.59,256,0.950,bicubic,-54.412,-51.656,-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,24.805,75.195,43.072,56.928,3.05,224,1.000,bicubic,-51.515,-50.016,+14
seresnext26ts,24.689,75.311,43.108,56.892,10.39,256,0.900,bicubic,-53.163,-50.683,-39
eca_resnext26ts,24.662,75.338,42.846,57.154,10.30,256,0.900,bicubic,-52.792,-50.720,-25
tf_efficientnet_lite2,24.532,75.468,42.280,57.720,6.09,260,0.890,bicubic,-52.936,-51.476,-27
skresnet18,24.489,75.511,42.542,57.458,11.96,224,0.875,bicubic,-48.547,-48.626,+62
regnetx_016,24.477,75.523,42.506,57.494,9.19,224,0.875,bicubic,-52.473,-50.916,-10
pit_ti_distilled_224,24.404,75.596,42.732,57.268,5.10,224,0.900,bicubic,-50.128,-49.364,+44
tf_efficientnet_lite0,24.381,75.620,42.490,57.510,4.65,224,0.875,bicubic,-50.451,-49.684,+36
hardcorenas_a,24.361,75.639,43.284,56.716,5.26,224,0.875,bilinear,-51.559,-49.236,+13
tv_resnet50,24.082,75.918,41.312,58.688,25.56,224,0.875,bilinear,-52.052,-51.556,+8
levit_128s,24.060,75.940,41.003,58.997,7.78,224,0.900,bicubic,-52.460,-51.869,+2
legacy_seresnet34,24.027,75.973,41.903,58.097,21.96,224,0.875,bilinear,-50.781,-50.223,+33
xcit_nano_12_p16_384_dist,24.003,75.997,42.320,57.680,3.05,384,1.000,bicubic,-51.453,-50.370,+19
xcit_nano_12_p8_384_dist,23.960,76.040,41.938,58.062,3.05,384,1.000,bicubic,-53.858,-52.106,-49
gcresnext26ts,23.948,76.052,41.355,58.645,10.48,256,0.900,bicubic,-53.872,-52.475,-51
resnet18d,23.930,76.070,42.300,57.700,11.71,224,0.875,bicubic,-48.320,-48.388,+60
efficientnet_lite0,23.909,76.091,42.088,57.912,4.65,224,0.875,bicubic,-51.567,-50.424,+13
resnext26ts,23.866,76.134,41.105,58.895,10.30,256,0.900,bicubic,-52.914,-52.023,-15
tv_densenet121,23.850,76.150,41.921,58.079,7.98,224,0.875,bicubic,-50.894,-50.231,+27
efficientnet_es_pruned,23.830,76.170,41.999,58.001,5.44,224,0.875,bicubic,-51.166,-50.441,+22
mobilenetv2_140,23.718,76.282,41.478,58.522,6.11,224,0.875,bicubic,-52.804,-51.517,-9
mixnet_m,23.710,76.290,41.142,58.858,5.01,224,0.875,bicubic,-53.554,-52.282,-36
dla34,23.671,76.329,41.547,58.453,15.74,224,0.875,bilinear,-50.949,-50.525,+26
legacy_seresnet50,23.655,76.345,40.091,59.909,28.09,224,0.875,bilinear,-53.975,-53.659,-55
ese_vovnet19b_dw,23.534,76.466,41.286,58.714,6.54,224,0.875,bicubic,-53.268,-51.986,-23
tf_mixnet_m,23.483,76.517,40.989,59.011,5.01,224,0.875,bicubic,-53.459,-52.165,-28
tv_resnet34,23.469,76.531,41.364,58.636,21.80,224,0.875,bilinear,-49.837,-50.060,+37
selecsls42b,23.366,76.633,40.677,59.323,32.46,224,0.875,bicubic,-53.808,-52.715,-40
tf_efficientnet_em,23.363,76.637,40.402,59.598,6.90,240,0.882,bicubic,-54.769,-53.642,-82
repvgg_b0,23.319,76.681,41.180,58.820,15.82,224,0.875,bilinear,-51.841,-51.238,+6
xcit_nano_12_p16_224_dist,23.259,76.742,41.363,58.637,3.05,224,1.000,bicubic,-49.044,-49.495,+44
mobilenetv2_110d,23.068,76.932,40.720,59.280,4.52,224,0.875,bicubic,-51.970,-51.464,+8
vit_base_patch32_224_sam,23.048,76.952,39.572,60.428,88.22,224,0.900,bicubic,-50.646,-51.438,+27
tinynet_b,23.015,76.985,40.970,59.030,3.73,188,0.875,bicubic,-51.961,-51.214,+9
deit_tiny_distilled_patch16_224,22.722,77.278,40.773,59.227,5.91,224,0.900,bicubic,-51.790,-51.113,+17
mobilenetv3_large_100,22.655,77.345,40.777,59.223,5.48,224,0.875,bicubic,-53.111,-51.767,-12
mobilenetv3_rw,22.634,77.366,40.372,59.628,5.48,224,0.875,bicubic,-52.998,-52.336,-11
tf_mobilenetv3_large_100,22.561,77.439,39.763,60.237,5.48,224,0.875,bilinear,-52.957,-52.841,-10
mobilevit_s,22.480,77.520,38.641,61.359,5.58,256,0.900,bicubic,-55.832,-55.511,-101
tf_efficientnet_es,22.413,77.587,39.091,60.909,5.44,224,0.875,bicubic,-54.183,-54.113,-31
xcit_nano_12_p8_224,22.406,77.594,40.653,59.347,3.05,224,1.000,bicubic,-51.504,-51.515,+17
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,22.280,77.720,39.669,60.331,5.71,224,0.875,bicubic,-50.834,-52.045,+23
regnety_008,22.117,77.883,38.895,61.105,6.26,224,0.875,bicubic,-54.193,-54.175,-28
seresnext26t_32x4d,21.987,78.013,38.486,61.514,16.81,224,0.875,bicubic,-55.989,-55.344,-92
regnety_006,21.983,78.017,38.955,61.045,6.06,224,0.875,bicubic,-53.267,-53.579,-11
vit_tiny_r_s16_p8_384,21.958,78.042,39.411,60.589,6.36,384,1.000,bicubic,-53.996,-53.853,-26
regnetx_008,21.942,78.058,38.926,61.074,7.26,224,0.875,bicubic,-53.092,-53.414,-7
resnet26d,21.909,78.091,38.615,61.385,16.01,224,0.875,bicubic,-54.795,-54.535,-44
semnasnet_100,21.899,78.101,38.600,61.400,3.89,224,0.875,bicubic,-53.551,-54.000,-17
pit_ti_224,21.865,78.135,39.545,60.455,4.85,224,0.900,bicubic,-51.047,-51.861,+19
regnetx_006,21.738,78.263,38.916,61.084,6.20,224,0.875,bicubic,-52.123,-52.756,+7
vit_tiny_patch16_384,21.720,78.280,39.327,60.673,5.79,384,1.000,bicubic,-56.714,-55.215,-123
crossvit_9_240,21.688,78.312,39.274,60.726,8.55,240,0.875,bicubic,-52.272,-52.694,+3
vgg19_bn,21.628,78.373,39.280,60.720,143.68,224,0.875,bilinear,-52.587,-52.568,-2
ghostnet_100,21.622,78.378,38.692,61.308,5.18,224,0.875,bilinear,-52.352,-52.768,0
semnasnet_075,21.570,78.430,38.924,61.076,2.91,224,0.875,bicubic,-51.401,-52.212,+11
gluon_resnet18_v1b,21.551,78.449,38.887,61.113,11.69,224,0.875,bicubic,-49.283,-50.875,+28
fbnetc_100,21.490,78.510,38.161,61.839,5.57,224,0.875,bilinear,-53.640,-54.224,-22
xcit_nano_12_p16_224,21.433,78.567,39.796,60.204,3.05,224,1.000,bicubic,-48.521,-49.958,+29
mnasnet_100,21.358,78.642,37.717,62.283,4.38,224,0.875,bicubic,-53.300,-54.395,-14
resnet26,21.288,78.713,38.020,61.980,16.00,224,0.875,bicubic,-54.012,-54.558,-28
lcnet_100,21.284,78.716,38.849,61.151,2.95,224,0.875,bicubic,-50.820,-51.527,+16
ssl_resnet18,21.282,78.718,39.111,60.889,11.69,224,0.875,bilinear,-51.326,-52.313,+7
mixnet_s,21.254,78.746,38.189,61.811,4.13,224,0.875,bicubic,-54.738,-54.609,-46
seresnext26d_32x4d,21.250,78.750,37.313,62.687,16.81,224,0.875,bicubic,-56.354,-56.295,-95
legacy_seresnext26_32x4d,21.091,78.909,37.639,62.361,16.79,224,0.875,bicubic,-56.015,-55.679,-76
crossvit_tiny_240,21.048,78.952,38.055,61.945,7.01,240,0.875,bicubic,-52.284,-53.859,-5
regnetx_004,20.900,79.100,37.568,62.432,5.16,224,0.875,bicubic,-51.492,-53.264,+3
spnasnet_100,20.863,79.137,37.896,62.104,4.42,224,0.875,bilinear,-53.221,-53.924,-16
legacy_seresnet18,20.841,79.159,37.615,62.385,11.78,224,0.875,bicubic,-50.901,-52.717,+11
mobilenetv2_100,20.769,79.231,37.761,62.239,3.50,224,0.875,bicubic,-52.201,-53.259,-3
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_224,20.454,79.546,37.605,62.395,5.72,224,0.900,bicubic,-55.008,-55.239,-43
regnety_004,20.411,79.589,36.996,63.004,4.34,224,0.875,bicubic,-53.613,-54.758,-20
hrnet_w18_small,20.368,79.632,37.090,62.910,13.19,224,0.875,bilinear,-51.970,-53.590,-2
tf_mobilenetv3_large_075,20.366,79.634,36.772,63.228,3.99,224,0.875,bilinear,-53.070,-54.572,-16
resnet18,20.228,79.772,37.258,62.742,11.69,224,0.875,bilinear,-49.516,-51.824,+13
mixer_l16_224,20.167,79.833,32.944,67.056,208.20,224,0.875,bicubic,-51.887,-54.718,+1
deit_tiny_patch16_224,20.162,79.838,37.556,62.444,5.72,224,0.900,bicubic,-52.010,-53.558,-2
tf_mobilenetv3_large_minimal_100,20.124,79.876,36.902,63.098,3.92,224,0.875,bilinear,-52.126,-53.728,-4
vgg16_bn,19.957,80.043,36.303,63.697,138.37,224,0.875,bilinear,-53.393,-55.202,-20
vit_tiny_r_s16_p8_224,19.340,80.660,36.053,63.947,6.34,224,0.900,bicubic,-52.452,-54.769,-2
tinynet_c,19.254,80.746,35.994,64.006,2.46,184,0.875,bicubic,-51.974,-53.756,+1
mobilevit_xs,18.289,81.711,33.214,66.787,2.32,256,0.900,bicubic,-56.355,-59.142,-37
lcnet_075,18.163,81.837,34.410,65.590,2.36,224,0.875,bicubic,-50.653,-53.960,+8
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_002,17.462,82.538,32.443,67.557,3.16,224,0.875,bicubic,-52.793,-57.089,-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,-51.803,-56.329,+3
mobilenetv3_small_100,16.809,83.191,32.522,67.478,2.54,224,0.875,bicubic,-50.847,-55.112,+5
tinynet_d,16.677,83.323,32.455,67.545,2.34,152,0.875,bicubic,-50.281,-54.609,+5
mobilenetv2_050,16.670,83.330,31.952,68.048,1.97,224,0.875,bicubic,-49.272,-54.130,+7
mnasnet_small,16.636,83.364,31.921,68.079,2.03,224,0.875,bicubic,-49.570,-54.587,+4
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,-9
vgg11,15.730,84.270,30.453,69.547,132.86,224,0.875,bilinear,-53.298,-58.173,-8
mobilenetv3_small_075,14.956,85.044,29.737,70.263,2.04,224,0.875,bicubic,-50.286,-55.701,+3
tf_mobilenetv3_small_075,14.944,85.056,29.570,70.430,2.04,224,0.875,bilinear,-50.770,-56.564,+1
dla46_c,14.657,85.343,29.378,70.622,1.30,224,0.875,bilinear,-50.209,-56.916,+2
mobilevit_xxs,14.508,85.492,28.670,71.330,1.27,256,0.900,bicubic,-54.412,-60.274,-11
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,12.671,87.329,26.391,73.609,2.04,106,0.875,bicubic,-47.185,-55.373,0
mobilenetv3_small_050,11.034,88.966,23.471,76.529,1.59,224,0.875,bicubic,-46.856,-56.723,0