From 5699e8429f910038633080a8c52d602c5db95d49 Mon Sep 17 00:00:00 2001 From: KushajveerSingh Date: Thu, 9 Jul 2020 16:43:11 +0530 Subject: [PATCH] set precision=2 in param_count --- results/generate_csv_results.py | 2 + results/results-imagenet-a.csv | 476 +++++++++--------- .../results-imagenetv2-matched-frequency.csv | 428 ++++++++-------- results/results-sketch.csv | 476 +++++++++--------- 4 files changed, 692 insertions(+), 690 deletions(-) diff --git a/results/generate_csv_results.py b/results/generate_csv_results.py index 1e1b97cb..ed1cce68 100644 --- a/results/generate_csv_results.py +++ b/results/generate_csv_results.py @@ -44,6 +44,8 @@ def diff(csv_file): results[csv_file]['top1_diff'] = top1_diff results[csv_file]['top5_diff'] = top5_diff + results[csv_file]['param_count'] = results[csv_file]['param_count'].map('{:,.2f}'.format) + results[csv_file].to_csv(csv_file, index=False, float_format='%.3f') for csv_file in results: diff --git a/results/results-imagenet-a.csv b/results/results-imagenet-a.csv index f818c558..004e5253 100644 --- a/results/results-imagenet-a.csv +++ b/results/results-imagenet-a.csv @@ -1,239 +1,239 @@ model,rank_diff,top1,top1_diff,top1_err,top5,top5_diff,top5_err,param_count,img_size,cropt_pct,interpolation -tf_efficientnet_l2_ns_475,+1,62.387,-25.847,37.613,87.107,-11.439,12.893,480.310,475,0.936,bicubic -tf_efficientnet_l2_ns,-1,62.027,-26.325,37.973,87.960,-10.688,12.040,480.310,800,0.960,bicubic -tf_efficientnet_b7_ns,=,45.720,-41.118,54.280,74.200,-23.894,25.800,66.350,600,0.949,bicubic -ig_resnext101_32x48d,+2,41.573,-43.869,58.427,66.613,-30.959,33.387,828.410,224,0.875,bilinear -tf_efficientnet_b6_ns,-1,40.427,-46.035,59.573,68.840,-29.044,31.160,43.040,528,0.942,bicubic -ig_resnext101_32x32d,+5,39.413,-45.679,60.587,63.760,-33.676,36.240,468.530,224,0.875,bilinear -tf_efficientnet_b5_ns,-2,39.013,-47.067,60.987,68.040,-29.714,31.960,30.390,456,0.934,bicubic -ig_resnext101_32x16d,+9,36.053,-48.123,63.947,59.040,-38.156,40.960,194.030,224,0.875,bilinear -swsl_resnext101_32x8d,+5,32.067,-52.227,67.933,59.400,-37.774,40.600,88.790,224,0.875,bilinear -tf_efficientnet_b4_ns,-1,30.800,-54.358,69.200,59.440,-38.028,40.560,19.340,380,0.922,bicubic -tf_efficientnet_b8_ap,-3,29.600,-55.768,70.400,56.933,-40.361,43.067,87.410,672,0.954,bicubic -tf_efficientnet_b8,-5,29.373,-55.997,70.627,57.067,-40.325,42.933,87.410,672,0.954,bicubic -ig_resnext101_32x8d,+16,28.707,-53.981,71.293,52.320,-44.312,47.680,88.790,224,0.875,bilinear -swsl_resnext101_32x16d,+8,27.947,-55.391,72.053,52.320,-44.532,47.680,194.030,224,0.875,bilinear -tf_efficientnet_b7_ap,-5,27.813,-57.305,72.187,54.773,-42.479,45.227,66.350,600,0.949,bicubic -resnest269e,=,27.613,-56.573,72.387,53.107,-43.815,46.893,110.930,416,0.875,bilinear -tresnet_xl_448,+8,26.880,-56.168,73.120,51.093,-45.081,48.907,78.440,448,0.875,bilinear -resnest200e,+2,26.427,-57.407,73.573,51.933,-44.905,48.067,70.200,320,0.875,bilinear -swsl_resnext101_32x4d,+5,25.347,-57.887,74.653,49.627,-47.129,50.373,44.180,224,0.875,bilinear -tf_efficientnet_b7,-8,25.253,-59.679,74.747,51.667,-45.541,48.333,66.350,600,0.949,bicubic -tresnet_l_448,+11,24.573,-57.695,75.427,48.600,-47.378,51.400,55.990,448,0.875,bilinear -tf_efficientnet_b6_ap,-9,24.347,-60.439,75.653,50.427,-46.711,49.573,43.040,528,0.942,bicubic -tf_efficientnet_b6,-5,20.373,-63.739,79.627,45.493,-51.391,54.507,43.040,528,0.942,bicubic -tresnet_m_448,+15,19.680,-62.032,80.320,42.760,-52.810,57.240,31.390,448,0.875,bilinear -tf_efficientnet_b5_ap,-10,19.467,-64.787,80.533,44.720,-52.256,55.280,30.390,456,0.934,bicubic -tf_efficientnet_b3_ns,-7,19.413,-64.641,80.587,44.627,-52.285,55.373,12.230,300,0.904,bicubic -swsl_resnext50_32x4d,+6,18.067,-64.113,81.933,41.867,-54.361,58.133,25.030,224,0.875,bilinear -ssl_resnext101_32x16d,+9,17.213,-64.623,82.787,39.947,-56.147,60.053,194.030,224,0.875,bilinear -tf_efficientnet_b5,-8,17.067,-66.749,82.933,41.907,-54.843,58.093,30.390,456,0.934,bicubic -resnest101e,-3,16.493,-66.397,83.507,40.747,-55.577,59.253,48.280,256,0.875,bilinear -swsl_resnet50,+17,15.987,-65.193,84.013,38.853,-57.133,61.147,25.560,224,0.875,bilinear -ssl_resnext101_32x8d,+9,15.120,-66.506,84.880,37.720,-58.318,62.280,88.790,224,0.875,bilinear -tf_efficientnet_b4_ap,-10,13.680,-69.568,86.320,35.920,-60.468,64.080,19.340,380,0.922,bicubic -ecaresnet101d,=,13.307,-68.859,86.693,35.533,-60.519,64.467,44.570,224,0.875,bicubic -tf_efficientnet_b4,-9,13.307,-69.709,86.693,35.520,-60.778,64.480,19.340,380,0.922,bicubic -pnasnet5large,-8,13.080,-69.660,86.920,32.213,-63.827,67.787,86.060,331,0.875,bicubic -nasnetalarge,-7,12.573,-69.985,87.427,33.413,-62.623,66.587,88.750,331,0.875,bicubic -ssl_resnext101_32x4d,+15,12.120,-68.808,87.880,31.893,-63.835,68.107,44.180,224,0.875,bilinear -tf_efficientnet_b2_ns,-8,11.787,-70.593,88.213,32.960,-63.292,67.040,9.110,260,0.890,bicubic -gluon_senet154,+7,9.907,-71.317,90.093,26.453,-68.903,73.547,115.090,224,0.875,bicubic -resnest50d_4s2x40d,+8,9.787,-71.327,90.213,29.147,-66.421,70.853,30.420,224,0.875,bicubic -ssl_resnext50_32x4d,+30,9.667,-70.661,90.333,28.427,-66.977,71.573,25.030,224,0.875,bilinear -senet154,+3,9.453,-71.851,90.547,26.440,-69.058,73.560,115.090,224,0.875,bilinear -tresnet_xl,-9,9.307,-72.763,90.693,28.413,-67.515,71.587,78.440,224,0.875,bilinear -efficientnet_b3a,-9,9.267,-72.607,90.733,28.427,-67.413,71.573,12.230,320,1.000,bicubic -efficientnet_b3,-3,8.947,-72.551,91.053,28.213,-67.505,71.787,12.230,300,0.904,bicubic -inception_v4,+32,8.920,-71.236,91.080,24.707,-70.267,75.293,42.680,299,0.875,bicubic -gluon_seresnext101_64x4d,+7,8.867,-72.023,91.133,27.320,-67.984,72.680,88.230,224,0.875,bicubic -tf_efficientnet_b1_ns,-4,8.613,-72.773,91.387,27.280,-68.458,72.720,7.790,240,0.882,bicubic -resnest50d_1s4x24d,+1,8.520,-72.470,91.480,26.787,-68.535,73.213,25.680,224,0.875,bicubic -ecaresnet50d,+10,8.507,-72.097,91.493,26.267,-69.055,73.733,25.580,224,0.875,bicubic -gluon_xception65,+45,8.467,-71.137,91.533,25.133,-69.615,74.867,39.920,299,0.875,bicubic -gluon_resnet152_v1d,+11,8.413,-72.057,91.587,23.453,-71.753,76.547,60.210,224,0.875,bicubic -inception_resnet_v2,+11,8.160,-72.300,91.840,23.533,-71.777,76.467,55.840,299,0.897,bicubic -tf_efficientnet_b3_ap,-17,8.133,-73.695,91.867,26.280,-69.344,73.720,12.230,300,0.904,bicubic -gluon_seresnext101_32x4d,-2,8.040,-72.862,91.960,24.733,-70.561,75.267,48.960,224,0.875,bicubic -tf_efficientnet_b3,-17,8.013,-73.627,91.987,25.467,-70.255,74.533,12.230,300,0.904,bicubic -ens_adv_inception_resnet_v2,+25,7.987,-71.989,92.013,23.827,-71.119,76.173,55.840,299,0.897,bicubic -tf_efficientnet_lite4,-17,7.933,-73.595,92.067,25.560,-70.108,74.440,13.010,380,0.920,bilinear -tresnet_l,-16,7.880,-73.608,92.120,25.187,-70.441,74.813,55.990,224,0.875,bilinear -gluon_resnet152_v1s,-11,7.867,-73.145,92.133,23.173,-72.243,76.827,60.320,224,0.875,bicubic -resnest50d,-10,7.747,-73.211,92.253,25.293,-70.089,74.707,27.480,224,0.875,bilinear -gluon_resnext101_64x4d,-1,7.707,-72.895,92.293,23.240,-71.754,76.760,83.460,224,0.875,bicubic -skresnext50_32x4d,+16,7.080,-73.070,92.920,23.027,-71.617,76.973,27.480,224,0.875,bicubic -ssl_resnet50,+45,7.000,-72.228,93.000,23.920,-70.912,76.080,25.560,224,0.875,bilinear -regnety_320,-9,6.920,-73.894,93.080,23.040,-72.200,76.960,145.050,224,0.875,bicubic -ecaresnet101d_pruned,-9,6.800,-74.008,93.200,24.200,-71.428,75.800,24.880,224,0.875,bicubic -ecaresnetlight,-2,6.760,-73.694,93.240,22.560,-72.696,77.440,30.160,224,0.875,bicubic -efficientnet_b2a,-9,6.760,-73.848,93.240,23.493,-71.817,76.507,9.110,288,1.000,bicubic -seresnext101_32x4d,+7,6.413,-73.823,93.587,21.520,-73.508,78.480,48.960,224,0.875,bilinear -efficientnet_b2,-2,6.093,-74.309,93.907,21.933,-73.143,78.067,9.110,260,0.875,bicubic -gluon_resnext101_32x4d,-1,6.040,-74.294,93.960,21.133,-73.793,78.867,44.180,224,0.875,bicubic -regnetx_320,+3,5.987,-74.259,94.013,19.880,-75.142,80.120,107.810,224,0.875,bicubic -ese_vovnet39b,+29,5.973,-73.347,94.027,21.293,-73.417,78.707,24.570,224,0.875,bicubic -gluon_resnet101_v1d,-7,5.920,-74.504,94.080,19.947,-75.073,80.053,44.570,224,0.875,bicubic -gluon_seresnext50_32x4d,+10,5.787,-74.125,94.213,21.427,-73.391,78.573,27.560,224,0.875,bicubic -efficientnet_b3_pruned,-21,5.733,-75.123,94.267,21.360,-73.880,78.640,9.860,300,0.904,bicubic -regnety_160,-3,5.640,-74.660,94.360,19.347,-75.615,80.653,83.590,224,0.875,bicubic -gluon_inception_v3,+47,5.507,-73.297,94.493,19.947,-74.433,80.053,23.830,299,0.875,bicubic -mixnet_xl,-17,5.480,-74.998,94.520,21.093,-73.839,78.907,11.900,224,0.875,bicubic -tresnet_m,-22,5.440,-75.356,94.560,19.960,-74.896,80.040,31.390,224,0.875,bilinear -regnety_120,-12,5.413,-74.969,94.587,19.853,-75.275,80.147,51.820,224,0.875,bicubic -gluon_resnet101_v1s,-9,5.280,-75.020,94.720,19.547,-75.603,80.453,44.670,224,0.875,bicubic -hrnet_w64,+16,5.133,-74.339,94.867,19.453,-75.197,80.547,128.060,224,0.875,bilinear -regnety_080,+2,5.000,-74.868,95.000,18.600,-76.232,81.400,39.180,224,0.875,bicubic -efficientnet_b2_pruned,-2,4.947,-74.971,95.053,19.347,-75.501,80.653,8.310,260,0.890,bicubic -dpn107,-9,4.880,-75.284,95.120,17.613,-77.299,82.387,86.920,224,0.875,bicubic -gluon_resnet152_v1c,-3,4.867,-75.049,95.133,17.773,-77.069,82.227,60.210,224,0.875,bicubic -adv_inception_v3,+76,4.747,-72.833,95.253,17.547,-76.177,82.453,23.830,299,0.875,bicubic -dla102x2,+11,4.747,-74.705,95.253,18.960,-75.684,81.040,41.750,224,0.875,bilinear -tf_inception_v3,+68,4.747,-73.109,95.253,17.747,-75.897,82.253,23.830,299,0.875,bicubic -hrnet_w48,+13,4.720,-74.590,95.280,18.440,-76.078,81.560,77.470,224,0.875,bilinear -dpn131,-4,4.640,-75.188,95.360,16.867,-77.837,83.133,79.250,224,0.875,bicubic -gluon_resnet152_v1b,=,4.587,-75.105,95.413,16.533,-78.205,83.467,60.190,224,0.875,bicubic -ecaresnet50d_pruned,-3,4.547,-75.171,95.453,18.547,-76.343,81.453,19.940,224,0.875,bicubic -dpn92,-14,4.493,-75.523,95.507,18.200,-76.638,81.800,37.670,224,0.875,bicubic -hrnet_w44,+25,4.493,-74.401,95.507,17.347,-77.023,82.653,67.060,224,0.875,bilinear -regnetx_160,-10,4.373,-75.493,95.627,17.093,-77.735,82.907,54.280,224,0.875,bicubic -resnext50d_32x4d,-4,4.347,-75.327,95.653,17.773,-77.095,82.227,25.050,224,0.875,bicubic -xception,+18,4.347,-74.701,95.653,16.760,-77.632,83.240,22.860,299,0.897,bicubic -seresnext50_32x4d,+14,4.280,-74.796,95.720,17.813,-76.621,82.187,27.560,224,0.875,bilinear -resnext50_32x4d,-11,4.253,-75.509,95.747,18.387,-76.213,81.613,25.030,224,0.875,bicubic -tf_efficientnet_cc_b1_8e,+4,4.240,-75.058,95.760,15.947,-78.417,84.053,39.720,240,0.882,bicubic -regnety_064,-11,4.227,-75.485,95.773,17.187,-77.587,82.813,30.580,224,0.875,bicubic -tf_efficientnet_el,-38,4.227,-76.221,95.773,18.173,-76.987,81.827,10.590,300,0.904,bicubic -inception_v3,+64,4.187,-73.249,95.813,16.293,-77.183,83.707,23.830,299,0.875,bicubic -tf_efficientnet_b2_ap,-34,4.173,-76.133,95.827,18.320,-76.708,81.680,9.110,260,0.890,bicubic -seresnet152,+24,4.147,-74.511,95.853,15.893,-78.481,84.107,66.820,224,0.875,bilinear -resnext101_32x8d,-5,4.133,-75.179,95.867,16.987,-77.539,83.013,88.790,224,0.875,bilinear -tf_efficientnet_b0_ns,+23,4.133,-74.519,95.867,17.680,-76.688,82.320,5.290,224,0.875,bicubic -dpn98,-15,4.080,-75.556,95.920,15.947,-78.647,84.053,61.570,224,0.875,bicubic -res2net101_26w_4s,+2,4.000,-75.196,96.000,14.827,-79.613,85.173,45.210,224,0.875,bilinear -efficientnet_b1,+17,3.973,-74.725,96.027,15.760,-78.392,84.240,7.790,240,0.875,bicubic -tf_efficientnet_lite3,-24,3.933,-75.879,96.067,16.520,-78.394,83.480,8.200,300,0.904,bilinear -tf_efficientnet_b2,-34,3.773,-76.317,96.227,16.613,-78.293,83.387,9.110,260,0.890,bicubic -regnety_040,-5,3.747,-75.475,96.253,16.400,-78.256,83.600,20.650,224,0.875,bicubic -hrnet_w30,+31,3.680,-74.516,96.320,15.573,-78.647,84.427,37.710,224,0.875,bilinear -hrnet_w32,+23,3.653,-74.795,96.347,14.787,-79.401,85.213,41.230,224,0.875,bilinear -hrnet_w40,+2,3.653,-75.281,96.347,15.440,-79.026,84.560,57.560,224,0.875,bilinear -regnetx_120,-22,3.627,-75.963,96.373,15.973,-78.767,84.027,46.110,224,0.875,bicubic -seresnext26t_32x4d,+34,3.613,-74.375,96.387,15.893,-77.813,84.107,16.820,224,0.875,bicubic -tf_efficientnet_b1_ap,-13,3.547,-75.731,96.453,15.067,-79.241,84.933,7.790,240,0.882,bicubic -seresnext26tn_32x4d,+31,3.507,-74.483,96.493,15.760,-77.988,84.240,16.810,224,0.875,bicubic -resnest26d,+13,3.493,-74.989,96.507,15.667,-78.623,84.333,17.070,224,0.875,bilinear -dla169,+4,3.467,-75.243,96.533,15.333,-79.005,84.667,53.990,224,0.875,bilinear -gluon_resnext50_32x4d,-24,3.453,-75.903,96.547,16.120,-78.304,83.880,25.030,224,0.875,bicubic -mixnet_l,-7,3.440,-75.536,96.560,15.307,-78.877,84.693,7.330,224,0.875,bicubic -seresnext26d_32x4d,+36,3.400,-74.204,96.600,16.160,-77.452,83.840,16.810,224,0.875,bicubic -res2net50_26w_8s,-17,3.333,-75.877,96.667,14.040,-80.322,85.960,48.400,224,0.875,bilinear -resnetblur50,-22,3.333,-75.957,96.667,15.587,-79.045,84.413,25.560,224,0.875,bicubic -dla102x,+4,3.307,-75.201,96.693,15.120,-79.114,84.880,26.770,224,0.875,bilinear -gluon_resnet101_v1c,-33,3.307,-76.237,96.693,14.120,-80.466,85.880,44.570,224,0.875,bicubic -seresnet101,+10,3.253,-75.143,96.747,15.453,-78.805,84.547,49.330,224,0.875,bilinear -densenetblur121d,+55,3.067,-73.509,96.933,14.280,-78.910,85.720,8.000,224,0.875,bicubic -dla60_res2next,+5,3.040,-75.408,96.960,14.453,-79.691,85.547,17.330,224,0.875,bilinear -regnety_032,-13,3.027,-75.843,96.973,14.240,-80.162,85.760,19.440,224,0.875,bicubic -gluon_resnet50_v1d,-21,3.013,-76.061,96.987,14.627,-79.849,85.373,25.580,224,0.875,bicubic -wide_resnet101_2,-14,2.960,-75.886,97.040,13.947,-80.337,86.053,126.890,224,0.875,bilinear -efficientnet_b1_pruned,+7,2.933,-75.309,97.067,14.413,-79.419,85.587,6.330,240,0.882,bicubic -gluon_resnet50_v1s,-12,2.920,-75.792,97.080,13.120,-81.122,86.880,25.680,224,0.875,bicubic -tf_efficientnet_b1,-16,2.867,-75.965,97.133,13.507,-80.689,86.493,7.790,240,0.882,bicubic -res2net50_26w_6s,-8,2.840,-75.734,97.160,12.600,-81.526,87.400,37.050,224,0.875,bilinear -efficientnet_b0,+18,2.813,-74.879,97.187,13.907,-79.625,86.093,5.290,224,0.875,bicubic -tf_mixnet_l,-17,2.813,-75.957,97.187,13.040,-80.964,86.960,7.330,224,0.875,bicubic -regnetx_064,-28,2.787,-76.279,97.213,13.880,-80.576,86.120,26.210,224,0.875,bicubic -dpn68b,+21,2.707,-74.807,97.293,12.640,-81.182,87.360,12.610,224,0.875,bicubic -selecsls60b,-5,2.693,-75.725,97.307,13.173,-80.993,86.827,32.770,224,0.875,bicubic -tf_efficientnet_cc_b0_8e,+10,2.680,-75.228,97.320,12.773,-80.883,87.227,24.010,224,0.875,bicubic -dla60_res2net,-11,2.640,-75.832,97.360,14.200,-80.004,85.800,21.150,224,0.875,bilinear -gluon_resnet101_v1b,-44,2.627,-76.677,97.373,13.573,-80.951,86.427,44.550,224,0.875,bicubic -dla60x,-6,2.613,-75.629,97.387,13.333,-80.689,86.667,17.650,224,0.875,bilinear -mixnet_m,+25,2.547,-74.709,97.453,12.427,-80.991,87.573,5.010,224,0.875,bicubic -skresnet34,+31,2.520,-74.390,97.480,12.773,-80.543,87.227,22.280,224,0.875,bicubic -efficientnet_es,-3,2.373,-75.681,97.627,13.880,-80.050,86.120,5.440,224,0.875,bicubic -resnet152,-11,2.360,-75.952,97.640,12.200,-81.846,87.800,60.190,224,0.875,bilinear -regnetx_080,-43,2.347,-76.851,97.653,12.693,-81.865,87.307,39.570,224,0.875,bicubic -swsl_resnet18,+64,2.333,-70.953,97.667,11.213,-80.519,88.787,11.690,224,0.875,bilinear -wide_resnet50_2,-19,2.320,-76.148,97.680,11.800,-82.286,88.200,68.880,224,0.875,bilinear -seresnext26_32x4d,+20,2.293,-74.807,97.707,12.440,-80.870,87.560,16.790,224,0.875,bicubic -hrnet_w18,+26,2.267,-74.489,97.733,11.853,-81.589,88.147,21.300,224,0.875,bilinear -dla102,-9,2.253,-75.773,97.747,12.120,-81.830,87.880,33.730,224,0.875,bilinear -resnet50,-43,2.227,-76.805,97.773,11.333,-83.051,88.667,25.560,224,0.875,bicubic -regnety_016,-3,2.173,-75.679,97.827,11.440,-82.276,88.560,11.200,224,0.875,bicubic -regnetx_040,-28,2.160,-76.326,97.840,11.800,-82.442,88.200,22.120,224,0.875,bicubic -resnest14d,+36,2.147,-73.357,97.853,10.400,-82.114,89.600,10.610,224,0.875,bilinear -selecsls60,-10,2.080,-75.902,97.920,12.840,-80.992,87.160,30.670,224,0.875,bicubic -tf_efficientnet_cc_b0_4e,+6,2.080,-75.224,97.920,10.973,-82.359,89.027,13.310,224,0.875,bicubic -res2next50,-21,2.067,-76.175,97.933,11.453,-82.439,88.547,24.670,224,0.875,bilinear -seresnet50,-7,2.067,-75.569,97.933,12.267,-81.485,87.733,28.090,224,0.875,bilinear -densenet161,+2,1.973,-75.375,98.027,10.587,-83.061,89.413,28.680,224,0.875,bicubic -tf_efficientnet_b0_ap,+9,1.960,-75.124,98.040,10.800,-82.454,89.200,5.290,224,0.875,bicubic -regnetx_032,-23,1.920,-76.246,98.080,10.947,-83.133,89.053,15.300,224,0.875,bicubic -tf_efficientnet_em,-42,1.813,-76.885,98.187,11.627,-82.693,88.373,6.900,240,0.882,bicubic -tf_mixnet_m,+8,1.813,-75.137,98.187,10.547,-82.609,89.453,5.010,224,0.875,bicubic -tf_efficientnet_lite2,-6,1.800,-75.660,98.200,11.147,-82.599,88.853,6.090,260,0.890,bicubic -res2net50_14w_8s,-26,1.787,-76.365,98.213,10.347,-83.495,89.653,25.060,224,0.875,bilinear -res2net50_26w_4s,-20,1.773,-76.173,98.227,10.440,-83.412,89.560,25.700,224,0.875,bilinear -mobilenetv3_large_100,+18,1.760,-74.008,98.240,10.293,-82.247,89.707,5.480,224,0.875,bicubic -densenet121,+20,1.733,-73.841,98.267,10.853,-81.803,89.147,7.980,224,0.875,bicubic -tf_efficientnet_b0,+5,1.693,-75.147,98.307,9.733,-83.493,90.267,5.290,224,0.875,bicubic -tv_resnext50_32x4d,-18,1.680,-75.938,98.320,10.600,-83.098,89.400,25.030,224,0.875,bilinear -mobilenetv3_rw,+16,1.667,-73.961,98.333,10.733,-81.977,89.267,5.480,224,0.875,bicubic -resnet101,-12,1.667,-75.707,98.333,9.813,-83.733,90.187,44.550,224,0.875,bilinear -mobilenetv2_120d,-10,1.640,-75.654,98.360,10.453,-83.049,89.547,5.830,224,0.875,bicubic -mixnet_s,+9,1.587,-74.401,98.413,10.253,-82.541,89.747,4.130,224,0.875,bicubic -densenet201,-11,1.547,-75.743,98.453,9.627,-83.851,90.373,20.010,224,0.875,bicubic -gluon_resnet50_v1c,-34,1.547,-76.463,98.453,10.613,-83.375,89.387,25.580,224,0.875,bicubic -semnasnet_100,+14,1.547,-73.909,98.453,9.320,-83.272,90.680,3.890,224,0.875,bicubic -selecsls42b,-11,1.467,-75.709,98.533,10.440,-82.952,89.560,32.460,224,0.875,bicubic -tf_efficientnet_lite1,-2,1.453,-75.185,98.547,9.707,-83.525,90.293,5.420,240,0.882,bicubic -regnety_008,=,1.427,-74.887,98.573,8.947,-84.115,91.053,6.260,224,0.875,bicubic -ssl_resnet18,+32,1.387,-71.213,98.613,8.160,-83.256,91.840,11.690,224,0.875,bilinear -dla60,-12,1.347,-75.677,98.653,9.467,-83.841,90.533,22.330,224,0.875,bilinear -dpn68,-2,1.347,-74.959,98.653,8.813,-84.157,91.187,12.610,224,0.875,bicubic -res2net50_48w_2s,-27,1.307,-76.207,98.693,8.920,-84.628,91.080,25.290,224,0.875,bilinear -tf_mixnet_s,+1,1.280,-74.368,98.720,8.747,-83.889,91.253,4.130,224,0.875,bicubic -mobilenetv2_140,-7,1.253,-75.271,98.747,9.107,-83.883,90.893,6.110,224,0.875,bicubic -fbnetc_100,+8,1.227,-73.893,98.773,8.747,-83.639,91.253,5.570,224,0.875,bilinear -resnet26d,-12,1.227,-75.453,98.773,9.280,-83.886,90.720,16.010,224,0.875,bicubic -densenet169,-5,1.187,-74.725,98.813,8.320,-84.704,91.680,14.150,224,0.875,bicubic -tf_mobilenetv3_large_100,-1,1.187,-74.329,98.813,7.947,-84.653,92.053,5.480,224,0.875,bilinear -gluon_resnet50_v1b,-36,1.160,-76.418,98.840,9.027,-84.691,90.973,25.560,224,0.875,bicubic -seresnet34,+8,1.120,-73.688,98.880,7.400,-84.726,92.600,21.960,224,0.875,bilinear -tf_efficientnet_es,-28,1.120,-76.144,98.880,8.600,-85.000,91.400,5.440,224,0.875,bicubic -spnasnet_100,+11,1.107,-72.973,98.893,8.253,-83.579,91.747,4.420,224,0.875,bilinear -tf_efficientnet_lite0,+4,1.107,-73.735,98.893,7.493,-84.677,92.507,4.650,224,0.875,bicubic -regnetx_016,-24,1.093,-75.837,98.907,8.627,-84.791,91.373,9.190,224,0.875,bicubic -dla34,+6,1.080,-73.556,98.920,7.693,-84.371,92.307,15.780,224,0.875,bilinear -regnety_006,-5,1.053,-74.207,98.947,8.400,-84.128,91.600,6.060,224,0.875,bicubic -regnety_004,+7,1.013,-73.013,98.987,7.333,-84.415,92.667,4.340,224,0.875,bicubic -resnet34,-4,0.987,-74.125,99.013,7.533,-84.755,92.467,21.800,224,0.875,bilinear -mobilenetv2_110d,-4,0.933,-74.119,99.067,8.107,-84.073,91.893,4.520,224,0.875,bicubic -gluon_resnet34_v1b,+2,0.893,-73.687,99.107,6.600,-85.388,93.400,21.800,224,0.875,bicubic -hrnet_w18_small_v2,-9,0.893,-74.233,99.107,7.387,-85.029,92.613,15.600,224,0.875,bilinear -regnetx_008,-6,0.893,-74.129,99.107,6.907,-85.437,93.093,7.260,224,0.875,bicubic -skresnet18,+6,0.880,-72.164,99.120,7.387,-83.791,92.613,11.960,224,0.875,bicubic -mnasnet_100,-4,0.867,-73.789,99.133,7.867,-84.259,92.133,4.380,224,0.875,bicubic -tf_mobilenetv3_large_075,+1,0.867,-72.575,99.133,6.720,-84.632,93.280,3.990,224,0.875,bilinear -regnetx_006,-1,0.760,-73.102,99.240,6.493,-85.187,93.507,6.200,224,0.875,bicubic -tf_mobilenetv3_small_100,+13,0.747,-67.171,99.253,4.667,-82.995,95.333,2.540,224,0.875,bilinear -seresnet18,+7,0.720,-71.038,99.280,6.027,-84.307,93.973,11.780,224,0.875,bicubic -regnetx_004,+3,0.693,-71.713,99.307,5.507,-85.323,94.493,5.160,224,0.875,bicubic -tv_densenet121,-11,0.680,-74.072,99.320,6.907,-85.245,93.093,7.980,224,0.875,bicubic -regnety_002,+6,0.667,-69.615,99.333,5.533,-84.007,94.467,3.160,224,0.875,bicubic -tf_mobilenetv3_small_075,+11,0.627,-65.091,99.373,4.173,-81.963,95.827,2.040,224,0.875,bilinear -resnet26,-23,0.600,-74.692,99.400,6.880,-85.690,93.120,16.000,224,0.875,bicubic -tv_resnet34,-7,0.600,-72.714,99.400,5.520,-85.900,94.480,21.800,224,0.875,bilinear -mobilenetv2_100,-5,0.533,-72.445,99.467,6.187,-84.829,93.813,3.500,224,0.875,bicubic -dla46_c,+8,0.520,-64.358,99.480,4.187,-82.099,95.813,1.310,224,0.875,bilinear -tf_mobilenetv3_large_minimal_100,-3,0.480,-71.764,99.520,4.880,-85.756,95.120,3.920,224,0.875,bilinear -dla60x_c,+3,0.467,-67.441,99.533,5.213,-83.221,94.787,1.340,224,0.875,bilinear -hrnet_w18_small,-6,0.453,-71.889,99.547,4.840,-85.832,95.160,13.190,224,0.875,bilinear -dla46x_c,+2,0.413,-65.567,99.587,4.440,-82.540,95.560,1.080,224,0.875,bilinear -gluon_resnet18_v1b,-5,0.387,-70.443,99.613,4.787,-84.969,95.213,11.690,224,0.875,bicubic -tf_mobilenetv3_small_minimal_100,+3,0.360,-62.538,99.640,2.867,-81.363,97.133,2.040,224,0.875,bilinear -resnet18,-5,0.293,-69.465,99.707,4.040,-85.038,95.960,11.690,224,0.875,bilinear -regnetx_002,-5,0.227,-68.527,99.773,3.987,-84.561,96.013,2.680,224,0.875,bicubic -tv_resnet50,-45,0.000,-76.130,100.000,2.893,-89.969,97.107,25.560,224,0.875,bilinear +tf_efficientnet_l2_ns_475,+1,62.387,-25.847,37.613,87.107,-11.439,12.893,480.31,475,0.936,bicubic +tf_efficientnet_l2_ns,-1,62.027,-26.325,37.973,87.960,-10.688,12.040,480.31,800,0.960,bicubic +tf_efficientnet_b7_ns,=,45.720,-41.118,54.280,74.200,-23.894,25.800,66.35,600,0.949,bicubic +ig_resnext101_32x48d,+2,41.573,-43.869,58.427,66.613,-30.959,33.387,828.41,224,0.875,bilinear +tf_efficientnet_b6_ns,-1,40.427,-46.035,59.573,68.840,-29.044,31.160,43.04,528,0.942,bicubic +ig_resnext101_32x32d,+5,39.413,-45.679,60.587,63.760,-33.676,36.240,468.53,224,0.875,bilinear +tf_efficientnet_b5_ns,-2,39.013,-47.067,60.987,68.040,-29.714,31.960,30.39,456,0.934,bicubic +ig_resnext101_32x16d,+9,36.053,-48.123,63.947,59.040,-38.156,40.960,194.03,224,0.875,bilinear +swsl_resnext101_32x8d,+5,32.067,-52.227,67.933,59.400,-37.774,40.600,88.79,224,0.875,bilinear +tf_efficientnet_b4_ns,-1,30.800,-54.358,69.200,59.440,-38.028,40.560,19.34,380,0.922,bicubic +tf_efficientnet_b8_ap,-3,29.600,-55.768,70.400,56.933,-40.361,43.067,87.41,672,0.954,bicubic +tf_efficientnet_b8,-5,29.373,-55.997,70.627,57.067,-40.325,42.933,87.41,672,0.954,bicubic +ig_resnext101_32x8d,+16,28.707,-53.981,71.293,52.320,-44.312,47.680,88.79,224,0.875,bilinear +swsl_resnext101_32x16d,+8,27.947,-55.391,72.053,52.320,-44.532,47.680,194.03,224,0.875,bilinear +tf_efficientnet_b7_ap,-5,27.813,-57.305,72.187,54.773,-42.479,45.227,66.35,600,0.949,bicubic +resnest269e,=,27.613,-56.573,72.387,53.107,-43.815,46.893,110.93,416,0.875,bilinear +tresnet_xl_448,+8,26.880,-56.168,73.120,51.093,-45.081,48.907,78.44,448,0.875,bilinear +resnest200e,+2,26.427,-57.407,73.573,51.933,-44.905,48.067,70.20,320,0.875,bilinear +swsl_resnext101_32x4d,+5,25.347,-57.887,74.653,49.627,-47.129,50.373,44.18,224,0.875,bilinear +tf_efficientnet_b7,-8,25.253,-59.679,74.747,51.667,-45.541,48.333,66.35,600,0.949,bicubic +tresnet_l_448,+11,24.573,-57.695,75.427,48.600,-47.378,51.400,55.99,448,0.875,bilinear +tf_efficientnet_b6_ap,-9,24.347,-60.439,75.653,50.427,-46.711,49.573,43.04,528,0.942,bicubic +tf_efficientnet_b6,-5,20.373,-63.739,79.627,45.493,-51.391,54.507,43.04,528,0.942,bicubic +tresnet_m_448,+15,19.680,-62.032,80.320,42.760,-52.810,57.240,31.39,448,0.875,bilinear +tf_efficientnet_b5_ap,-10,19.467,-64.787,80.533,44.720,-52.256,55.280,30.39,456,0.934,bicubic +tf_efficientnet_b3_ns,-7,19.413,-64.641,80.587,44.627,-52.285,55.373,12.23,300,0.904,bicubic +swsl_resnext50_32x4d,+6,18.067,-64.113,81.933,41.867,-54.361,58.133,25.03,224,0.875,bilinear +ssl_resnext101_32x16d,+9,17.213,-64.623,82.787,39.947,-56.147,60.053,194.03,224,0.875,bilinear +tf_efficientnet_b5,-8,17.067,-66.749,82.933,41.907,-54.843,58.093,30.39,456,0.934,bicubic +resnest101e,-3,16.493,-66.397,83.507,40.747,-55.577,59.253,48.28,256,0.875,bilinear +swsl_resnet50,+17,15.987,-65.193,84.013,38.853,-57.133,61.147,25.56,224,0.875,bilinear +ssl_resnext101_32x8d,+9,15.120,-66.506,84.880,37.720,-58.318,62.280,88.79,224,0.875,bilinear +tf_efficientnet_b4_ap,-10,13.680,-69.568,86.320,35.920,-60.468,64.080,19.34,380,0.922,bicubic +ecaresnet101d,=,13.307,-68.859,86.693,35.533,-60.519,64.467,44.57,224,0.875,bicubic +tf_efficientnet_b4,-9,13.307,-69.709,86.693,35.520,-60.778,64.480,19.34,380,0.922,bicubic +pnasnet5large,-8,13.080,-69.660,86.920,32.213,-63.827,67.787,86.06,331,0.875,bicubic +nasnetalarge,-7,12.573,-69.985,87.427,33.413,-62.623,66.587,88.75,331,0.875,bicubic +ssl_resnext101_32x4d,+15,12.120,-68.808,87.880,31.893,-63.835,68.107,44.18,224,0.875,bilinear +tf_efficientnet_b2_ns,-8,11.787,-70.593,88.213,32.960,-63.292,67.040,9.11,260,0.890,bicubic +gluon_senet154,+7,9.907,-71.317,90.093,26.453,-68.903,73.547,115.09,224,0.875,bicubic +resnest50d_4s2x40d,+8,9.787,-71.327,90.213,29.147,-66.421,70.853,30.42,224,0.875,bicubic +ssl_resnext50_32x4d,+30,9.667,-70.661,90.333,28.427,-66.977,71.573,25.03,224,0.875,bilinear +senet154,+3,9.453,-71.851,90.547,26.440,-69.058,73.560,115.09,224,0.875,bilinear +tresnet_xl,-9,9.307,-72.763,90.693,28.413,-67.515,71.587,78.44,224,0.875,bilinear +efficientnet_b3a,-9,9.267,-72.607,90.733,28.427,-67.413,71.573,12.23,320,1.000,bicubic +efficientnet_b3,-3,8.947,-72.551,91.053,28.213,-67.505,71.787,12.23,300,0.904,bicubic +inception_v4,+32,8.920,-71.236,91.080,24.707,-70.267,75.293,42.68,299,0.875,bicubic +gluon_seresnext101_64x4d,+7,8.867,-72.023,91.133,27.320,-67.984,72.680,88.23,224,0.875,bicubic +tf_efficientnet_b1_ns,-4,8.613,-72.773,91.387,27.280,-68.458,72.720,7.79,240,0.882,bicubic +resnest50d_1s4x24d,+1,8.520,-72.470,91.480,26.787,-68.535,73.213,25.68,224,0.875,bicubic +ecaresnet50d,+10,8.507,-72.097,91.493,26.267,-69.055,73.733,25.58,224,0.875,bicubic +gluon_xception65,+45,8.467,-71.137,91.533,25.133,-69.615,74.867,39.92,299,0.875,bicubic +gluon_resnet152_v1d,+11,8.413,-72.057,91.587,23.453,-71.753,76.547,60.21,224,0.875,bicubic +inception_resnet_v2,+11,8.160,-72.300,91.840,23.533,-71.777,76.467,55.84,299,0.897,bicubic +tf_efficientnet_b3_ap,-17,8.133,-73.695,91.867,26.280,-69.344,73.720,12.23,300,0.904,bicubic +gluon_seresnext101_32x4d,-2,8.040,-72.862,91.960,24.733,-70.561,75.267,48.96,224,0.875,bicubic +tf_efficientnet_b3,-17,8.013,-73.627,91.987,25.467,-70.255,74.533,12.23,300,0.904,bicubic +ens_adv_inception_resnet_v2,+25,7.987,-71.989,92.013,23.827,-71.119,76.173,55.84,299,0.897,bicubic +tf_efficientnet_lite4,-17,7.933,-73.595,92.067,25.560,-70.108,74.440,13.01,380,0.920,bilinear +tresnet_l,-16,7.880,-73.608,92.120,25.187,-70.441,74.813,55.99,224,0.875,bilinear +gluon_resnet152_v1s,-11,7.867,-73.145,92.133,23.173,-72.243,76.827,60.32,224,0.875,bicubic +resnest50d,-10,7.747,-73.211,92.253,25.293,-70.089,74.707,27.48,224,0.875,bilinear +gluon_resnext101_64x4d,-1,7.707,-72.895,92.293,23.240,-71.754,76.760,83.46,224,0.875,bicubic +skresnext50_32x4d,+16,7.080,-73.070,92.920,23.027,-71.617,76.973,27.48,224,0.875,bicubic +ssl_resnet50,+45,7.000,-72.228,93.000,23.920,-70.912,76.080,25.56,224,0.875,bilinear +regnety_320,-9,6.920,-73.894,93.080,23.040,-72.200,76.960,145.05,224,0.875,bicubic +ecaresnet101d_pruned,-9,6.800,-74.008,93.200,24.200,-71.428,75.800,24.88,224,0.875,bicubic +ecaresnetlight,-2,6.760,-73.694,93.240,22.560,-72.696,77.440,30.16,224,0.875,bicubic +efficientnet_b2a,-9,6.760,-73.848,93.240,23.493,-71.817,76.507,9.11,288,1.000,bicubic +seresnext101_32x4d,+7,6.413,-73.823,93.587,21.520,-73.508,78.480,48.96,224,0.875,bilinear +efficientnet_b2,-2,6.093,-74.309,93.907,21.933,-73.143,78.067,9.11,260,0.875,bicubic +gluon_resnext101_32x4d,-1,6.040,-74.294,93.960,21.133,-73.793,78.867,44.18,224,0.875,bicubic +regnetx_320,+3,5.987,-74.259,94.013,19.880,-75.142,80.120,107.81,224,0.875,bicubic +ese_vovnet39b,+29,5.973,-73.347,94.027,21.293,-73.417,78.707,24.57,224,0.875,bicubic +gluon_resnet101_v1d,-7,5.920,-74.504,94.080,19.947,-75.073,80.053,44.57,224,0.875,bicubic +gluon_seresnext50_32x4d,+10,5.787,-74.125,94.213,21.427,-73.391,78.573,27.56,224,0.875,bicubic +efficientnet_b3_pruned,-21,5.733,-75.123,94.267,21.360,-73.880,78.640,9.86,300,0.904,bicubic +regnety_160,-3,5.640,-74.660,94.360,19.347,-75.615,80.653,83.59,224,0.875,bicubic +gluon_inception_v3,+47,5.507,-73.297,94.493,19.947,-74.433,80.053,23.83,299,0.875,bicubic +mixnet_xl,-17,5.480,-74.998,94.520,21.093,-73.839,78.907,11.90,224,0.875,bicubic +tresnet_m,-22,5.440,-75.356,94.560,19.960,-74.896,80.040,31.39,224,0.875,bilinear +regnety_120,-12,5.413,-74.969,94.587,19.853,-75.275,80.147,51.82,224,0.875,bicubic +gluon_resnet101_v1s,-9,5.280,-75.020,94.720,19.547,-75.603,80.453,44.67,224,0.875,bicubic +hrnet_w64,+16,5.133,-74.339,94.867,19.453,-75.197,80.547,128.06,224,0.875,bilinear +regnety_080,+2,5.000,-74.868,95.000,18.600,-76.232,81.400,39.18,224,0.875,bicubic +efficientnet_b2_pruned,-2,4.947,-74.971,95.053,19.347,-75.501,80.653,8.31,260,0.890,bicubic +dpn107,-9,4.880,-75.284,95.120,17.613,-77.299,82.387,86.92,224,0.875,bicubic +gluon_resnet152_v1c,-3,4.867,-75.049,95.133,17.773,-77.069,82.227,60.21,224,0.875,bicubic +adv_inception_v3,+76,4.747,-72.833,95.253,17.547,-76.177,82.453,23.83,299,0.875,bicubic +dla102x2,+11,4.747,-74.705,95.253,18.960,-75.684,81.040,41.75,224,0.875,bilinear +tf_inception_v3,+68,4.747,-73.109,95.253,17.747,-75.897,82.253,23.83,299,0.875,bicubic +hrnet_w48,+13,4.720,-74.590,95.280,18.440,-76.078,81.560,77.47,224,0.875,bilinear +dpn131,-4,4.640,-75.188,95.360,16.867,-77.837,83.133,79.25,224,0.875,bicubic +gluon_resnet152_v1b,=,4.587,-75.105,95.413,16.533,-78.205,83.467,60.19,224,0.875,bicubic +ecaresnet50d_pruned,-3,4.547,-75.171,95.453,18.547,-76.343,81.453,19.94,224,0.875,bicubic +dpn92,-14,4.493,-75.523,95.507,18.200,-76.638,81.800,37.67,224,0.875,bicubic +hrnet_w44,+25,4.493,-74.401,95.507,17.347,-77.023,82.653,67.06,224,0.875,bilinear +regnetx_160,-10,4.373,-75.493,95.627,17.093,-77.735,82.907,54.28,224,0.875,bicubic +resnext50d_32x4d,-4,4.347,-75.327,95.653,17.773,-77.095,82.227,25.05,224,0.875,bicubic +xception,+18,4.347,-74.701,95.653,16.760,-77.632,83.240,22.86,299,0.897,bicubic +seresnext50_32x4d,+14,4.280,-74.796,95.720,17.813,-76.621,82.187,27.56,224,0.875,bilinear +resnext50_32x4d,-11,4.253,-75.509,95.747,18.387,-76.213,81.613,25.03,224,0.875,bicubic +tf_efficientnet_cc_b1_8e,+4,4.240,-75.058,95.760,15.947,-78.417,84.053,39.72,240,0.882,bicubic +regnety_064,-11,4.227,-75.485,95.773,17.187,-77.587,82.813,30.58,224,0.875,bicubic +tf_efficientnet_el,-38,4.227,-76.221,95.773,18.173,-76.987,81.827,10.59,300,0.904,bicubic +inception_v3,+64,4.187,-73.249,95.813,16.293,-77.183,83.707,23.83,299,0.875,bicubic +tf_efficientnet_b2_ap,-34,4.173,-76.133,95.827,18.320,-76.708,81.680,9.11,260,0.890,bicubic +seresnet152,+24,4.147,-74.511,95.853,15.893,-78.481,84.107,66.82,224,0.875,bilinear +resnext101_32x8d,-5,4.133,-75.179,95.867,16.987,-77.539,83.013,88.79,224,0.875,bilinear +tf_efficientnet_b0_ns,+23,4.133,-74.519,95.867,17.680,-76.688,82.320,5.29,224,0.875,bicubic +dpn98,-15,4.080,-75.556,95.920,15.947,-78.647,84.053,61.57,224,0.875,bicubic +res2net101_26w_4s,+2,4.000,-75.196,96.000,14.827,-79.613,85.173,45.21,224,0.875,bilinear +efficientnet_b1,+17,3.973,-74.725,96.027,15.760,-78.392,84.240,7.79,240,0.875,bicubic +tf_efficientnet_lite3,-24,3.933,-75.879,96.067,16.520,-78.394,83.480,8.20,300,0.904,bilinear +tf_efficientnet_b2,-34,3.773,-76.317,96.227,16.613,-78.293,83.387,9.11,260,0.890,bicubic +regnety_040,-5,3.747,-75.475,96.253,16.400,-78.256,83.600,20.65,224,0.875,bicubic +hrnet_w30,+31,3.680,-74.516,96.320,15.573,-78.647,84.427,37.71,224,0.875,bilinear +hrnet_w32,+23,3.653,-74.795,96.347,14.787,-79.401,85.213,41.23,224,0.875,bilinear +hrnet_w40,+2,3.653,-75.281,96.347,15.440,-79.026,84.560,57.56,224,0.875,bilinear +regnetx_120,-22,3.627,-75.963,96.373,15.973,-78.767,84.027,46.11,224,0.875,bicubic +seresnext26t_32x4d,+34,3.613,-74.375,96.387,15.893,-77.813,84.107,16.82,224,0.875,bicubic +tf_efficientnet_b1_ap,-13,3.547,-75.731,96.453,15.067,-79.241,84.933,7.79,240,0.882,bicubic +seresnext26tn_32x4d,+31,3.507,-74.483,96.493,15.760,-77.988,84.240,16.81,224,0.875,bicubic +resnest26d,+13,3.493,-74.989,96.507,15.667,-78.623,84.333,17.07,224,0.875,bilinear +dla169,+4,3.467,-75.243,96.533,15.333,-79.005,84.667,53.99,224,0.875,bilinear +gluon_resnext50_32x4d,-24,3.453,-75.903,96.547,16.120,-78.304,83.880,25.03,224,0.875,bicubic +mixnet_l,-7,3.440,-75.536,96.560,15.307,-78.877,84.693,7.33,224,0.875,bicubic +seresnext26d_32x4d,+36,3.400,-74.204,96.600,16.160,-77.452,83.840,16.81,224,0.875,bicubic +res2net50_26w_8s,-17,3.333,-75.877,96.667,14.040,-80.322,85.960,48.40,224,0.875,bilinear +resnetblur50,-22,3.333,-75.957,96.667,15.587,-79.045,84.413,25.56,224,0.875,bicubic +dla102x,+4,3.307,-75.201,96.693,15.120,-79.114,84.880,26.77,224,0.875,bilinear +gluon_resnet101_v1c,-33,3.307,-76.237,96.693,14.120,-80.466,85.880,44.57,224,0.875,bicubic +seresnet101,+10,3.253,-75.143,96.747,15.453,-78.805,84.547,49.33,224,0.875,bilinear +densenetblur121d,+55,3.067,-73.509,96.933,14.280,-78.910,85.720,8.00,224,0.875,bicubic +dla60_res2next,+5,3.040,-75.408,96.960,14.453,-79.691,85.547,17.33,224,0.875,bilinear +regnety_032,-13,3.027,-75.843,96.973,14.240,-80.162,85.760,19.44,224,0.875,bicubic +gluon_resnet50_v1d,-21,3.013,-76.061,96.987,14.627,-79.849,85.373,25.58,224,0.875,bicubic +wide_resnet101_2,-14,2.960,-75.886,97.040,13.947,-80.337,86.053,126.89,224,0.875,bilinear +efficientnet_b1_pruned,+7,2.933,-75.309,97.067,14.413,-79.419,85.587,6.33,240,0.882,bicubic +gluon_resnet50_v1s,-12,2.920,-75.792,97.080,13.120,-81.122,86.880,25.68,224,0.875,bicubic +tf_efficientnet_b1,-16,2.867,-75.965,97.133,13.507,-80.689,86.493,7.79,240,0.882,bicubic +res2net50_26w_6s,-8,2.840,-75.734,97.160,12.600,-81.526,87.400,37.05,224,0.875,bilinear +efficientnet_b0,+18,2.813,-74.879,97.187,13.907,-79.625,86.093,5.29,224,0.875,bicubic +tf_mixnet_l,-17,2.813,-75.957,97.187,13.040,-80.964,86.960,7.33,224,0.875,bicubic +regnetx_064,-28,2.787,-76.279,97.213,13.880,-80.576,86.120,26.21,224,0.875,bicubic +dpn68b,+21,2.707,-74.807,97.293,12.640,-81.182,87.360,12.61,224,0.875,bicubic +selecsls60b,-5,2.693,-75.725,97.307,13.173,-80.993,86.827,32.77,224,0.875,bicubic +tf_efficientnet_cc_b0_8e,+10,2.680,-75.228,97.320,12.773,-80.883,87.227,24.01,224,0.875,bicubic +dla60_res2net,-11,2.640,-75.832,97.360,14.200,-80.004,85.800,21.15,224,0.875,bilinear +gluon_resnet101_v1b,-44,2.627,-76.677,97.373,13.573,-80.951,86.427,44.55,224,0.875,bicubic +dla60x,-6,2.613,-75.629,97.387,13.333,-80.689,86.667,17.65,224,0.875,bilinear +mixnet_m,+25,2.547,-74.709,97.453,12.427,-80.991,87.573,5.01,224,0.875,bicubic +skresnet34,+31,2.520,-74.390,97.480,12.773,-80.543,87.227,22.28,224,0.875,bicubic +efficientnet_es,-3,2.373,-75.681,97.627,13.880,-80.050,86.120,5.44,224,0.875,bicubic +resnet152,-11,2.360,-75.952,97.640,12.200,-81.846,87.800,60.19,224,0.875,bilinear +regnetx_080,-43,2.347,-76.851,97.653,12.693,-81.865,87.307,39.57,224,0.875,bicubic +swsl_resnet18,+64,2.333,-70.953,97.667,11.213,-80.519,88.787,11.69,224,0.875,bilinear +wide_resnet50_2,-19,2.320,-76.148,97.680,11.800,-82.286,88.200,68.88,224,0.875,bilinear +seresnext26_32x4d,+20,2.293,-74.807,97.707,12.440,-80.870,87.560,16.79,224,0.875,bicubic +hrnet_w18,+26,2.267,-74.489,97.733,11.853,-81.589,88.147,21.30,224,0.875,bilinear +dla102,-9,2.253,-75.773,97.747,12.120,-81.830,87.880,33.73,224,0.875,bilinear +resnet50,-43,2.227,-76.805,97.773,11.333,-83.051,88.667,25.56,224,0.875,bicubic +regnety_016,-3,2.173,-75.679,97.827,11.440,-82.276,88.560,11.20,224,0.875,bicubic +regnetx_040,-28,2.160,-76.326,97.840,11.800,-82.442,88.200,22.12,224,0.875,bicubic +resnest14d,+36,2.147,-73.357,97.853,10.400,-82.114,89.600,10.61,224,0.875,bilinear +selecsls60,-10,2.080,-75.902,97.920,12.840,-80.992,87.160,30.67,224,0.875,bicubic +tf_efficientnet_cc_b0_4e,+6,2.080,-75.224,97.920,10.973,-82.359,89.027,13.31,224,0.875,bicubic +res2next50,-21,2.067,-76.175,97.933,11.453,-82.439,88.547,24.67,224,0.875,bilinear +seresnet50,-7,2.067,-75.569,97.933,12.267,-81.485,87.733,28.09,224,0.875,bilinear +densenet161,+2,1.973,-75.375,98.027,10.587,-83.061,89.413,28.68,224,0.875,bicubic +tf_efficientnet_b0_ap,+9,1.960,-75.124,98.040,10.800,-82.454,89.200,5.29,224,0.875,bicubic +regnetx_032,-23,1.920,-76.246,98.080,10.947,-83.133,89.053,15.30,224,0.875,bicubic +tf_efficientnet_em,-42,1.813,-76.885,98.187,11.627,-82.693,88.373,6.90,240,0.882,bicubic +tf_mixnet_m,+8,1.813,-75.137,98.187,10.547,-82.609,89.453,5.01,224,0.875,bicubic +tf_efficientnet_lite2,-6,1.800,-75.660,98.200,11.147,-82.599,88.853,6.09,260,0.890,bicubic +res2net50_14w_8s,-26,1.787,-76.365,98.213,10.347,-83.495,89.653,25.06,224,0.875,bilinear +res2net50_26w_4s,-20,1.773,-76.173,98.227,10.440,-83.412,89.560,25.70,224,0.875,bilinear +mobilenetv3_large_100,+18,1.760,-74.008,98.240,10.293,-82.247,89.707,5.48,224,0.875,bicubic +densenet121,+20,1.733,-73.841,98.267,10.853,-81.803,89.147,7.98,224,0.875,bicubic +tf_efficientnet_b0,+5,1.693,-75.147,98.307,9.733,-83.493,90.267,5.29,224,0.875,bicubic +tv_resnext50_32x4d,-18,1.680,-75.938,98.320,10.600,-83.098,89.400,25.03,224,0.875,bilinear +mobilenetv3_rw,+16,1.667,-73.961,98.333,10.733,-81.977,89.267,5.48,224,0.875,bicubic +resnet101,-12,1.667,-75.707,98.333,9.813,-83.733,90.187,44.55,224,0.875,bilinear +mobilenetv2_120d,-10,1.640,-75.654,98.360,10.453,-83.049,89.547,5.83,224,0.875,bicubic +mixnet_s,+9,1.587,-74.401,98.413,10.253,-82.541,89.747,4.13,224,0.875,bicubic +densenet201,-11,1.547,-75.743,98.453,9.627,-83.851,90.373,20.01,224,0.875,bicubic +gluon_resnet50_v1c,-34,1.547,-76.463,98.453,10.613,-83.375,89.387,25.58,224,0.875,bicubic +semnasnet_100,+14,1.547,-73.909,98.453,9.320,-83.272,90.680,3.89,224,0.875,bicubic +selecsls42b,-11,1.467,-75.709,98.533,10.440,-82.952,89.560,32.46,224,0.875,bicubic +tf_efficientnet_lite1,-2,1.453,-75.185,98.547,9.707,-83.525,90.293,5.42,240,0.882,bicubic +regnety_008,=,1.427,-74.887,98.573,8.947,-84.115,91.053,6.26,224,0.875,bicubic +ssl_resnet18,+32,1.387,-71.213,98.613,8.160,-83.256,91.840,11.69,224,0.875,bilinear +dla60,-12,1.347,-75.677,98.653,9.467,-83.841,90.533,22.33,224,0.875,bilinear +dpn68,-2,1.347,-74.959,98.653,8.813,-84.157,91.187,12.61,224,0.875,bicubic +res2net50_48w_2s,-27,1.307,-76.207,98.693,8.920,-84.628,91.080,25.29,224,0.875,bilinear +tf_mixnet_s,+1,1.280,-74.368,98.720,8.747,-83.889,91.253,4.13,224,0.875,bicubic +mobilenetv2_140,-7,1.253,-75.271,98.747,9.107,-83.883,90.893,6.11,224,0.875,bicubic +fbnetc_100,+8,1.227,-73.893,98.773,8.747,-83.639,91.253,5.57,224,0.875,bilinear +resnet26d,-12,1.227,-75.453,98.773,9.280,-83.886,90.720,16.01,224,0.875,bicubic +densenet169,-5,1.187,-74.725,98.813,8.320,-84.704,91.680,14.15,224,0.875,bicubic +tf_mobilenetv3_large_100,-1,1.187,-74.329,98.813,7.947,-84.653,92.053,5.48,224,0.875,bilinear +gluon_resnet50_v1b,-36,1.160,-76.418,98.840,9.027,-84.691,90.973,25.56,224,0.875,bicubic +seresnet34,+8,1.120,-73.688,98.880,7.400,-84.726,92.600,21.96,224,0.875,bilinear +tf_efficientnet_es,-28,1.120,-76.144,98.880,8.600,-85.000,91.400,5.44,224,0.875,bicubic +spnasnet_100,+11,1.107,-72.973,98.893,8.253,-83.579,91.747,4.42,224,0.875,bilinear +tf_efficientnet_lite0,+4,1.107,-73.735,98.893,7.493,-84.677,92.507,4.65,224,0.875,bicubic +regnetx_016,-24,1.093,-75.837,98.907,8.627,-84.791,91.373,9.19,224,0.875,bicubic +dla34,+6,1.080,-73.556,98.920,7.693,-84.371,92.307,15.78,224,0.875,bilinear +regnety_006,-5,1.053,-74.207,98.947,8.400,-84.128,91.600,6.06,224,0.875,bicubic +regnety_004,+7,1.013,-73.013,98.987,7.333,-84.415,92.667,4.34,224,0.875,bicubic +resnet34,-4,0.987,-74.125,99.013,7.533,-84.755,92.467,21.80,224,0.875,bilinear +mobilenetv2_110d,-4,0.933,-74.119,99.067,8.107,-84.073,91.893,4.52,224,0.875,bicubic +gluon_resnet34_v1b,+2,0.893,-73.687,99.107,6.600,-85.388,93.400,21.80,224,0.875,bicubic +hrnet_w18_small_v2,-9,0.893,-74.233,99.107,7.387,-85.029,92.613,15.60,224,0.875,bilinear +regnetx_008,-6,0.893,-74.129,99.107,6.907,-85.437,93.093,7.26,224,0.875,bicubic +skresnet18,+6,0.880,-72.164,99.120,7.387,-83.791,92.613,11.96,224,0.875,bicubic +mnasnet_100,-4,0.867,-73.789,99.133,7.867,-84.259,92.133,4.38,224,0.875,bicubic +tf_mobilenetv3_large_075,+1,0.867,-72.575,99.133,6.720,-84.632,93.280,3.99,224,0.875,bilinear +regnetx_006,-1,0.760,-73.102,99.240,6.493,-85.187,93.507,6.20,224,0.875,bicubic +tf_mobilenetv3_small_100,+13,0.747,-67.171,99.253,4.667,-82.995,95.333,2.54,224,0.875,bilinear +seresnet18,+7,0.720,-71.038,99.280,6.027,-84.307,93.973,11.78,224,0.875,bicubic +regnetx_004,+3,0.693,-71.713,99.307,5.507,-85.323,94.493,5.16,224,0.875,bicubic +tv_densenet121,-11,0.680,-74.072,99.320,6.907,-85.245,93.093,7.98,224,0.875,bicubic +regnety_002,+6,0.667,-69.615,99.333,5.533,-84.007,94.467,3.16,224,0.875,bicubic +tf_mobilenetv3_small_075,+11,0.627,-65.091,99.373,4.173,-81.963,95.827,2.04,224,0.875,bilinear +resnet26,-23,0.600,-74.692,99.400,6.880,-85.690,93.120,16.00,224,0.875,bicubic +tv_resnet34,-7,0.600,-72.714,99.400,5.520,-85.900,94.480,21.80,224,0.875,bilinear +mobilenetv2_100,-5,0.533,-72.445,99.467,6.187,-84.829,93.813,3.50,224,0.875,bicubic +dla46_c,+8,0.520,-64.358,99.480,4.187,-82.099,95.813,1.31,224,0.875,bilinear +tf_mobilenetv3_large_minimal_100,-3,0.480,-71.764,99.520,4.880,-85.756,95.120,3.92,224,0.875,bilinear +dla60x_c,+3,0.467,-67.441,99.533,5.213,-83.221,94.787,1.34,224,0.875,bilinear +hrnet_w18_small,-6,0.453,-71.889,99.547,4.840,-85.832,95.160,13.19,224,0.875,bilinear +dla46x_c,+2,0.413,-65.567,99.587,4.440,-82.540,95.560,1.08,224,0.875,bilinear +gluon_resnet18_v1b,-5,0.387,-70.443,99.613,4.787,-84.969,95.213,11.69,224,0.875,bicubic +tf_mobilenetv3_small_minimal_100,+3,0.360,-62.538,99.640,2.867,-81.363,97.133,2.04,224,0.875,bilinear +resnet18,-5,0.293,-69.465,99.707,4.040,-85.038,95.960,11.69,224,0.875,bilinear +regnetx_002,-5,0.227,-68.527,99.773,3.987,-84.561,96.013,2.68,224,0.875,bicubic +tv_resnet50,-45,0.000,-76.130,100.000,2.893,-89.969,97.107,25.56,224,0.875,bilinear diff --git a/results/results-imagenetv2-matched-frequency.csv b/results/results-imagenetv2-matched-frequency.csv index ecff9752..d52a372a 100644 --- a/results/results-imagenetv2-matched-frequency.csv +++ b/results/results-imagenetv2-matched-frequency.csv @@ -1,215 +1,215 @@ model,rank_diff,top1,top1_diff,top1_err,top5,top5_diff,top5_err,param_count,img_size,cropt_pct,interpolation -tf_efficientnet_l2_ns_475,+1,80.470,-7.764,19.530,95.730,-2.816,4.270,480.310,475,0.936,bicubic -tf_efficientnet_l2_ns,-1,80.250,-8.102,19.750,95.850,-2.798,4.150,480.310,800,0.960,bicubic -tf_efficientnet_b7_ns,=,78.520,-8.318,21.480,94.370,-3.724,5.630,66.350,600,0.949,bicubic -tf_efficientnet_b6_ns,=,77.280,-9.182,22.720,93.890,-3.994,6.110,43.040,528,0.942,bicubic -ig_resnext101_32x48d,+1,76.870,-8.572,23.130,93.320,-4.252,6.680,828.410,224,0.875,bilinear -ig_resnext101_32x32d,+5,76.840,-8.252,23.160,93.190,-4.246,6.810,468.530,224,0.875,bilinear -tf_efficientnet_b5_ns,-2,76.820,-9.260,23.180,93.580,-4.174,6.420,30.390,456,0.934,bicubic -tf_efficientnet_b7_ap,+2,76.090,-9.028,23.910,92.970,-4.282,7.030,66.350,600,0.949,bicubic -tf_efficientnet_b8_ap,-1,76.090,-9.278,23.910,92.730,-4.564,7.270,87.410,672,0.954,bicubic -ig_resnext101_32x16d,+7,75.710,-8.466,24.290,92.900,-4.296,7.100,194.030,224,0.875,bilinear -tf_efficientnet_b4_ns,-2,75.690,-9.468,24.310,93.040,-4.428,6.960,19.340,380,0.922,bicubic -swsl_resnext101_32x8d,+2,75.450,-8.844,24.550,92.750,-4.424,7.250,88.790,224,0.875,bilinear -tf_efficientnet_b6_ap,=,75.380,-9.406,24.620,92.440,-4.698,7.560,43.040,528,0.942,bicubic -tf_efficientnet_b8,-7,74.930,-10.440,25.070,92.320,-5.072,7.680,87.410,672,0.954,bicubic -tf_efficientnet_b7,-3,74.720,-10.212,25.280,92.220,-4.988,7.780,66.350,600,0.949,bicubic -tf_efficientnet_b5_ap,-1,74.590,-9.664,25.410,91.990,-4.986,8.010,30.390,456,0.934,bicubic -swsl_resnext101_32x4d,+7,74.150,-9.084,25.850,91.990,-4.766,8.010,44.180,224,0.875,bilinear -swsl_resnext101_32x16d,+4,74.010,-9.328,25.990,92.170,-4.682,7.830,194.030,224,0.875,bilinear -resnest200e,+1,73.930,-9.904,26.070,91.580,-5.258,8.420,70.200,320,0.875,bilinear -tf_efficientnet_b6,-2,73.900,-10.212,26.100,91.750,-5.134,8.250,43.040,528,0.942,bicubic -tf_efficientnet_b3_ns,-2,73.870,-10.184,26.130,91.860,-5.052,8.140,12.230,300,0.904,bicubic -ig_resnext101_32x8d,+7,73.660,-9.028,26.340,92.150,-4.482,7.850,88.790,224,0.875,bilinear -tf_efficientnet_b5,-2,73.540,-10.276,26.460,91.460,-5.290,8.540,30.390,456,0.934,bicubic -resnest269e,-8,73.460,-10.726,26.540,91.680,-5.242,8.320,110.930,416,0.875,bilinear -tf_efficientnet_b4_ap,-2,72.890,-10.358,27.110,90.980,-5.408,9.020,19.340,380,0.922,bicubic -swsl_resnext50_32x4d,+7,72.580,-9.600,27.420,90.840,-5.388,9.160,25.030,224,0.875,bilinear -resnest101e,=,72.550,-10.340,27.450,90.810,-5.514,9.190,48.280,256,0.875,bilinear -tresnet_xl_448,-3,72.550,-10.498,27.450,90.310,-5.864,9.690,78.440,448,0.875,bilinear -pnasnet5large,-1,72.370,-10.370,27.630,90.260,-5.780,9.740,86.060,331,0.875,bicubic -nasnetalarge,=,72.310,-10.248,27.690,90.510,-5.526,9.490,88.750,331,0.875,bicubic -tf_efficientnet_b4,-5,72.280,-10.736,27.720,90.600,-5.698,9.400,19.340,380,0.922,bicubic -tf_efficientnet_b2_ns,-1,72.270,-10.110,27.730,91.090,-5.162,8.910,9.110,260,0.890,bicubic -swsl_resnet50,+15,71.690,-9.490,28.310,90.510,-5.476,9.490,25.560,224,0.875,bilinear -tresnet_xl,+1,71.650,-10.420,28.350,89.630,-6.298,10.370,78.440,224,0.875,bilinear -tresnet_l_448,-3,71.600,-10.668,28.400,90.060,-5.918,9.940,55.990,448,0.875,bilinear -ecaresnet101d,-2,71.500,-10.666,28.500,90.310,-5.742,9.690,44.570,224,0.875,bicubic -ssl_resnext101_32x8d,+4,71.490,-10.136,28.510,90.470,-5.568,9.530,88.790,224,0.875,bilinear -ssl_resnext101_32x16d,-1,71.400,-10.436,28.600,90.550,-5.544,9.450,194.030,224,0.875,bilinear -tresnet_m_448,=,71.000,-10.712,29.000,88.680,-6.890,11.320,31.390,448,0.875,bilinear -resnest50d_4s2x40d,+9,70.940,-10.174,29.060,89.710,-5.858,10.290,30.420,224,0.875,bicubic -tf_efficientnet_b3_ap,-3,70.920,-10.908,29.080,89.430,-6.194,10.570,12.230,300,0.904,bicubic -efficientnet_b3a,-6,70.870,-11.004,29.130,89.720,-6.120,10.280,12.230,320,1.000,bicubic -tf_efficientnet_b1_ns,+2,70.850,-10.536,29.150,90.110,-5.628,9.890,7.790,240,0.882,bicubic -tresnet_l,=,70.830,-10.658,29.170,89.610,-6.018,10.390,55.990,224,0.875,bilinear -efficientnet_b3,-2,70.760,-10.738,29.240,89.840,-5.878,10.160,12.230,300,0.904,bicubic -tf_efficientnet_b3,-6,70.620,-11.020,29.380,89.440,-6.282,10.560,12.230,300,0.904,bicubic -gluon_senet154,=,70.600,-10.624,29.400,88.920,-6.436,11.080,115.090,224,0.875,bicubic -ssl_resnext101_32x4d,+5,70.500,-10.428,29.500,89.760,-5.968,10.240,44.180,224,0.875,bilinear -senet154,-3,70.480,-10.824,29.520,88.990,-6.508,11.010,115.090,224,0.875,bilinear -gluon_seresnext101_64x4d,+5,70.440,-10.450,29.560,89.350,-5.954,10.650,88.230,224,0.875,bicubic -resnest50d_1s4x24d,=,70.430,-10.560,29.570,89.240,-6.082,10.760,25.680,224,0.875,bicubic -tf_efficientnet_lite4,-10,70.430,-11.098,29.570,89.120,-6.548,10.880,13.010,380,0.920,bilinear -resnest50d,-1,70.420,-10.538,29.580,88.760,-6.622,11.240,27.480,224,0.875,bilinear -gluon_resnet152_v1s,-4,70.320,-10.692,29.680,88.870,-6.546,11.130,60.320,224,0.875,bicubic -ecaresnet101d_pruned,+3,70.120,-10.688,29.880,89.580,-6.048,10.420,24.880,224,0.875,bicubic -inception_resnet_v2,+9,70.120,-10.340,29.880,88.680,-6.630,11.320,55.840,299,0.897,bicubic -gluon_seresnext101_32x4d,-3,70.010,-10.892,29.990,88.910,-6.384,11.090,48.960,224,0.875,bicubic -gluon_resnet152_v1d,+6,69.950,-10.520,30.050,88.470,-6.736,11.530,60.210,224,0.875,bicubic -ecaresnet50d,+2,69.830,-10.774,30.170,89.370,-5.952,10.630,25.580,224,0.875,bicubic -gluon_resnext101_64x4d,+2,69.690,-10.912,30.310,88.260,-6.734,11.740,83.460,224,0.875,bicubic -ssl_resnext50_32x4d,+11,69.690,-10.638,30.310,89.420,-5.984,10.580,25.030,224,0.875,bilinear -tresnet_m,-3,69.650,-11.146,30.350,88.000,-6.856,12.000,31.390,224,0.875,bilinear -efficientnet_b3_pruned,-7,69.580,-11.276,30.420,88.970,-6.270,11.030,9.860,300,0.904,bicubic -ens_adv_inception_resnet_v2,+19,69.520,-10.456,30.480,88.500,-6.446,11.500,55.840,299,0.897,bicubic -efficientnet_b2a,-5,69.490,-11.118,30.510,88.680,-6.630,11.320,9.110,288,1.000,bicubic -inception_v4,+13,69.350,-10.806,30.650,88.780,-6.194,11.220,42.680,299,0.875,bicubic -seresnext101_32x4d,+10,69.340,-10.896,30.660,88.050,-6.978,11.950,48.960,224,0.875,bilinear -ecaresnetlight,-2,69.330,-11.124,30.670,89.220,-6.036,10.780,30.160,224,0.875,bicubic -gluon_resnet152_v1c,+16,69.130,-10.786,30.870,87.890,-6.952,12.110,60.210,224,0.875,bicubic -mixnet_xl,-7,69.080,-11.398,30.920,88.310,-6.622,11.690,11.900,224,0.875,bicubic -efficientnet_b2,-2,69.000,-11.402,31.000,88.620,-6.456,11.380,9.110,260,0.875,bicubic -gluon_resnet101_v1d,-4,68.990,-11.434,31.010,88.080,-6.940,11.920,44.570,224,0.875,bicubic -gluon_xception65,+24,68.980,-10.624,31.020,88.320,-6.428,11.680,39.920,299,0.875,bicubic -gluon_resnext101_32x4d,-3,68.960,-11.374,31.040,88.340,-6.586,11.660,44.180,224,0.875,bicubic -tf_efficientnet_b2_ap,-2,68.930,-11.376,31.070,88.340,-6.688,11.660,9.110,260,0.890,bicubic -gluon_resnet152_v1b,+18,68.810,-10.882,31.190,87.710,-7.028,12.290,60.190,224,0.875,bicubic -dpn131,+12,68.760,-11.068,31.240,87.480,-7.224,12.520,79.250,224,0.875,bicubic -resnext50d_32x4d,+17,68.750,-10.924,31.250,88.310,-6.558,11.690,25.050,224,0.875,bicubic -tf_efficientnet_b2,+2,68.750,-11.340,31.250,87.950,-6.956,12.050,9.110,260,0.890,bicubic -gluon_resnet101_v1s,-6,68.720,-11.580,31.280,87.900,-7.250,12.100,44.670,224,0.875,bicubic -dpn107,-3,68.710,-11.454,31.290,88.130,-6.782,11.870,86.920,224,0.875,bicubic -gluon_seresnext50_32x4d,+4,68.670,-11.242,31.330,88.320,-6.498,11.680,27.560,224,0.875,bicubic -hrnet_w64,+17,68.630,-10.842,31.370,88.070,-6.580,11.930,128.060,224,0.875,bilinear -resnext50_32x4d,+7,68.610,-11.152,31.390,87.570,-7.030,12.430,25.030,224,0.875,bicubic -dpn98,+11,68.580,-11.056,31.420,87.660,-6.934,12.340,61.570,224,0.875,bicubic -ssl_resnet50,+24,68.420,-10.808,31.580,88.580,-6.252,11.420,25.560,224,0.875,bilinear -ecaresnet50d_pruned,+5,68.390,-11.328,31.610,88.370,-6.520,11.630,19.940,224,0.875,bicubic -skresnext50_32x4d,-8,68.390,-11.760,31.610,87.590,-7.054,12.410,27.480,224,0.875,bicubic -dla102x2,+12,68.340,-11.112,31.660,87.870,-6.774,12.130,41.750,224,0.875,bilinear -efficientnet_b2_pruned,-6,68.300,-11.618,31.700,88.100,-6.748,11.900,8.310,260,0.890,bicubic -gluon_resnext50_32x4d,+11,68.280,-11.076,31.720,87.320,-7.104,12.680,25.030,224,0.875,bicubic -tf_efficientnet_lite3,-2,68.230,-11.582,31.770,87.720,-7.194,12.280,8.200,300,0.904,bilinear -ese_vovnet39b,+10,68.190,-11.130,31.810,88.260,-6.450,11.740,24.570,224,0.875,bicubic -tf_efficientnet_el,-27,68.180,-12.268,31.820,88.350,-6.810,11.650,10.590,300,0.904,bicubic -dpn92,-13,68.010,-12.006,31.990,87.590,-7.248,12.410,37.670,224,0.875,bicubic -gluon_resnet50_v1d,+20,67.910,-11.164,32.090,87.120,-7.356,12.880,25.580,224,0.875,bicubic -seresnext50_32x4d,+18,67.870,-11.206,32.130,87.620,-6.814,12.380,27.560,224,0.875,bilinear -resnext101_32x8d,+6,67.850,-11.462,32.150,87.480,-7.046,12.520,88.790,224,0.875,bilinear -hrnet_w44,+23,67.770,-11.124,32.230,87.530,-6.840,12.470,67.060,224,0.875,bilinear -hrnet_w48,+5,67.770,-11.540,32.230,87.420,-7.098,12.580,77.470,224,0.875,bilinear -tf_efficientnet_b0_ns,+32,67.720,-10.932,32.280,88.080,-6.288,11.920,5.290,224,0.875,bicubic -xception,+16,67.670,-11.378,32.330,87.570,-6.822,12.430,22.860,299,0.897,bicubic -dla169,+26,67.610,-11.100,32.390,87.560,-6.778,12.440,53.990,224,0.875,bilinear -gluon_inception_v3,+22,67.590,-11.214,32.410,87.460,-6.920,12.540,23.830,299,0.875,bicubic -hrnet_w40,+16,67.590,-11.344,32.410,87.130,-7.336,12.870,57.560,224,0.875,bilinear -gluon_resnet101_v1c,-7,67.560,-11.984,32.440,87.160,-7.426,12.840,44.570,224,0.875,bicubic -seresnet152,+25,67.550,-11.108,32.450,87.390,-6.984,12.610,66.820,224,0.875,bilinear -res2net50_26w_8s,+4,67.530,-11.680,32.470,87.270,-7.092,12.730,48.400,224,0.875,bilinear -tf_efficientnet_b1_ap,=,67.520,-11.758,32.480,87.770,-6.538,12.230,7.790,240,0.882,bicubic -tf_efficientnet_cc_b1_8e,-3,67.480,-11.818,32.520,87.310,-7.054,12.690,39.720,240,0.882,bicubic -gluon_resnet101_v1b,-5,67.450,-11.854,32.550,87.230,-7.294,12.770,44.550,224,0.875,bicubic -res2net101_26w_4s,+2,67.450,-11.746,32.550,87.010,-7.430,12.990,45.210,224,0.875,bilinear -resnet50,+6,67.440,-11.592,32.560,87.420,-6.964,12.580,25.560,224,0.875,bicubic -resnetblur50,-6,67.440,-11.850,32.560,87.430,-7.202,12.570,25.560,224,0.875,bicubic -resnest26d,+22,67.210,-11.272,32.790,87.180,-7.110,12.820,17.070,224,0.875,bilinear -efficientnet_b1,+14,67.160,-11.538,32.840,87.150,-7.002,12.850,7.790,240,0.875,bicubic -seresnet101,+26,67.150,-11.246,32.850,87.050,-7.208,12.950,49.330,224,0.875,bilinear -gluon_resnet50_v1s,+10,67.100,-11.612,32.900,86.860,-7.382,13.140,25.680,224,0.875,bicubic -dla60x,+26,67.080,-11.162,32.920,87.170,-6.852,12.830,17.650,224,0.875,bilinear -dla60_res2net,+18,67.030,-11.442,32.970,87.140,-7.064,12.860,21.150,224,0.875,bilinear -resnet152,+23,67.020,-11.292,32.980,87.570,-6.476,12.430,60.190,224,0.875,bilinear -dla102x,+13,67.000,-11.508,33.000,86.770,-7.464,13.230,26.770,224,0.875,bilinear -mixnet_l,-3,66.970,-12.006,33.030,86.940,-7.244,13.060,7.330,224,0.875,bicubic -res2net50_26w_6s,+10,66.910,-11.664,33.090,86.900,-7.226,13.100,37.050,224,0.875,bilinear -efficientnet_es,+26,66.890,-11.164,33.110,86.730,-7.200,13.270,5.440,224,0.875,bicubic -tf_efficientnet_b1,-1,66.890,-11.942,33.110,87.040,-7.156,12.960,7.790,240,0.882,bicubic -tf_efficientnet_em,+4,66.870,-11.828,33.130,86.980,-7.340,13.020,6.900,240,0.882,bicubic -hrnet_w32,+13,66.790,-11.658,33.210,87.290,-6.898,12.710,41.230,224,0.875,bilinear -tf_mixnet_l,-2,66.780,-11.990,33.220,86.460,-7.544,13.540,7.330,224,0.875,bicubic -hrnet_w30,+18,66.760,-11.436,33.240,86.790,-7.430,13.210,37.710,224,0.875,bilinear -selecsls60b,+11,66.720,-11.698,33.280,86.540,-7.626,13.460,32.770,224,0.875,bicubic -wide_resnet101_2,-8,66.680,-12.166,33.320,87.040,-7.244,12.960,126.890,224,0.875,bilinear -wide_resnet50_2,+6,66.650,-11.818,33.350,86.810,-7.276,13.190,68.880,224,0.875,bilinear -dla60_res2next,+6,66.640,-11.808,33.360,87.020,-7.124,12.980,17.330,224,0.875,bilinear -adv_inception_v3,+30,66.600,-10.980,33.400,86.560,-7.164,13.440,23.830,299,0.875,bicubic -dla102,+16,66.550,-11.476,33.450,86.910,-7.040,13.090,33.730,224,0.875,bilinear -gluon_resnet50_v1c,+16,66.540,-11.470,33.460,86.160,-7.828,13.840,25.580,224,0.875,bicubic -tf_inception_v3,+21,66.420,-11.436,33.580,86.680,-6.964,13.320,23.830,299,0.875,bicubic -efficientnet_b0,+22,66.250,-11.442,33.750,85.950,-7.582,14.050,5.290,224,0.875,bicubic -seresnet50,+22,66.240,-11.396,33.760,86.330,-7.422,13.670,28.090,224,0.875,bilinear -selecsls60,+15,66.220,-11.762,33.780,86.330,-7.502,13.670,30.670,224,0.875,bicubic -tf_efficientnet_cc_b0_8e,+16,66.210,-11.698,33.790,86.220,-7.436,13.780,24.010,224,0.875,bicubic -tv_resnext50_32x4d,+20,66.180,-11.438,33.820,86.040,-7.658,13.960,25.030,224,0.875,bilinear -res2net50_26w_4s,+13,66.170,-11.776,33.830,86.600,-7.252,13.400,25.700,224,0.875,bilinear -inception_v3,+25,66.120,-11.316,33.880,86.340,-7.136,13.660,23.830,299,0.875,bicubic -efficientnet_b1_pruned,=,66.080,-12.162,33.920,86.580,-7.252,13.420,6.330,240,0.882,bicubic -gluon_resnet50_v1b,+19,66.040,-11.538,33.960,86.270,-7.448,13.730,25.560,224,0.875,bicubic -res2net50_14w_8s,+2,66.020,-12.132,33.980,86.240,-7.602,13.760,25.060,224,0.875,bilinear -densenet161,+23,65.850,-11.498,34.150,86.460,-7.188,13.540,28.680,224,0.875,bicubic -res2next50,-3,65.850,-12.392,34.150,85.830,-8.062,14.170,24.670,224,0.875,bilinear -seresnext26tn_32x4d,+3,65.850,-12.140,34.150,85.680,-8.068,14.320,16.810,224,0.875,bicubic -skresnet34,+32,65.770,-11.140,34.230,85.960,-7.356,14.040,22.280,224,0.875,bicubic -resnet101,+18,65.680,-11.694,34.320,85.980,-7.566,14.020,44.550,224,0.875,bilinear -dpn68b,+13,65.600,-11.914,34.400,85.940,-7.882,14.060,12.610,224,0.875,bicubic -seresnext26t_32x4d,=,65.600,-12.388,34.400,86.090,-7.616,13.910,16.820,224,0.875,bicubic -selecsls42b,+22,65.590,-11.586,34.410,85.830,-7.562,14.170,32.460,224,0.875,bicubic -tf_efficientnet_b0_ap,+23,65.490,-11.594,34.510,85.550,-7.704,14.450,5.290,224,0.875,bicubic -seresnext26d_32x4d,+6,65.420,-12.184,34.580,85.970,-7.642,14.030,16.810,224,0.875,bicubic -tf_efficientnet_lite2,+10,65.390,-12.070,34.610,86.030,-7.716,13.970,6.090,260,0.890,bicubic -res2net50_48w_2s,+8,65.320,-12.194,34.680,85.960,-7.588,14.040,25.290,224,0.875,bilinear -densenetblur121d,+28,65.300,-11.276,34.700,85.710,-7.480,14.290,8.000,224,0.875,bicubic -densenet201,+13,65.280,-12.010,34.720,85.670,-7.808,14.330,20.010,224,0.875,bicubic -tf_efficientnet_es,+13,65.240,-12.024,34.760,85.540,-8.060,14.460,5.440,224,0.875,bicubic -dla60,+17,65.220,-11.804,34.780,85.750,-7.558,14.250,22.330,224,0.875,bilinear -tf_efficientnet_cc_b0_4e,+8,65.130,-12.174,34.870,85.130,-8.202,14.870,13.310,224,0.875,bicubic -mobilenetv2_120d,+8,65.040,-12.254,34.960,85.990,-7.512,14.010,5.830,224,0.875,bicubic -seresnext26_32x4d,+12,65.040,-12.060,34.960,85.650,-7.660,14.350,16.790,224,0.875,bicubic -hrnet_w18,+18,64.910,-11.846,35.090,85.750,-7.692,14.250,21.300,224,0.875,bilinear -densenet169,+26,64.780,-11.132,35.220,85.250,-7.774,14.750,14.150,224,0.875,bicubic -mixnet_m,+7,64.690,-12.566,35.310,85.470,-7.948,14.530,5.010,224,0.875,bicubic -resnet26d,+16,64.630,-12.050,35.370,85.120,-8.046,14.880,16.010,224,0.875,bicubic -tf_efficientnet_lite1,+16,64.370,-12.268,35.630,85.490,-7.742,14.510,5.420,240,0.882,bicubic -tf_efficientnet_b0,+12,64.290,-12.550,35.710,85.250,-7.976,14.750,5.290,224,0.875,bicubic -tf_mixnet_m,+8,64.270,-12.680,35.730,85.090,-8.066,14.910,5.010,224,0.875,bicubic -dpn68,+17,64.220,-12.086,35.780,85.180,-7.790,14.820,12.610,224,0.875,bicubic -mobilenetv2_140,+14,64.050,-12.474,35.950,85.020,-7.970,14.980,6.110,224,0.875,bicubic -densenet121,+22,63.740,-11.834,36.260,84.630,-8.026,15.370,7.980,224,0.875,bicubic -resnest14d,+23,63.600,-11.904,36.400,84.220,-8.294,15.780,10.610,224,0.875,bilinear -tf_mixnet_s,+18,63.590,-12.058,36.410,84.270,-8.366,15.730,4.130,224,0.875,bicubic -resnet26,+23,63.450,-11.842,36.550,84.270,-8.300,15.730,16.000,224,0.875,bicubic -mixnet_s,+13,63.380,-12.608,36.620,84.710,-8.084,15.290,4.130,224,0.875,bicubic -mobilenetv3_large_100,+14,63.360,-12.408,36.640,84.080,-8.460,15.920,5.480,224,0.875,bicubic -tv_resnet50,+10,63.330,-12.800,36.670,84.650,-8.212,15.350,25.560,224,0.875,bilinear -mobilenetv3_rw,+14,63.230,-12.398,36.770,84.520,-8.190,15.480,5.480,224,0.875,bicubic -semnasnet_100,+17,63.120,-12.336,36.880,84.530,-8.062,15.470,3.890,224,0.875,bicubic -tv_densenet121,+26,62.940,-11.812,37.060,84.260,-7.892,15.740,7.980,224,0.875,bicubic -seresnet34,+24,62.890,-11.918,37.110,84.220,-7.906,15.780,21.960,224,0.875,bilinear -hrnet_w18_small_v2,+17,62.830,-12.296,37.170,83.970,-8.446,16.030,15.600,224,0.875,bilinear -mobilenetv2_110d,+19,62.820,-12.232,37.180,84.480,-7.700,15.520,4.520,224,0.875,bicubic -resnet34,+17,62.820,-12.292,37.180,84.120,-8.168,15.880,21.800,224,0.875,bilinear -swsl_resnet18,+30,62.730,-10.556,37.270,84.300,-7.432,15.700,11.690,224,0.875,bilinear -tf_efficientnet_lite0,+18,62.580,-12.262,37.420,84.250,-7.920,15.750,4.650,224,0.875,bicubic -gluon_resnet34_v1b,+22,62.560,-12.020,37.440,84.000,-7.988,16.000,21.800,224,0.875,bicubic -dla34,+20,62.510,-12.126,37.490,83.920,-8.144,16.080,15.780,224,0.875,bilinear -tf_mobilenetv3_large_100,+5,62.470,-13.046,37.530,83.960,-8.640,16.040,5.480,224,0.875,bilinear -fbnetc_100,+10,62.430,-12.690,37.570,83.390,-8.996,16.610,5.570,224,0.875,bilinear -mnasnet_100,+16,61.910,-12.746,38.090,83.710,-8.416,16.290,4.380,224,0.875,bicubic -ssl_resnet18,+26,61.490,-11.110,38.510,83.330,-8.086,16.670,11.690,224,0.875,bilinear -spnasnet_100,+17,61.210,-12.870,38.790,82.770,-9.062,17.230,4.420,224,0.875,bilinear -tv_resnet34,+20,61.200,-12.114,38.800,82.720,-8.700,17.280,21.800,224,0.875,bilinear -skresnet18,+21,60.850,-12.194,39.150,82.880,-8.298,17.120,11.960,224,0.875,bicubic -tf_mobilenetv3_large_075,+17,60.380,-13.062,39.620,81.960,-9.392,18.040,3.990,224,0.875,bilinear -mobilenetv2_100,+20,60.160,-12.818,39.840,82.240,-8.776,17.760,3.500,224,0.875,bicubic -seresnet18,+24,59.810,-11.948,40.190,81.680,-8.654,18.320,11.780,224,0.875,bicubic -tf_mobilenetv3_large_minimal_100,+22,59.070,-13.174,40.930,81.140,-9.496,18.860,3.920,224,0.875,bilinear -hrnet_w18_small,+20,58.970,-13.372,41.030,81.340,-9.332,18.660,13.190,224,0.875,bilinear -gluon_resnet18_v1b,+22,58.320,-12.510,41.680,80.960,-8.796,19.040,11.690,224,0.875,bicubic -resnet18,+23,57.180,-12.578,42.820,80.190,-8.888,19.810,11.690,224,0.875,bilinear -dla60x_c,+25,56.020,-11.888,43.980,78.960,-9.474,21.040,1.340,224,0.875,bilinear -tf_mobilenetv3_small_100,+23,54.510,-13.408,45.490,77.080,-10.582,22.920,2.540,224,0.875,bilinear -dla46x_c,+24,53.080,-12.900,46.920,76.840,-10.140,23.160,1.080,224,0.875,bilinear -dla46_c,+25,52.200,-12.678,47.800,75.680,-10.606,24.320,1.310,224,0.875,bilinear -tf_mobilenetv3_small_075,+23,52.150,-13.568,47.850,75.460,-10.676,24.540,2.040,224,0.875,bilinear -tf_mobilenetv3_small_minimal_100,+24,49.530,-13.368,50.470,73.050,-11.180,26.950,2.040,224,0.875,bilinear +tf_efficientnet_l2_ns_475,+1,80.470,-7.764,19.530,95.730,-2.816,4.270,480.31,475,0.936,bicubic +tf_efficientnet_l2_ns,-1,80.250,-8.102,19.750,95.850,-2.798,4.150,480.31,800,0.960,bicubic +tf_efficientnet_b7_ns,=,78.520,-8.318,21.480,94.370,-3.724,5.630,66.35,600,0.949,bicubic +tf_efficientnet_b6_ns,=,77.280,-9.182,22.720,93.890,-3.994,6.110,43.04,528,0.942,bicubic +ig_resnext101_32x48d,+1,76.870,-8.572,23.130,93.320,-4.252,6.680,828.41,224,0.875,bilinear +ig_resnext101_32x32d,+5,76.840,-8.252,23.160,93.190,-4.246,6.810,468.53,224,0.875,bilinear +tf_efficientnet_b5_ns,-2,76.820,-9.260,23.180,93.580,-4.174,6.420,30.39,456,0.934,bicubic +tf_efficientnet_b7_ap,+2,76.090,-9.028,23.910,92.970,-4.282,7.030,66.35,600,0.949,bicubic +tf_efficientnet_b8_ap,-1,76.090,-9.278,23.910,92.730,-4.564,7.270,87.41,672,0.954,bicubic +ig_resnext101_32x16d,+7,75.710,-8.466,24.290,92.900,-4.296,7.100,194.03,224,0.875,bilinear +tf_efficientnet_b4_ns,-2,75.690,-9.468,24.310,93.040,-4.428,6.960,19.34,380,0.922,bicubic +swsl_resnext101_32x8d,+2,75.450,-8.844,24.550,92.750,-4.424,7.250,88.79,224,0.875,bilinear +tf_efficientnet_b6_ap,=,75.380,-9.406,24.620,92.440,-4.698,7.560,43.04,528,0.942,bicubic +tf_efficientnet_b8,-7,74.930,-10.440,25.070,92.320,-5.072,7.680,87.41,672,0.954,bicubic +tf_efficientnet_b7,-3,74.720,-10.212,25.280,92.220,-4.988,7.780,66.35,600,0.949,bicubic +tf_efficientnet_b5_ap,-1,74.590,-9.664,25.410,91.990,-4.986,8.010,30.39,456,0.934,bicubic +swsl_resnext101_32x4d,+7,74.150,-9.084,25.850,91.990,-4.766,8.010,44.18,224,0.875,bilinear +swsl_resnext101_32x16d,+4,74.010,-9.328,25.990,92.170,-4.682,7.830,194.03,224,0.875,bilinear +resnest200e,+1,73.930,-9.904,26.070,91.580,-5.258,8.420,70.20,320,0.875,bilinear +tf_efficientnet_b6,-2,73.900,-10.212,26.100,91.750,-5.134,8.250,43.04,528,0.942,bicubic +tf_efficientnet_b3_ns,-2,73.870,-10.184,26.130,91.860,-5.052,8.140,12.23,300,0.904,bicubic +ig_resnext101_32x8d,+7,73.660,-9.028,26.340,92.150,-4.482,7.850,88.79,224,0.875,bilinear +tf_efficientnet_b5,-2,73.540,-10.276,26.460,91.460,-5.290,8.540,30.39,456,0.934,bicubic +resnest269e,-8,73.460,-10.726,26.540,91.680,-5.242,8.320,110.93,416,0.875,bilinear +tf_efficientnet_b4_ap,-2,72.890,-10.358,27.110,90.980,-5.408,9.020,19.34,380,0.922,bicubic +swsl_resnext50_32x4d,+7,72.580,-9.600,27.420,90.840,-5.388,9.160,25.03,224,0.875,bilinear +resnest101e,=,72.550,-10.340,27.450,90.810,-5.514,9.190,48.28,256,0.875,bilinear +tresnet_xl_448,-3,72.550,-10.498,27.450,90.310,-5.864,9.690,78.44,448,0.875,bilinear +pnasnet5large,-1,72.370,-10.370,27.630,90.260,-5.780,9.740,86.06,331,0.875,bicubic +nasnetalarge,=,72.310,-10.248,27.690,90.510,-5.526,9.490,88.75,331,0.875,bicubic +tf_efficientnet_b4,-5,72.280,-10.736,27.720,90.600,-5.698,9.400,19.34,380,0.922,bicubic +tf_efficientnet_b2_ns,-1,72.270,-10.110,27.730,91.090,-5.162,8.910,9.11,260,0.890,bicubic +swsl_resnet50,+15,71.690,-9.490,28.310,90.510,-5.476,9.490,25.56,224,0.875,bilinear +tresnet_xl,+1,71.650,-10.420,28.350,89.630,-6.298,10.370,78.44,224,0.875,bilinear +tresnet_l_448,-3,71.600,-10.668,28.400,90.060,-5.918,9.940,55.99,448,0.875,bilinear +ecaresnet101d,-2,71.500,-10.666,28.500,90.310,-5.742,9.690,44.57,224,0.875,bicubic +ssl_resnext101_32x8d,+4,71.490,-10.136,28.510,90.470,-5.568,9.530,88.79,224,0.875,bilinear +ssl_resnext101_32x16d,-1,71.400,-10.436,28.600,90.550,-5.544,9.450,194.03,224,0.875,bilinear +tresnet_m_448,=,71.000,-10.712,29.000,88.680,-6.890,11.320,31.39,448,0.875,bilinear +resnest50d_4s2x40d,+9,70.940,-10.174,29.060,89.710,-5.858,10.290,30.42,224,0.875,bicubic +tf_efficientnet_b3_ap,-3,70.920,-10.908,29.080,89.430,-6.194,10.570,12.23,300,0.904,bicubic +efficientnet_b3a,-6,70.870,-11.004,29.130,89.720,-6.120,10.280,12.23,320,1.000,bicubic +tf_efficientnet_b1_ns,+2,70.850,-10.536,29.150,90.110,-5.628,9.890,7.79,240,0.882,bicubic +tresnet_l,=,70.830,-10.658,29.170,89.610,-6.018,10.390,55.99,224,0.875,bilinear +efficientnet_b3,-2,70.760,-10.738,29.240,89.840,-5.878,10.160,12.23,300,0.904,bicubic +tf_efficientnet_b3,-6,70.620,-11.020,29.380,89.440,-6.282,10.560,12.23,300,0.904,bicubic +gluon_senet154,=,70.600,-10.624,29.400,88.920,-6.436,11.080,115.09,224,0.875,bicubic +ssl_resnext101_32x4d,+5,70.500,-10.428,29.500,89.760,-5.968,10.240,44.18,224,0.875,bilinear +senet154,-3,70.480,-10.824,29.520,88.990,-6.508,11.010,115.09,224,0.875,bilinear +gluon_seresnext101_64x4d,+5,70.440,-10.450,29.560,89.350,-5.954,10.650,88.23,224,0.875,bicubic +resnest50d_1s4x24d,=,70.430,-10.560,29.570,89.240,-6.082,10.760,25.68,224,0.875,bicubic +tf_efficientnet_lite4,-10,70.430,-11.098,29.570,89.120,-6.548,10.880,13.01,380,0.920,bilinear +resnest50d,-1,70.420,-10.538,29.580,88.760,-6.622,11.240,27.48,224,0.875,bilinear +gluon_resnet152_v1s,-4,70.320,-10.692,29.680,88.870,-6.546,11.130,60.32,224,0.875,bicubic +ecaresnet101d_pruned,+3,70.120,-10.688,29.880,89.580,-6.048,10.420,24.88,224,0.875,bicubic +inception_resnet_v2,+9,70.120,-10.340,29.880,88.680,-6.630,11.320,55.84,299,0.897,bicubic +gluon_seresnext101_32x4d,-3,70.010,-10.892,29.990,88.910,-6.384,11.090,48.96,224,0.875,bicubic +gluon_resnet152_v1d,+6,69.950,-10.520,30.050,88.470,-6.736,11.530,60.21,224,0.875,bicubic +ecaresnet50d,+2,69.830,-10.774,30.170,89.370,-5.952,10.630,25.58,224,0.875,bicubic +gluon_resnext101_64x4d,+2,69.690,-10.912,30.310,88.260,-6.734,11.740,83.46,224,0.875,bicubic +ssl_resnext50_32x4d,+11,69.690,-10.638,30.310,89.420,-5.984,10.580,25.03,224,0.875,bilinear +tresnet_m,-3,69.650,-11.146,30.350,88.000,-6.856,12.000,31.39,224,0.875,bilinear +efficientnet_b3_pruned,-7,69.580,-11.276,30.420,88.970,-6.270,11.030,9.86,300,0.904,bicubic +ens_adv_inception_resnet_v2,+19,69.520,-10.456,30.480,88.500,-6.446,11.500,55.84,299,0.897,bicubic +efficientnet_b2a,-5,69.490,-11.118,30.510,88.680,-6.630,11.320,9.11,288,1.000,bicubic +inception_v4,+13,69.350,-10.806,30.650,88.780,-6.194,11.220,42.68,299,0.875,bicubic +seresnext101_32x4d,+10,69.340,-10.896,30.660,88.050,-6.978,11.950,48.96,224,0.875,bilinear +ecaresnetlight,-2,69.330,-11.124,30.670,89.220,-6.036,10.780,30.16,224,0.875,bicubic +gluon_resnet152_v1c,+16,69.130,-10.786,30.870,87.890,-6.952,12.110,60.21,224,0.875,bicubic +mixnet_xl,-7,69.080,-11.398,30.920,88.310,-6.622,11.690,11.90,224,0.875,bicubic +efficientnet_b2,-2,69.000,-11.402,31.000,88.620,-6.456,11.380,9.11,260,0.875,bicubic +gluon_resnet101_v1d,-4,68.990,-11.434,31.010,88.080,-6.940,11.920,44.57,224,0.875,bicubic +gluon_xception65,+24,68.980,-10.624,31.020,88.320,-6.428,11.680,39.92,299,0.875,bicubic +gluon_resnext101_32x4d,-3,68.960,-11.374,31.040,88.340,-6.586,11.660,44.18,224,0.875,bicubic +tf_efficientnet_b2_ap,-2,68.930,-11.376,31.070,88.340,-6.688,11.660,9.11,260,0.890,bicubic +gluon_resnet152_v1b,+18,68.810,-10.882,31.190,87.710,-7.028,12.290,60.19,224,0.875,bicubic +dpn131,+12,68.760,-11.068,31.240,87.480,-7.224,12.520,79.25,224,0.875,bicubic +resnext50d_32x4d,+17,68.750,-10.924,31.250,88.310,-6.558,11.690,25.05,224,0.875,bicubic +tf_efficientnet_b2,+2,68.750,-11.340,31.250,87.950,-6.956,12.050,9.11,260,0.890,bicubic +gluon_resnet101_v1s,-6,68.720,-11.580,31.280,87.900,-7.250,12.100,44.67,224,0.875,bicubic +dpn107,-3,68.710,-11.454,31.290,88.130,-6.782,11.870,86.92,224,0.875,bicubic +gluon_seresnext50_32x4d,+4,68.670,-11.242,31.330,88.320,-6.498,11.680,27.56,224,0.875,bicubic +hrnet_w64,+17,68.630,-10.842,31.370,88.070,-6.580,11.930,128.06,224,0.875,bilinear +resnext50_32x4d,+7,68.610,-11.152,31.390,87.570,-7.030,12.430,25.03,224,0.875,bicubic +dpn98,+11,68.580,-11.056,31.420,87.660,-6.934,12.340,61.57,224,0.875,bicubic +ssl_resnet50,+24,68.420,-10.808,31.580,88.580,-6.252,11.420,25.56,224,0.875,bilinear +ecaresnet50d_pruned,+5,68.390,-11.328,31.610,88.370,-6.520,11.630,19.94,224,0.875,bicubic +skresnext50_32x4d,-8,68.390,-11.760,31.610,87.590,-7.054,12.410,27.48,224,0.875,bicubic +dla102x2,+12,68.340,-11.112,31.660,87.870,-6.774,12.130,41.75,224,0.875,bilinear +efficientnet_b2_pruned,-6,68.300,-11.618,31.700,88.100,-6.748,11.900,8.31,260,0.890,bicubic +gluon_resnext50_32x4d,+11,68.280,-11.076,31.720,87.320,-7.104,12.680,25.03,224,0.875,bicubic +tf_efficientnet_lite3,-2,68.230,-11.582,31.770,87.720,-7.194,12.280,8.20,300,0.904,bilinear +ese_vovnet39b,+10,68.190,-11.130,31.810,88.260,-6.450,11.740,24.57,224,0.875,bicubic +tf_efficientnet_el,-27,68.180,-12.268,31.820,88.350,-6.810,11.650,10.59,300,0.904,bicubic +dpn92,-13,68.010,-12.006,31.990,87.590,-7.248,12.410,37.67,224,0.875,bicubic +gluon_resnet50_v1d,+20,67.910,-11.164,32.090,87.120,-7.356,12.880,25.58,224,0.875,bicubic +seresnext50_32x4d,+18,67.870,-11.206,32.130,87.620,-6.814,12.380,27.56,224,0.875,bilinear +resnext101_32x8d,+6,67.850,-11.462,32.150,87.480,-7.046,12.520,88.79,224,0.875,bilinear +hrnet_w44,+23,67.770,-11.124,32.230,87.530,-6.840,12.470,67.06,224,0.875,bilinear +hrnet_w48,+5,67.770,-11.540,32.230,87.420,-7.098,12.580,77.47,224,0.875,bilinear +tf_efficientnet_b0_ns,+32,67.720,-10.932,32.280,88.080,-6.288,11.920,5.29,224,0.875,bicubic +xception,+16,67.670,-11.378,32.330,87.570,-6.822,12.430,22.86,299,0.897,bicubic +dla169,+26,67.610,-11.100,32.390,87.560,-6.778,12.440,53.99,224,0.875,bilinear +gluon_inception_v3,+22,67.590,-11.214,32.410,87.460,-6.920,12.540,23.83,299,0.875,bicubic +hrnet_w40,+16,67.590,-11.344,32.410,87.130,-7.336,12.870,57.56,224,0.875,bilinear +gluon_resnet101_v1c,-7,67.560,-11.984,32.440,87.160,-7.426,12.840,44.57,224,0.875,bicubic +seresnet152,+25,67.550,-11.108,32.450,87.390,-6.984,12.610,66.82,224,0.875,bilinear +res2net50_26w_8s,+4,67.530,-11.680,32.470,87.270,-7.092,12.730,48.40,224,0.875,bilinear +tf_efficientnet_b1_ap,=,67.520,-11.758,32.480,87.770,-6.538,12.230,7.79,240,0.882,bicubic +tf_efficientnet_cc_b1_8e,-3,67.480,-11.818,32.520,87.310,-7.054,12.690,39.72,240,0.882,bicubic +gluon_resnet101_v1b,-5,67.450,-11.854,32.550,87.230,-7.294,12.770,44.55,224,0.875,bicubic +res2net101_26w_4s,+2,67.450,-11.746,32.550,87.010,-7.430,12.990,45.21,224,0.875,bilinear +resnet50,+6,67.440,-11.592,32.560,87.420,-6.964,12.580,25.56,224,0.875,bicubic +resnetblur50,-6,67.440,-11.850,32.560,87.430,-7.202,12.570,25.56,224,0.875,bicubic +resnest26d,+22,67.210,-11.272,32.790,87.180,-7.110,12.820,17.07,224,0.875,bilinear +efficientnet_b1,+14,67.160,-11.538,32.840,87.150,-7.002,12.850,7.79,240,0.875,bicubic +seresnet101,+26,67.150,-11.246,32.850,87.050,-7.208,12.950,49.33,224,0.875,bilinear +gluon_resnet50_v1s,+10,67.100,-11.612,32.900,86.860,-7.382,13.140,25.68,224,0.875,bicubic +dla60x,+26,67.080,-11.162,32.920,87.170,-6.852,12.830,17.65,224,0.875,bilinear +dla60_res2net,+18,67.030,-11.442,32.970,87.140,-7.064,12.860,21.15,224,0.875,bilinear +resnet152,+23,67.020,-11.292,32.980,87.570,-6.476,12.430,60.19,224,0.875,bilinear +dla102x,+13,67.000,-11.508,33.000,86.770,-7.464,13.230,26.77,224,0.875,bilinear +mixnet_l,-3,66.970,-12.006,33.030,86.940,-7.244,13.060,7.33,224,0.875,bicubic +res2net50_26w_6s,+10,66.910,-11.664,33.090,86.900,-7.226,13.100,37.05,224,0.875,bilinear +efficientnet_es,+26,66.890,-11.164,33.110,86.730,-7.200,13.270,5.44,224,0.875,bicubic +tf_efficientnet_b1,-1,66.890,-11.942,33.110,87.040,-7.156,12.960,7.79,240,0.882,bicubic +tf_efficientnet_em,+4,66.870,-11.828,33.130,86.980,-7.340,13.020,6.90,240,0.882,bicubic +hrnet_w32,+13,66.790,-11.658,33.210,87.290,-6.898,12.710,41.23,224,0.875,bilinear +tf_mixnet_l,-2,66.780,-11.990,33.220,86.460,-7.544,13.540,7.33,224,0.875,bicubic +hrnet_w30,+18,66.760,-11.436,33.240,86.790,-7.430,13.210,37.71,224,0.875,bilinear +selecsls60b,+11,66.720,-11.698,33.280,86.540,-7.626,13.460,32.77,224,0.875,bicubic +wide_resnet101_2,-8,66.680,-12.166,33.320,87.040,-7.244,12.960,126.89,224,0.875,bilinear +wide_resnet50_2,+6,66.650,-11.818,33.350,86.810,-7.276,13.190,68.88,224,0.875,bilinear +dla60_res2next,+6,66.640,-11.808,33.360,87.020,-7.124,12.980,17.33,224,0.875,bilinear +adv_inception_v3,+30,66.600,-10.980,33.400,86.560,-7.164,13.440,23.83,299,0.875,bicubic +dla102,+16,66.550,-11.476,33.450,86.910,-7.040,13.090,33.73,224,0.875,bilinear +gluon_resnet50_v1c,+16,66.540,-11.470,33.460,86.160,-7.828,13.840,25.58,224,0.875,bicubic +tf_inception_v3,+21,66.420,-11.436,33.580,86.680,-6.964,13.320,23.83,299,0.875,bicubic +efficientnet_b0,+22,66.250,-11.442,33.750,85.950,-7.582,14.050,5.29,224,0.875,bicubic +seresnet50,+22,66.240,-11.396,33.760,86.330,-7.422,13.670,28.09,224,0.875,bilinear +selecsls60,+15,66.220,-11.762,33.780,86.330,-7.502,13.670,30.67,224,0.875,bicubic +tf_efficientnet_cc_b0_8e,+16,66.210,-11.698,33.790,86.220,-7.436,13.780,24.01,224,0.875,bicubic +tv_resnext50_32x4d,+20,66.180,-11.438,33.820,86.040,-7.658,13.960,25.03,224,0.875,bilinear +res2net50_26w_4s,+13,66.170,-11.776,33.830,86.600,-7.252,13.400,25.70,224,0.875,bilinear +inception_v3,+25,66.120,-11.316,33.880,86.340,-7.136,13.660,23.83,299,0.875,bicubic +efficientnet_b1_pruned,=,66.080,-12.162,33.920,86.580,-7.252,13.420,6.33,240,0.882,bicubic +gluon_resnet50_v1b,+19,66.040,-11.538,33.960,86.270,-7.448,13.730,25.56,224,0.875,bicubic +res2net50_14w_8s,+2,66.020,-12.132,33.980,86.240,-7.602,13.760,25.06,224,0.875,bilinear +densenet161,+23,65.850,-11.498,34.150,86.460,-7.188,13.540,28.68,224,0.875,bicubic +res2next50,-3,65.850,-12.392,34.150,85.830,-8.062,14.170,24.67,224,0.875,bilinear +seresnext26tn_32x4d,+3,65.850,-12.140,34.150,85.680,-8.068,14.320,16.81,224,0.875,bicubic +skresnet34,+32,65.770,-11.140,34.230,85.960,-7.356,14.040,22.28,224,0.875,bicubic +resnet101,+18,65.680,-11.694,34.320,85.980,-7.566,14.020,44.55,224,0.875,bilinear +dpn68b,+13,65.600,-11.914,34.400,85.940,-7.882,14.060,12.61,224,0.875,bicubic +seresnext26t_32x4d,=,65.600,-12.388,34.400,86.090,-7.616,13.910,16.82,224,0.875,bicubic +selecsls42b,+22,65.590,-11.586,34.410,85.830,-7.562,14.170,32.46,224,0.875,bicubic +tf_efficientnet_b0_ap,+23,65.490,-11.594,34.510,85.550,-7.704,14.450,5.29,224,0.875,bicubic +seresnext26d_32x4d,+6,65.420,-12.184,34.580,85.970,-7.642,14.030,16.81,224,0.875,bicubic +tf_efficientnet_lite2,+10,65.390,-12.070,34.610,86.030,-7.716,13.970,6.09,260,0.890,bicubic +res2net50_48w_2s,+8,65.320,-12.194,34.680,85.960,-7.588,14.040,25.29,224,0.875,bilinear +densenetblur121d,+28,65.300,-11.276,34.700,85.710,-7.480,14.290,8.00,224,0.875,bicubic +densenet201,+13,65.280,-12.010,34.720,85.670,-7.808,14.330,20.01,224,0.875,bicubic +tf_efficientnet_es,+13,65.240,-12.024,34.760,85.540,-8.060,14.460,5.44,224,0.875,bicubic +dla60,+17,65.220,-11.804,34.780,85.750,-7.558,14.250,22.33,224,0.875,bilinear +tf_efficientnet_cc_b0_4e,+8,65.130,-12.174,34.870,85.130,-8.202,14.870,13.31,224,0.875,bicubic +mobilenetv2_120d,+8,65.040,-12.254,34.960,85.990,-7.512,14.010,5.83,224,0.875,bicubic +seresnext26_32x4d,+12,65.040,-12.060,34.960,85.650,-7.660,14.350,16.79,224,0.875,bicubic +hrnet_w18,+18,64.910,-11.846,35.090,85.750,-7.692,14.250,21.30,224,0.875,bilinear +densenet169,+26,64.780,-11.132,35.220,85.250,-7.774,14.750,14.15,224,0.875,bicubic +mixnet_m,+7,64.690,-12.566,35.310,85.470,-7.948,14.530,5.01,224,0.875,bicubic +resnet26d,+16,64.630,-12.050,35.370,85.120,-8.046,14.880,16.01,224,0.875,bicubic +tf_efficientnet_lite1,+16,64.370,-12.268,35.630,85.490,-7.742,14.510,5.42,240,0.882,bicubic +tf_efficientnet_b0,+12,64.290,-12.550,35.710,85.250,-7.976,14.750,5.29,224,0.875,bicubic +tf_mixnet_m,+8,64.270,-12.680,35.730,85.090,-8.066,14.910,5.01,224,0.875,bicubic +dpn68,+17,64.220,-12.086,35.780,85.180,-7.790,14.820,12.61,224,0.875,bicubic +mobilenetv2_140,+14,64.050,-12.474,35.950,85.020,-7.970,14.980,6.11,224,0.875,bicubic +densenet121,+22,63.740,-11.834,36.260,84.630,-8.026,15.370,7.98,224,0.875,bicubic +resnest14d,+23,63.600,-11.904,36.400,84.220,-8.294,15.780,10.61,224,0.875,bilinear +tf_mixnet_s,+18,63.590,-12.058,36.410,84.270,-8.366,15.730,4.13,224,0.875,bicubic +resnet26,+23,63.450,-11.842,36.550,84.270,-8.300,15.730,16.00,224,0.875,bicubic +mixnet_s,+13,63.380,-12.608,36.620,84.710,-8.084,15.290,4.13,224,0.875,bicubic +mobilenetv3_large_100,+14,63.360,-12.408,36.640,84.080,-8.460,15.920,5.48,224,0.875,bicubic +tv_resnet50,+10,63.330,-12.800,36.670,84.650,-8.212,15.350,25.56,224,0.875,bilinear +mobilenetv3_rw,+14,63.230,-12.398,36.770,84.520,-8.190,15.480,5.48,224,0.875,bicubic +semnasnet_100,+17,63.120,-12.336,36.880,84.530,-8.062,15.470,3.89,224,0.875,bicubic +tv_densenet121,+26,62.940,-11.812,37.060,84.260,-7.892,15.740,7.98,224,0.875,bicubic +seresnet34,+24,62.890,-11.918,37.110,84.220,-7.906,15.780,21.96,224,0.875,bilinear +hrnet_w18_small_v2,+17,62.830,-12.296,37.170,83.970,-8.446,16.030,15.60,224,0.875,bilinear +mobilenetv2_110d,+19,62.820,-12.232,37.180,84.480,-7.700,15.520,4.52,224,0.875,bicubic +resnet34,+17,62.820,-12.292,37.180,84.120,-8.168,15.880,21.80,224,0.875,bilinear +swsl_resnet18,+30,62.730,-10.556,37.270,84.300,-7.432,15.700,11.69,224,0.875,bilinear +tf_efficientnet_lite0,+18,62.580,-12.262,37.420,84.250,-7.920,15.750,4.65,224,0.875,bicubic +gluon_resnet34_v1b,+22,62.560,-12.020,37.440,84.000,-7.988,16.000,21.80,224,0.875,bicubic +dla34,+20,62.510,-12.126,37.490,83.920,-8.144,16.080,15.78,224,0.875,bilinear +tf_mobilenetv3_large_100,+5,62.470,-13.046,37.530,83.960,-8.640,16.040,5.48,224,0.875,bilinear +fbnetc_100,+10,62.430,-12.690,37.570,83.390,-8.996,16.610,5.57,224,0.875,bilinear +mnasnet_100,+16,61.910,-12.746,38.090,83.710,-8.416,16.290,4.38,224,0.875,bicubic +ssl_resnet18,+26,61.490,-11.110,38.510,83.330,-8.086,16.670,11.69,224,0.875,bilinear +spnasnet_100,+17,61.210,-12.870,38.790,82.770,-9.062,17.230,4.42,224,0.875,bilinear +tv_resnet34,+20,61.200,-12.114,38.800,82.720,-8.700,17.280,21.80,224,0.875,bilinear +skresnet18,+21,60.850,-12.194,39.150,82.880,-8.298,17.120,11.96,224,0.875,bicubic +tf_mobilenetv3_large_075,+17,60.380,-13.062,39.620,81.960,-9.392,18.040,3.99,224,0.875,bilinear +mobilenetv2_100,+20,60.160,-12.818,39.840,82.240,-8.776,17.760,3.50,224,0.875,bicubic +seresnet18,+24,59.810,-11.948,40.190,81.680,-8.654,18.320,11.78,224,0.875,bicubic +tf_mobilenetv3_large_minimal_100,+22,59.070,-13.174,40.930,81.140,-9.496,18.860,3.92,224,0.875,bilinear +hrnet_w18_small,+20,58.970,-13.372,41.030,81.340,-9.332,18.660,13.19,224,0.875,bilinear +gluon_resnet18_v1b,+22,58.320,-12.510,41.680,80.960,-8.796,19.040,11.69,224,0.875,bicubic +resnet18,+23,57.180,-12.578,42.820,80.190,-8.888,19.810,11.69,224,0.875,bilinear +dla60x_c,+25,56.020,-11.888,43.980,78.960,-9.474,21.040,1.34,224,0.875,bilinear +tf_mobilenetv3_small_100,+23,54.510,-13.408,45.490,77.080,-10.582,22.920,2.54,224,0.875,bilinear +dla46x_c,+24,53.080,-12.900,46.920,76.840,-10.140,23.160,1.08,224,0.875,bilinear +dla46_c,+25,52.200,-12.678,47.800,75.680,-10.606,24.320,1.31,224,0.875,bilinear +tf_mobilenetv3_small_075,+23,52.150,-13.568,47.850,75.460,-10.676,24.540,2.04,224,0.875,bilinear +tf_mobilenetv3_small_minimal_100,+24,49.530,-13.368,50.470,73.050,-11.180,26.950,2.04,224,0.875,bilinear diff --git a/results/results-sketch.csv b/results/results-sketch.csv index 1f663443..c5c8e281 100644 --- a/results/results-sketch.csv +++ b/results/results-sketch.csv @@ -1,239 +1,239 @@ model,rank_diff,top1,top1_diff,top1_err,top5,top5_diff,top5_err,param_count,img_size,cropt_pct,interpolation -ig_resnext101_32x48d,+5,58.814,-26.628,41.186,81.086,-16.486,18.914,828.410,224,0.875,bilinear -ig_resnext101_32x32d,+9,58.380,-26.712,41.620,80.379,-17.057,19.621,468.530,224,0.875,bilinear -ig_resnext101_32x16d,+14,57.700,-26.476,42.300,79.913,-17.283,20.087,194.030,224,0.875,bilinear -swsl_resnext101_32x16d,+18,57.466,-25.872,42.534,80.381,-16.471,19.619,194.030,224,0.875,bilinear -swsl_resnext101_32x8d,+9,56.435,-27.859,43.565,78.934,-18.239,21.066,88.790,224,0.875,bilinear -ig_resnext101_32x8d,+23,54.918,-27.770,45.082,77.545,-19.087,22.455,88.790,224,0.875,bilinear -swsl_resnext101_32x4d,+17,53.591,-29.643,46.409,76.339,-20.417,23.661,44.180,224,0.875,bilinear -tf_efficientnet_l2_ns_475,-6,51.487,-36.747,48.513,73.930,-24.617,26.070,480.310,475,0.936,bicubic -swsl_resnext50_32x4d,+24,50.449,-31.731,49.551,73.358,-22.870,26.642,25.030,224,0.875,bilinear -swsl_resnet50,+38,49.551,-31.629,50.449,72.332,-23.654,27.668,25.560,224,0.875,bilinear -tf_efficientnet_b7_ns,-8,47.800,-39.038,52.200,69.638,-28.456,30.362,66.350,600,0.949,bicubic -tf_efficientnet_b6_ns,-8,47.751,-38.711,52.249,69.962,-27.922,30.038,43.040,528,0.942,bicubic -tf_efficientnet_l2_ns,-12,47.570,-40.782,52.430,70.017,-28.631,29.983,480.310,800,0.960,bicubic -tf_efficientnet_b8_ap,-6,45.778,-39.590,54.222,67.905,-29.389,32.095,87.410,672,0.954,bicubic -tf_efficientnet_b5_ns,-10,45.607,-40.473,54.393,67.852,-29.902,32.148,30.390,456,0.934,bicubic -tf_efficientnet_b4_ns,-7,43.455,-41.703,56.545,65.513,-31.955,34.487,19.340,380,0.922,bicubic -tf_efficientnet_b8,-10,42.502,-42.868,57.498,64.874,-32.518,35.126,87.410,672,0.954,bicubic -tf_efficientnet_b7,-6,41.437,-43.495,58.563,63.027,-34.181,36.973,66.350,600,0.949,bicubic -tf_efficientnet_b7_ap,-9,41.433,-43.685,58.567,62.876,-34.376,37.124,66.350,600,0.949,bicubic -tf_efficientnet_b5_ap,-5,41.420,-42.834,58.580,62.082,-34.894,37.918,30.390,456,0.934,bicubic -tf_efficientnet_b6_ap,-8,41.091,-43.695,58.909,62.359,-34.779,37.641,43.040,528,0.942,bicubic -tf_efficientnet_b4_ap,+1,40.476,-42.772,59.524,61.713,-34.675,38.287,19.340,380,0.922,bicubic -tf_efficientnet_b3_ns,-4,39.582,-44.472,60.418,61.463,-35.449,38.537,12.230,300,0.904,bicubic -tf_efficientnet_b5,-3,38.328,-45.488,61.672,59.928,-36.822,40.072,30.390,456,0.934,bicubic -tf_efficientnet_b3_ap,+13,37.061,-44.767,62.939,57.236,-38.388,42.764,12.230,300,0.904,bicubic -resnest269e,-10,36.670,-47.516,63.330,56.810,-40.112,43.190,110.930,416,0.875,bilinear -tf_efficientnet_b2_ns,+4,36.177,-46.203,63.823,57.555,-38.697,42.445,9.110,260,0.890,bicubic -ecaresnet101d,+6,36.006,-46.160,63.994,56.154,-39.898,43.846,44.570,224,0.875,bicubic -swsl_resnet18,+192,35.860,-37.426,64.140,58.437,-33.295,41.563,11.690,224,0.875,bilinear -resnest200e,-10,35.847,-47.987,64.153,55.890,-40.948,44.110,70.200,320,0.875,bilinear -resnest101e,-4,35.365,-47.525,64.635,55.786,-40.538,44.214,48.280,256,0.875,bilinear -ssl_resnext101_32x16d,+5,34.609,-47.227,65.391,55.914,-40.180,44.086,194.030,224,0.875,bilinear -resnest50d_4s2x40d,+16,34.361,-46.753,65.639,54.711,-40.857,45.289,30.420,224,0.875,bicubic -tf_efficientnet_b1_ns,+11,34.153,-47.233,65.847,55.489,-40.249,44.511,7.790,240,0.882,bicubic -tf_efficientnet_b4,-9,34.062,-48.954,65.938,54.216,-42.082,45.784,19.340,380,0.922,bicubic -ssl_resnext101_32x8d,+5,34.021,-47.605,65.979,55.593,-40.444,44.407,88.790,224,0.875,bilinear -tf_efficientnet_b6,-19,34.005,-50.107,65.995,54.540,-42.344,45.460,43.040,528,0.942,bicubic -efficientnet_b3_pruned,+18,33.996,-46.860,66.004,54.110,-41.130,45.890,9.860,300,0.904,bicubic -tresnet_xl,-4,33.259,-48.811,66.741,52.296,-43.632,47.704,78.440,224,0.875,bilinear -resnest50d_1s4x24d,+11,33.139,-47.851,66.861,52.831,-42.491,47.169,25.680,224,0.875,bicubic -resnest50d,+11,32.968,-47.990,67.032,52.701,-42.681,47.299,27.480,224,0.875,bilinear -tf_efficientnet_b3,-2,32.864,-48.776,67.136,52.962,-42.760,47.038,12.230,300,0.904,bicubic -inception_resnet_v2,+22,32.736,-47.724,67.264,50.640,-44.670,49.360,55.840,299,0.897,bicubic -gluon_resnet152_v1d,+20,32.730,-47.740,67.270,51.084,-44.122,48.916,60.210,224,0.875,bicubic -tf_efficientnet_b2_ap,+28,32.679,-47.627,67.321,52.233,-42.795,47.767,9.110,260,0.890,bicubic -nasnetalarge,-16,32.583,-49.975,67.417,49.787,-46.249,50.213,88.750,331,0.875,bicubic -tresnet_l,-3,32.567,-48.921,67.433,51.141,-44.487,48.859,55.990,224,0.875,bilinear -pnasnet5large,-20,32.532,-50.208,67.468,50.188,-45.852,49.812,86.060,331,0.875,bicubic -ens_adv_inception_resnet_v2,+34,32.370,-47.605,67.629,50.427,-44.519,49.573,55.840,299,0.897,bicubic -gluon_resnet152_v1s,=,32.331,-48.681,67.669,50.539,-44.877,49.461,60.320,224,0.875,bicubic -gluon_seresnext101_64x4d,+4,32.194,-48.696,67.806,50.327,-44.977,49.673,88.230,224,0.875,bicubic -gluon_seresnext101_32x4d,+2,32.115,-48.787,67.885,51.241,-44.053,48.759,48.960,224,0.875,bicubic -efficientnet_b3a,-17,31.728,-50.146,68.272,51.322,-44.519,48.678,12.230,320,1.000,bicubic -efficientnet_b3,-11,31.565,-49.933,68.435,51.272,-44.446,48.728,12.230,300,0.904,bicubic -resnet50,+64,31.545,-47.487,68.455,50.172,-44.212,49.828,25.560,224,0.875,bicubic -ssl_resnext101_32x4d,-3,31.433,-49.495,68.567,52.115,-43.613,47.885,44.180,224,0.875,bilinear -inception_v4,+22,31.382,-48.774,68.618,49.237,-45.737,50.763,42.680,299,0.875,bicubic -ecaresnetlight,+8,31.133,-49.321,68.868,50.252,-45.004,49.748,30.160,224,0.875,bicubic -gluon_resnet101_v1s,+15,31.113,-49.187,68.887,49.791,-45.359,50.209,44.670,224,0.875,bicubic -tf_efficientnet_cc_b0_8e,+98,31.081,-46.827,68.919,50.773,-42.883,49.227,24.010,224,0.875,bicubic -ecaresnet50d,=,31.064,-49.540,68.936,50.846,-44.476,49.154,25.580,224,0.875,bicubic -gluon_resnet152_v1c,+23,31.007,-48.909,68.993,48.936,-45.906,51.064,60.210,224,0.875,bicubic -tresnet_m,-4,30.993,-49.803,69.007,48.690,-46.166,51.310,31.390,224,0.875,bilinear -gluon_resnext101_64x4d,-2,30.981,-49.621,69.019,48.553,-46.441,51.447,83.460,224,0.875,bicubic -tf_efficientnet_cc_b1_8e,+42,30.901,-48.397,69.099,50.074,-44.290,49.926,39.720,240,0.882,bicubic -ecaresnet101d_pruned,-8,30.895,-49.913,69.105,50.001,-45.627,49.999,24.880,224,0.875,bicubic -gluon_resnext101_32x4d,+4,30.881,-49.453,69.119,48.537,-46.389,51.463,44.180,224,0.875,bicubic -tf_efficientnet_lite4,-26,30.840,-50.688,69.160,50.398,-45.270,49.602,13.010,380,0.920,bilinear -dpn107,+9,30.680,-49.484,69.320,48.806,-46.106,51.194,86.920,224,0.875,bicubic -ese_vovnet39b,+33,30.677,-48.643,69.323,49.893,-44.817,50.107,24.570,224,0.875,bicubic -tresnet_xl_448,-46,30.620,-52.428,69.380,49.072,-47.102,50.928,78.440,448,0.875,bilinear -gluon_resnet152_v1b,+22,30.618,-49.074,69.382,48.529,-46.209,51.471,60.190,224,0.875,bicubic -ssl_resnext50_32x4d,-1,30.594,-49.734,69.406,50.653,-44.751,49.347,25.030,224,0.875,bilinear -gluon_resnet101_v1d,-6,30.509,-49.914,69.490,47.975,-47.045,52.025,44.570,224,0.875,bicubic -resnest26d,+62,30.500,-47.982,69.500,50.677,-43.613,49.323,17.070,224,0.875,bilinear -efficientnet_b2a,-16,30.423,-50.185,69.577,49.675,-45.635,50.325,9.110,288,1.000,bicubic -tf_efficientnet_b1_ap,+32,30.419,-48.859,69.581,49.553,-44.755,50.447,7.790,240,0.882,bicubic -dpn98,+18,30.058,-49.578,69.942,48.240,-46.354,51.760,61.570,224,0.875,bicubic -tf_efficientnet_b2,+2,30.020,-50.070,69.980,49.590,-45.316,50.410,9.110,260,0.890,bicubic -dpn131,+9,30.014,-49.814,69.986,48.144,-46.560,51.856,79.250,224,0.875,bicubic -senet154,-35,30.001,-51.303,69.999,48.032,-47.466,51.968,115.090,224,0.875,bilinear -dpn92,=,29.969,-50.047,70.031,49.160,-45.678,50.840,37.670,224,0.875,bicubic -gluon_senet154,-36,29.887,-51.337,70.113,47.873,-47.483,52.127,115.090,224,0.875,bicubic -xception,+34,29.849,-49.199,70.151,48.690,-45.702,51.310,22.860,299,0.897,bicubic -adv_inception_v3,+80,29.824,-47.756,70.176,47.867,-45.857,52.133,23.830,299,0.875,bicubic -resnetblur50,+22,29.623,-49.667,70.377,48.250,-46.382,51.750,25.560,224,0.875,bicubic -efficientnet_b2,-18,29.617,-50.785,70.383,48.773,-46.303,51.227,9.110,260,0.875,bicubic -gluon_xception65,+9,29.555,-50.049,70.445,47.523,-47.225,52.477,39.920,299,0.875,bicubic -resnext101_32x8d,+15,29.435,-49.877,70.565,48.482,-46.044,51.518,88.790,224,0.875,bilinear -ssl_resnet50,+20,29.423,-49.805,70.577,49.773,-45.059,50.227,25.560,224,0.875,bilinear -resnext50_32x4d,=,29.328,-50.434,70.671,47.395,-47.205,52.605,25.030,224,0.875,bicubic -ecaresnet50d_pruned,=,29.216,-50.502,70.784,48.458,-46.432,51.542,19.940,224,0.875,bicubic -tresnet_l_448,-61,29.167,-53.101,70.833,47.234,-48.744,52.766,55.990,448,0.875,bilinear -gluon_inception_v3,+32,29.114,-49.690,70.886,46.943,-47.437,53.057,23.830,299,0.875,bicubic -hrnet_w64,+5,28.987,-50.485,71.013,47.140,-47.510,52.860,128.060,224,0.875,bilinear -tf_efficientnet_b0_ns,+37,28.914,-49.738,71.086,49.011,-45.357,50.989,5.290,224,0.875,bicubic -tf_efficientnet_b1,+28,28.892,-49.940,71.108,47.511,-46.685,52.489,7.790,240,0.882,bicubic -gluon_resnet101_v1b,+8,28.857,-50.447,71.143,46.371,-48.153,53.629,44.550,224,0.875,bicubic -skresnext50_32x4d,-19,28.818,-51.332,71.182,46.503,-48.141,53.497,27.480,224,0.875,bicubic -tf_efficientnet_lite3,-10,28.654,-51.157,71.346,47.358,-47.556,52.642,8.200,300,0.904,bilinear -hrnet_w40,+20,28.645,-50.289,71.355,47.443,-47.024,52.557,57.560,224,0.875,bilinear -gluon_seresnext50_32x4d,-16,28.641,-51.271,71.359,46.450,-48.368,53.550,27.560,224,0.875,bicubic -skresnet34,+81,28.629,-48.281,71.371,47.957,-45.359,52.043,22.280,224,0.875,bicubic -resnet152,+40,28.535,-49.777,71.465,47.114,-46.932,52.886,60.190,224,0.875,bilinear -hrnet_w48,=,28.407,-50.903,71.593,47.574,-46.944,52.426,77.470,224,0.875,bilinear -gluon_resnext50_32x4d,-4,28.383,-50.973,71.617,45.326,-49.098,54.674,25.030,224,0.875,bicubic -efficientnet_b2_pruned,-23,28.366,-51.552,71.634,47.059,-47.789,52.941,8.310,260,0.890,bicubic -tf_efficientnet_b0_ap,+72,28.350,-48.734,71.650,47.531,-45.723,52.469,5.290,224,0.875,bicubic -dla102x2,-8,28.319,-51.133,71.681,46.757,-47.887,53.243,41.750,224,0.875,bilinear -dla169,+19,28.311,-50.399,71.689,47.399,-46.939,52.601,53.990,224,0.875,bilinear -tf_efficientnet_cc_b0_4e,+62,28.311,-48.993,71.689,47.364,-45.968,52.636,13.310,224,0.875,bicubic -mixnet_xl,-49,28.293,-52.185,71.707,46.717,-48.215,53.283,11.900,224,0.875,bicubic -gluon_resnet50_v1d,+3,28.236,-50.838,71.764,45.876,-48.600,54.124,25.580,224,0.875,bicubic -wide_resnet101_2,+10,28.106,-50.740,71.894,46.425,-47.859,53.575,126.890,224,0.875,bilinear -gluon_resnet101_v1c,-16,28.102,-51.442,71.898,45.953,-48.633,54.047,44.570,224,0.875,bicubic -densenet161,+56,28.100,-49.248,71.900,46.651,-46.997,53.349,28.680,224,0.875,bicubic -regnetx_320,-41,28.079,-52.167,71.921,45.120,-49.902,54.880,107.810,224,0.875,bicubic -regnety_320,-61,28.071,-52.743,71.929,45.460,-49.780,54.540,145.050,224,0.875,bicubic -dpn68b,+48,27.884,-49.630,72.116,47.460,-46.362,52.540,12.610,224,0.875,bicubic -regnetx_160,-32,27.825,-52.041,72.175,45.631,-49.197,54.369,54.280,224,0.875,bicubic -tf_inception_v3,+38,27.786,-50.070,72.214,45.711,-47.933,54.289,23.830,299,0.875,bicubic -res2net101_26w_4s,-8,27.774,-51.422,72.226,45.171,-49.269,54.829,45.210,224,0.875,bilinear -regnety_160,-48,27.639,-52.661,72.361,45.534,-49.428,54.466,83.590,224,0.875,bicubic -hrnet_w44,-2,27.625,-51.269,72.375,45.831,-48.539,54.169,67.060,224,0.875,bilinear -inception_v3,+45,27.570,-49.866,72.430,45.261,-48.215,54.739,23.830,299,0.875,bicubic -regnetx_080,-13,27.411,-51.787,72.589,45.022,-49.536,54.978,39.570,224,0.875,bicubic -hrnet_w30,+21,27.385,-50.811,72.615,46.542,-47.678,53.458,37.710,224,0.875,bilinear -hrnet_w32,+13,27.377,-51.071,72.623,45.990,-48.198,54.010,41.230,224,0.875,bilinear -gluon_resnet50_v1s,-1,27.326,-51.386,72.674,45.214,-49.028,54.786,25.680,224,0.875,bicubic -densenet201,+45,27.261,-50.029,72.739,46.224,-47.254,53.776,20.010,224,0.875,bicubic -regnety_064,-38,27.228,-52.484,72.772,44.851,-49.923,55.149,30.580,224,0.875,bicubic -densenetblur121d,+57,27.224,-49.352,72.776,46.307,-46.883,53.693,8.000,224,0.875,bicubic -efficientnet_b1_pruned,+13,27.195,-51.047,72.805,45.872,-47.960,54.128,6.330,240,0.882,bicubic -res2net50_26w_8s,-22,27.073,-52.137,72.927,44.432,-49.930,55.568,48.400,224,0.875,bilinear -dla102x,=,27.023,-51.484,72.977,45.495,-48.739,54.505,26.770,224,0.875,bilinear -resnet101,+35,26.968,-50.405,73.031,45.236,-48.310,54.764,44.550,224,0.875,bilinear -resnext50d_32x4d,-42,26.874,-52.800,73.126,44.430,-50.438,55.570,25.050,224,0.875,bicubic -regnetx_120,-40,26.864,-52.726,73.136,44.682,-50.058,55.318,46.110,224,0.875,bicubic -seresnext101_32x4d,-62,26.819,-53.417,73.181,43.508,-51.520,56.492,48.960,224,0.875,bilinear -densenet169,+55,26.811,-49.101,73.189,45.375,-47.649,54.625,14.150,224,0.875,bicubic -regnetx_064,-24,26.802,-52.264,73.198,44.904,-49.552,55.096,26.210,224,0.875,bicubic -regnety_120,-72,26.782,-53.600,73.218,44.440,-50.688,55.560,51.820,224,0.875,bicubic -regnetx_032,+6,26.707,-51.459,73.293,45.226,-48.854,54.774,15.300,224,0.875,bicubic -densenet121,+55,26.676,-48.898,73.324,45.900,-46.756,54.100,7.980,224,0.875,bicubic -seresnet152,-13,26.672,-51.986,73.328,43.945,-50.429,56.055,66.820,224,0.875,bilinear -tf_efficientnet_el,-79,26.623,-53.825,73.377,44.636,-50.524,55.364,10.590,300,0.904,bicubic -efficientnet_es,+4,26.617,-51.437,73.383,45.106,-48.824,54.894,5.440,224,0.875,bicubic -res2net50_26w_6s,-14,26.587,-51.987,73.413,43.978,-50.148,56.022,37.050,224,0.875,bilinear -dla60x,-4,26.564,-51.678,73.436,45.039,-48.983,54.961,17.650,224,0.875,bilinear -regnety_080,-63,26.515,-53.353,73.485,44.355,-50.477,55.645,39.180,224,0.875,bicubic -tf_efficientnet_b0,+34,26.491,-50.349,73.509,45.656,-47.570,54.344,5.290,224,0.875,bicubic -res2net50_14w_8s,-2,26.471,-51.681,73.529,44.369,-49.473,55.631,25.060,224,0.875,bilinear -gluon_resnet50_v1b,+13,26.432,-51.146,73.568,44.033,-49.685,55.967,25.560,224,0.875,bicubic -regnetx_040,-18,26.239,-52.247,73.760,44.424,-49.818,55.576,22.120,224,0.875,bicubic -dpn68,+37,26.122,-50.184,73.878,44.233,-48.736,55.767,12.610,224,0.875,bicubic -hrnet_w18,+30,25.976,-50.780,74.024,44.809,-48.633,55.191,21.300,224,0.875,bilinear -regnety_040,-46,25.913,-53.309,74.087,43.854,-50.802,56.146,20.650,224,0.875,bicubic -resnet34,+49,25.884,-49.228,74.116,43.990,-48.298,56.010,21.800,224,0.875,bilinear -res2net50_26w_4s,-2,25.870,-52.076,74.130,43.161,-50.691,56.839,25.700,224,0.875,bilinear -tresnet_m_448,-121,25.850,-55.862,74.150,42.868,-52.702,57.132,31.390,448,0.875,bilinear -gluon_resnet50_v1c,-8,25.795,-52.215,74.205,43.017,-50.971,56.983,25.580,224,0.875,bicubic -selecsls60,-6,25.729,-52.254,74.272,44.069,-49.764,55.931,30.670,224,0.875,bicubic -dla60_res2net,-25,25.642,-52.830,74.358,43.589,-50.615,56.411,21.150,224,0.875,bilinear -dla60_res2next,-24,25.638,-52.810,74.362,43.670,-50.474,56.330,17.330,224,0.875,bilinear -tf_efficientnet_lite1,+23,25.506,-51.132,74.493,43.583,-49.649,56.417,5.420,240,0.882,bicubic -mixnet_l,-46,25.499,-53.477,74.501,43.463,-50.721,56.537,7.330,224,0.875,bicubic -efficientnet_b1,-37,25.483,-53.215,74.517,43.286,-50.866,56.714,7.790,240,0.875,bicubic -tv_resnext50_32x4d,-5,25.469,-52.149,74.531,42.791,-50.907,57.209,25.030,224,0.875,bilinear -tf_mixnet_l,-42,25.420,-53.350,74.580,42.544,-51.460,57.456,7.330,224,0.875,bicubic -res2next50,-23,25.395,-52.848,74.606,42.492,-51.400,57.508,24.670,224,0.875,bilinear -selecsls60b,-29,25.328,-53.090,74.672,43.554,-50.612,56.446,32.770,224,0.875,bicubic -seresnet101,-29,25.328,-53.068,74.672,42.828,-51.429,57.172,49.330,224,0.875,bilinear -regnety_032,-50,25.324,-53.546,74.676,42.907,-51.495,57.093,19.440,224,0.875,bicubic -dla102,-22,25.314,-52.712,74.686,43.837,-50.113,56.163,33.730,224,0.875,bilinear -wide_resnet50_2,-36,25.310,-53.158,74.690,42.178,-51.908,57.822,68.880,224,0.875,bilinear -resnest14d,+25,25.282,-50.221,74.718,44.121,-48.392,55.879,10.610,224,0.875,bilinear -seresnext50_32x4d,-62,25.218,-53.858,74.782,41.938,-52.496,58.062,27.560,224,0.875,bilinear -res2net50_48w_2s,-10,25.023,-52.491,74.977,42.202,-51.346,57.798,25.290,224,0.875,bilinear -efficientnet_b0,-18,25.015,-52.677,74.985,42.785,-50.747,57.215,5.290,224,0.875,bicubic -gluon_resnet34_v1b,+35,24.948,-49.632,75.052,42.237,-49.751,57.763,21.800,224,0.875,bicubic -mobilenetv2_120d,-7,24.933,-52.361,75.067,43.064,-50.438,56.936,5.830,224,0.875,bicubic -dla60,-1,24.927,-52.097,75.073,43.302,-50.006,56.698,22.330,224,0.875,bilinear -regnety_016,-23,24.819,-53.033,75.181,42.626,-51.090,57.374,11.200,224,0.875,bicubic -tf_efficientnet_em,-53,24.534,-54.164,75.466,42.410,-51.910,57.590,6.900,240,0.882,bicubic -tf_efficientnet_lite2,-16,24.530,-52.930,75.470,42.292,-51.454,57.708,6.090,260,0.890,bicubic -skresnet18,+36,24.494,-48.549,75.505,42.538,-48.640,57.462,11.960,224,0.875,bicubic -regnetx_016,-4,24.477,-52.453,75.523,42.502,-50.916,57.498,9.190,224,0.875,bicubic -tf_efficientnet_lite0,+22,24.371,-50.471,75.629,42.510,-49.660,57.490,4.650,224,0.875,bicubic -tv_resnet50,+4,24.092,-52.038,75.908,41.309,-51.553,58.691,25.560,224,0.875,bilinear -seresnet34,+21,24.037,-50.771,75.963,41.895,-50.231,58.105,21.960,224,0.875,bilinear -tv_densenet121,+21,23.846,-50.906,76.154,41.921,-50.231,58.079,7.980,224,0.875,bicubic -tf_efficientnet_es,-16,23.824,-53.440,76.176,41.319,-52.281,58.681,5.440,224,0.875,bicubic -mobilenetv2_140,-3,23.710,-52.814,76.290,41.469,-51.521,58.531,6.110,224,0.875,bicubic -mixnet_m,-17,23.709,-53.547,76.291,41.139,-52.279,58.861,5.010,224,0.875,bicubic -dla34,+19,23.677,-50.959,76.323,41.543,-50.521,58.457,15.780,224,0.875,bilinear -seresnet50,-34,23.644,-53.992,76.356,40.081,-53.671,59.919,28.090,224,0.875,bilinear -tf_mixnet_m,-15,23.479,-53.471,76.521,41.005,-52.151,58.995,5.010,224,0.875,bicubic -tv_resnet34,+22,23.473,-49.841,76.527,41.367,-50.053,58.633,21.800,224,0.875,bilinear -selecsls42b,-21,23.366,-53.809,76.633,40.677,-52.715,59.323,32.460,224,0.875,bicubic -mobilenetv2_110d,+8,23.070,-51.982,76.930,40.744,-51.436,59.256,4.520,224,0.875,bicubic -mobilenetv3_large_100,-5,22.665,-53.103,77.335,40.785,-51.755,59.215,5.480,224,0.875,bicubic -mobilenetv3_rw,-4,22.626,-53.002,77.374,40.370,-52.340,59.630,5.480,224,0.875,bicubic -tf_mobilenetv3_large_100,-3,22.571,-52.945,77.429,39.759,-52.841,60.241,5.480,224,0.875,bilinear -hrnet_w18_small_v2,+1,22.341,-52.785,77.659,39.847,-52.569,60.153,15.600,224,0.875,bilinear -regnety_008,-14,22.113,-54.201,77.887,38.896,-54.166,61.104,6.260,224,0.875,bicubic -seresnext26tn_32x4d,-52,22.003,-55.987,77.997,38.492,-55.256,61.508,16.810,224,0.875,bicubic -seresnext26t_32x4d,-52,21.987,-56.001,78.013,38.566,-55.140,61.434,16.820,224,0.875,bicubic -regnety_006,-4,21.973,-53.287,78.027,38.953,-53.575,61.047,6.060,224,0.875,bicubic -regnetx_008,=,21.952,-53.070,78.048,38.930,-53.414,61.070,7.260,224,0.875,bicubic -resnet26d,-23,21.914,-54.766,78.086,38.617,-54.549,61.383,16.010,224,0.875,bicubic -semnasnet_100,-9,21.897,-53.559,78.103,38.604,-53.988,61.396,3.890,224,0.875,bicubic -regnetx_006,+6,21.743,-52.119,78.257,38.904,-52.776,61.096,6.200,224,0.875,bicubic -gluon_resnet18_v1b,+16,21.545,-49.285,78.455,38.873,-50.883,61.127,11.690,224,0.875,bicubic -fbnetc_100,-8,21.492,-53.628,78.508,38.165,-54.221,61.835,5.570,224,0.875,bilinear -mnasnet_100,-2,21.350,-53.306,78.650,37.715,-54.411,62.285,4.380,224,0.875,bicubic -resnet26,-13,21.295,-53.997,78.705,38.016,-54.554,61.984,16.000,224,0.875,bicubic -ssl_resnet18,+7,21.278,-51.322,78.722,39.114,-52.301,60.886,11.690,224,0.875,bilinear -mixnet_s,-24,21.258,-54.730,78.742,38.193,-54.601,61.807,4.130,224,0.875,bicubic -seresnext26d_32x4d,-55,21.254,-56.350,78.746,37.285,-56.327,62.715,16.810,224,0.875,bicubic -seresnext26_32x4d,-41,21.093,-56.007,78.907,37.639,-55.671,62.361,16.790,224,0.875,bicubic -regnetx_004,+4,20.887,-51.519,79.113,37.548,-53.282,62.452,5.160,224,0.875,bicubic -spnasnet_100,-6,20.867,-53.213,79.133,37.892,-53.940,62.108,4.420,224,0.875,bilinear -seresnet18,+5,20.840,-50.918,79.160,37.645,-52.689,62.355,11.780,224,0.875,bicubic -mobilenetv2_100,-1,20.761,-52.217,79.239,37.751,-53.265,62.249,3.500,224,0.875,bicubic -tf_mixnet_s,-28,20.478,-55.170,79.522,36.627,-56.009,63.373,4.130,224,0.875,bicubic -regnety_004,-9,20.417,-53.609,79.583,37.030,-54.718,62.970,4.340,224,0.875,bicubic -tf_mobilenetv3_large_075,-8,20.372,-53.070,79.628,36.770,-54.582,63.230,3.990,224,0.875,bilinear -hrnet_w18_small,-2,20.366,-51.976,79.634,37.094,-53.578,62.906,13.190,224,0.875,bilinear -resnet18,+2,20.228,-49.530,79.772,37.260,-51.818,62.740,11.690,224,0.875,bilinear -tf_mobilenetv3_large_minimal_100,-3,20.116,-52.128,79.884,36.904,-53.732,63.096,3.920,224,0.875,bilinear -regnety_002,-1,17.460,-52.822,82.540,32.443,-57.097,67.557,3.160,224,0.875,bicubic -regnetx_002,=,16.951,-51.803,83.049,32.235,-56.313,67.765,2.680,224,0.875,bicubic -dla60x_c,+1,16.326,-51.582,83.674,31.775,-56.659,68.225,1.340,224,0.875,bilinear -tf_mobilenetv3_small_100,-1,16.233,-51.685,83.767,31.223,-56.439,68.777,2.540,224,0.875,bilinear -tf_mobilenetv3_small_075,+1,14.940,-50.778,85.060,29.572,-56.564,70.428,2.040,224,0.875,bilinear -dla46_c,+1,14.661,-50.217,85.339,29.374,-56.912,70.626,1.310,224,0.875,bilinear -dla46x_c,-2,14.380,-51.600,85.620,29.177,-57.803,70.823,1.080,224,0.875,bilinear -tf_mobilenetv3_small_minimal_100,=,13.968,-48.930,86.032,27.980,-56.250,72.019,2.040,224,0.875,bilinear +ig_resnext101_32x48d,+5,58.814,-26.628,41.186,81.086,-16.486,18.914,828.41,224,0.875,bilinear +ig_resnext101_32x32d,+9,58.380,-26.712,41.620,80.379,-17.057,19.621,468.53,224,0.875,bilinear +ig_resnext101_32x16d,+14,57.700,-26.476,42.300,79.913,-17.283,20.087,194.03,224,0.875,bilinear +swsl_resnext101_32x16d,+18,57.466,-25.872,42.534,80.381,-16.471,19.619,194.03,224,0.875,bilinear +swsl_resnext101_32x8d,+9,56.435,-27.859,43.565,78.934,-18.240,21.066,88.79,224,0.875,bilinear +ig_resnext101_32x8d,+23,54.918,-27.770,45.082,77.545,-19.087,22.455,88.79,224,0.875,bilinear +swsl_resnext101_32x4d,+17,53.591,-29.643,46.409,76.339,-20.417,23.661,44.18,224,0.875,bilinear +tf_efficientnet_l2_ns_475,-6,51.487,-36.747,48.513,73.930,-24.616,26.070,480.31,475,0.936,bicubic +swsl_resnext50_32x4d,+24,50.449,-31.731,49.551,73.358,-22.870,26.642,25.03,224,0.875,bilinear +swsl_resnet50,+38,49.551,-31.629,50.449,72.332,-23.654,27.668,25.56,224,0.875,bilinear +tf_efficientnet_b7_ns,-8,47.800,-39.038,52.200,69.638,-28.456,30.362,66.35,600,0.949,bicubic +tf_efficientnet_b6_ns,-8,47.751,-38.711,52.249,69.962,-27.922,30.038,43.04,528,0.942,bicubic +tf_efficientnet_l2_ns,-12,47.570,-40.782,52.430,70.017,-28.631,29.983,480.31,800,0.960,bicubic +tf_efficientnet_b8_ap,-6,45.778,-39.590,54.222,67.905,-29.389,32.095,87.41,672,0.954,bicubic +tf_efficientnet_b5_ns,-10,45.607,-40.473,54.393,67.852,-29.902,32.148,30.39,456,0.934,bicubic +tf_efficientnet_b4_ns,-7,43.455,-41.703,56.545,65.513,-31.955,34.487,19.34,380,0.922,bicubic +tf_efficientnet_b8,-10,42.502,-42.868,57.498,64.874,-32.518,35.126,87.41,672,0.954,bicubic +tf_efficientnet_b7,-6,41.437,-43.495,58.563,63.027,-34.181,36.973,66.35,600,0.949,bicubic +tf_efficientnet_b7_ap,-9,41.433,-43.685,58.567,62.876,-34.376,37.124,66.35,600,0.949,bicubic +tf_efficientnet_b5_ap,-5,41.420,-42.834,58.580,62.082,-34.894,37.918,30.39,456,0.934,bicubic +tf_efficientnet_b6_ap,-8,41.091,-43.695,58.909,62.359,-34.779,37.641,43.04,528,0.942,bicubic +tf_efficientnet_b4_ap,+1,40.476,-42.772,59.524,61.713,-34.675,38.287,19.34,380,0.922,bicubic +tf_efficientnet_b3_ns,-4,39.582,-44.472,60.418,61.463,-35.449,38.537,12.23,300,0.904,bicubic +tf_efficientnet_b5,-3,38.328,-45.488,61.672,59.928,-36.822,40.072,30.39,456,0.934,bicubic +tf_efficientnet_b3_ap,+13,37.061,-44.767,62.939,57.236,-38.388,42.764,12.23,300,0.904,bicubic +resnest269e,-10,36.670,-47.516,63.330,56.810,-40.112,43.190,110.93,416,0.875,bilinear +tf_efficientnet_b2_ns,+4,36.177,-46.203,63.823,57.555,-38.697,42.445,9.11,260,0.890,bicubic +ecaresnet101d,+6,36.006,-46.160,63.994,56.154,-39.898,43.846,44.57,224,0.875,bicubic +swsl_resnet18,+192,35.860,-37.426,64.140,58.437,-33.295,41.563,11.69,224,0.875,bilinear +resnest200e,-10,35.847,-47.987,64.153,55.890,-40.948,44.110,70.20,320,0.875,bilinear +resnest101e,-4,35.365,-47.525,64.635,55.786,-40.538,44.214,48.28,256,0.875,bilinear +ssl_resnext101_32x16d,+5,34.609,-47.227,65.391,55.914,-40.180,44.086,194.03,224,0.875,bilinear +resnest50d_4s2x40d,+16,34.361,-46.753,65.639,54.711,-40.857,45.289,30.42,224,0.875,bicubic +tf_efficientnet_b1_ns,+11,34.153,-47.233,65.847,55.489,-40.249,44.511,7.79,240,0.882,bicubic +tf_efficientnet_b4,-9,34.062,-48.954,65.938,54.216,-42.082,45.784,19.34,380,0.922,bicubic +ssl_resnext101_32x8d,+5,34.021,-47.605,65.979,55.593,-40.445,44.407,88.79,224,0.875,bilinear +tf_efficientnet_b6,-19,34.005,-50.107,65.995,54.540,-42.344,45.460,43.04,528,0.942,bicubic +efficientnet_b3_pruned,+18,33.996,-46.860,66.004,54.110,-41.130,45.890,9.86,300,0.904,bicubic +tresnet_xl,-4,33.259,-48.811,66.741,52.296,-43.632,47.704,78.44,224,0.875,bilinear +resnest50d_1s4x24d,+11,33.139,-47.851,66.861,52.831,-42.491,47.169,25.68,224,0.875,bicubic +resnest50d,+11,32.968,-47.990,67.032,52.701,-42.681,47.299,27.48,224,0.875,bilinear +tf_efficientnet_b3,-2,32.864,-48.776,67.136,52.962,-42.760,47.038,12.23,300,0.904,bicubic +inception_resnet_v2,+22,32.736,-47.724,67.264,50.640,-44.670,49.360,55.84,299,0.897,bicubic +gluon_resnet152_v1d,+20,32.730,-47.740,67.270,51.084,-44.122,48.916,60.21,224,0.875,bicubic +tf_efficientnet_b2_ap,+28,32.679,-47.627,67.321,52.233,-42.795,47.767,9.11,260,0.890,bicubic +nasnetalarge,-16,32.583,-49.975,67.417,49.787,-46.249,50.213,88.75,331,0.875,bicubic +tresnet_l,-3,32.567,-48.921,67.433,51.141,-44.487,48.859,55.99,224,0.875,bilinear +pnasnet5large,-20,32.532,-50.208,67.468,50.188,-45.852,49.812,86.06,331,0.875,bicubic +ens_adv_inception_resnet_v2,+34,32.370,-47.606,67.629,50.427,-44.519,49.573,55.84,299,0.897,bicubic +gluon_resnet152_v1s,=,32.331,-48.681,67.669,50.539,-44.877,49.461,60.32,224,0.875,bicubic +gluon_seresnext101_64x4d,+4,32.194,-48.696,67.806,50.327,-44.977,49.673,88.23,224,0.875,bicubic +gluon_seresnext101_32x4d,+2,32.115,-48.787,67.885,51.241,-44.053,48.759,48.96,224,0.875,bicubic +efficientnet_b3a,-17,31.728,-50.146,68.272,51.322,-44.518,48.678,12.23,320,1.000,bicubic +efficientnet_b3,-11,31.565,-49.933,68.435,51.272,-44.446,48.728,12.23,300,0.904,bicubic +resnet50,+64,31.545,-47.487,68.455,50.172,-44.212,49.828,25.56,224,0.875,bicubic +ssl_resnext101_32x4d,-3,31.433,-49.495,68.567,52.115,-43.613,47.885,44.18,224,0.875,bilinear +inception_v4,+22,31.382,-48.774,68.618,49.237,-45.737,50.763,42.68,299,0.875,bicubic +ecaresnetlight,+8,31.133,-49.321,68.868,50.252,-45.004,49.748,30.16,224,0.875,bicubic +gluon_resnet101_v1s,+15,31.113,-49.187,68.887,49.791,-45.359,50.209,44.67,224,0.875,bicubic +tf_efficientnet_cc_b0_8e,+98,31.081,-46.827,68.919,50.773,-42.883,49.227,24.01,224,0.875,bicubic +ecaresnet50d,=,31.064,-49.540,68.936,50.846,-44.476,49.154,25.58,224,0.875,bicubic +gluon_resnet152_v1c,+23,31.007,-48.909,68.993,48.936,-45.906,51.064,60.21,224,0.875,bicubic +tresnet_m,-4,30.993,-49.803,69.007,48.690,-46.166,51.310,31.39,224,0.875,bilinear +gluon_resnext101_64x4d,-2,30.981,-49.621,69.019,48.553,-46.441,51.447,83.46,224,0.875,bicubic +tf_efficientnet_cc_b1_8e,+42,30.901,-48.397,69.099,50.074,-44.290,49.926,39.72,240,0.882,bicubic +ecaresnet101d_pruned,-8,30.895,-49.913,69.105,50.001,-45.627,49.999,24.88,224,0.875,bicubic +gluon_resnext101_32x4d,+4,30.881,-49.453,69.119,48.537,-46.389,51.463,44.18,224,0.875,bicubic +tf_efficientnet_lite4,-26,30.840,-50.688,69.160,50.398,-45.270,49.602,13.01,380,0.920,bilinear +dpn107,+9,30.680,-49.484,69.320,48.806,-46.106,51.194,86.92,224,0.875,bicubic +ese_vovnet39b,+33,30.677,-48.643,69.323,49.893,-44.817,50.107,24.57,224,0.875,bicubic +tresnet_xl_448,-46,30.620,-52.428,69.380,49.072,-47.102,50.928,78.44,448,0.875,bilinear +gluon_resnet152_v1b,+22,30.618,-49.074,69.382,48.529,-46.209,51.471,60.19,224,0.875,bicubic +ssl_resnext50_32x4d,-1,30.594,-49.734,69.406,50.653,-44.751,49.347,25.03,224,0.875,bilinear +gluon_resnet101_v1d,-6,30.509,-49.915,69.490,47.975,-47.045,52.025,44.57,224,0.875,bicubic +resnest26d,+62,30.500,-47.982,69.500,50.677,-43.613,49.323,17.07,224,0.875,bilinear +efficientnet_b2a,-16,30.423,-50.185,69.577,49.675,-45.635,50.325,9.11,288,1.000,bicubic +tf_efficientnet_b1_ap,+32,30.419,-48.859,69.581,49.553,-44.755,50.447,7.79,240,0.882,bicubic +dpn98,+18,30.058,-49.578,69.942,48.240,-46.354,51.760,61.57,224,0.875,bicubic +tf_efficientnet_b2,+2,30.020,-50.070,69.980,49.590,-45.316,50.410,9.11,260,0.890,bicubic +dpn131,+9,30.014,-49.814,69.986,48.144,-46.560,51.856,79.25,224,0.875,bicubic +senet154,-35,30.001,-51.303,69.999,48.032,-47.466,51.968,115.09,224,0.875,bilinear +dpn92,=,29.969,-50.047,70.031,49.160,-45.678,50.840,37.67,224,0.875,bicubic +gluon_senet154,-36,29.887,-51.337,70.113,47.873,-47.483,52.127,115.09,224,0.875,bicubic +xception,+34,29.849,-49.199,70.151,48.690,-45.702,51.310,22.86,299,0.897,bicubic +adv_inception_v3,+80,29.824,-47.756,70.176,47.867,-45.857,52.133,23.83,299,0.875,bicubic +resnetblur50,+22,29.623,-49.667,70.377,48.250,-46.382,51.750,25.56,224,0.875,bicubic +efficientnet_b2,-18,29.617,-50.785,70.383,48.773,-46.303,51.227,9.11,260,0.875,bicubic +gluon_xception65,+9,29.555,-50.049,70.445,47.523,-47.225,52.477,39.92,299,0.875,bicubic +resnext101_32x8d,+15,29.435,-49.877,70.565,48.482,-46.044,51.518,88.79,224,0.875,bilinear +ssl_resnet50,+20,29.423,-49.805,70.577,49.773,-45.059,50.227,25.56,224,0.875,bilinear +resnext50_32x4d,=,29.328,-50.434,70.671,47.395,-47.205,52.605,25.03,224,0.875,bicubic +ecaresnet50d_pruned,=,29.216,-50.502,70.784,48.458,-46.432,51.542,19.94,224,0.875,bicubic +tresnet_l_448,-61,29.167,-53.101,70.833,47.234,-48.744,52.766,55.99,448,0.875,bilinear +gluon_inception_v3,+32,29.114,-49.690,70.886,46.943,-47.437,53.057,23.83,299,0.875,bicubic +hrnet_w64,+5,28.987,-50.485,71.013,47.140,-47.510,52.860,128.06,224,0.875,bilinear +tf_efficientnet_b0_ns,+37,28.914,-49.738,71.086,49.011,-45.357,50.989,5.29,224,0.875,bicubic +tf_efficientnet_b1,+28,28.892,-49.940,71.108,47.511,-46.685,52.489,7.79,240,0.882,bicubic +gluon_resnet101_v1b,+8,28.857,-50.447,71.143,46.371,-48.153,53.629,44.55,224,0.875,bicubic +skresnext50_32x4d,-19,28.818,-51.332,71.182,46.503,-48.141,53.497,27.48,224,0.875,bicubic +tf_efficientnet_lite3,-10,28.654,-51.158,71.346,47.358,-47.556,52.642,8.20,300,0.904,bilinear +hrnet_w40,+20,28.645,-50.289,71.355,47.443,-47.023,52.557,57.56,224,0.875,bilinear +gluon_seresnext50_32x4d,-16,28.641,-51.271,71.359,46.450,-48.368,53.550,27.56,224,0.875,bicubic +skresnet34,+81,28.629,-48.281,71.371,47.957,-45.359,52.043,22.28,224,0.875,bicubic +resnet152,+40,28.535,-49.777,71.465,47.114,-46.932,52.886,60.19,224,0.875,bilinear +hrnet_w48,=,28.407,-50.903,71.593,47.574,-46.944,52.426,77.47,224,0.875,bilinear +gluon_resnext50_32x4d,-4,28.383,-50.973,71.617,45.326,-49.098,54.674,25.03,224,0.875,bicubic +efficientnet_b2_pruned,-23,28.366,-51.552,71.634,47.059,-47.789,52.941,8.31,260,0.890,bicubic +tf_efficientnet_b0_ap,+72,28.350,-48.734,71.650,47.531,-45.723,52.469,5.29,224,0.875,bicubic +dla102x2,-8,28.319,-51.133,71.681,46.757,-47.887,53.243,41.75,224,0.875,bilinear +dla169,+19,28.311,-50.399,71.689,47.399,-46.939,52.601,53.99,224,0.875,bilinear +tf_efficientnet_cc_b0_4e,+62,28.311,-48.993,71.689,47.364,-45.968,52.636,13.31,224,0.875,bicubic +mixnet_xl,-49,28.293,-52.185,71.707,46.717,-48.215,53.283,11.90,224,0.875,bicubic +gluon_resnet50_v1d,+3,28.236,-50.838,71.764,45.876,-48.600,54.124,25.58,224,0.875,bicubic +wide_resnet101_2,+10,28.106,-50.740,71.894,46.425,-47.859,53.575,126.89,224,0.875,bilinear +gluon_resnet101_v1c,-16,28.102,-51.442,71.898,45.953,-48.633,54.047,44.57,224,0.875,bicubic +densenet161,+56,28.100,-49.248,71.900,46.651,-46.997,53.349,28.68,224,0.875,bicubic +regnetx_320,-41,28.079,-52.167,71.921,45.120,-49.902,54.880,107.81,224,0.875,bicubic +regnety_320,-61,28.071,-52.743,71.929,45.460,-49.780,54.540,145.05,224,0.875,bicubic +dpn68b,+48,27.884,-49.630,72.116,47.460,-46.362,52.540,12.61,224,0.875,bicubic +regnetx_160,-32,27.825,-52.041,72.175,45.631,-49.197,54.369,54.28,224,0.875,bicubic +tf_inception_v3,+38,27.786,-50.070,72.214,45.711,-47.933,54.289,23.83,299,0.875,bicubic +res2net101_26w_4s,-8,27.774,-51.422,72.226,45.171,-49.269,54.829,45.21,224,0.875,bilinear +regnety_160,-48,27.639,-52.661,72.361,45.534,-49.428,54.466,83.59,224,0.875,bicubic +hrnet_w44,-2,27.625,-51.269,72.375,45.831,-48.539,54.169,67.06,224,0.875,bilinear +inception_v3,+45,27.570,-49.866,72.430,45.261,-48.215,54.739,23.83,299,0.875,bicubic +regnetx_080,-13,27.411,-51.787,72.589,45.022,-49.536,54.978,39.57,224,0.875,bicubic +hrnet_w30,+21,27.385,-50.811,72.615,46.542,-47.678,53.458,37.71,224,0.875,bilinear +hrnet_w32,+13,27.377,-51.071,72.623,45.990,-48.198,54.010,41.23,224,0.875,bilinear +gluon_resnet50_v1s,-1,27.326,-51.386,72.674,45.214,-49.028,54.786,25.68,224,0.875,bicubic +densenet201,+45,27.261,-50.029,72.739,46.224,-47.254,53.776,20.01,224,0.875,bicubic +regnety_064,-38,27.228,-52.484,72.772,44.851,-49.923,55.149,30.58,224,0.875,bicubic +densenetblur121d,+57,27.224,-49.352,72.776,46.307,-46.883,53.693,8.00,224,0.875,bicubic +efficientnet_b1_pruned,+13,27.195,-51.047,72.805,45.872,-47.960,54.128,6.33,240,0.882,bicubic +res2net50_26w_8s,-22,27.073,-52.137,72.927,44.432,-49.930,55.568,48.40,224,0.875,bilinear +dla102x,=,27.023,-51.485,72.977,45.495,-48.739,54.505,26.77,224,0.875,bilinear +resnet101,+35,26.968,-50.406,73.031,45.236,-48.310,54.764,44.55,224,0.875,bilinear +resnext50d_32x4d,-42,26.874,-52.800,73.126,44.430,-50.438,55.570,25.05,224,0.875,bicubic +regnetx_120,-40,26.864,-52.726,73.136,44.682,-50.058,55.318,46.11,224,0.875,bicubic +seresnext101_32x4d,-62,26.819,-53.417,73.181,43.508,-51.520,56.492,48.96,224,0.875,bilinear +densenet169,+55,26.811,-49.101,73.189,45.375,-47.649,54.625,14.15,224,0.875,bicubic +regnetx_064,-24,26.802,-52.264,73.198,44.904,-49.552,55.096,26.21,224,0.875,bicubic +regnety_120,-72,26.782,-53.600,73.218,44.440,-50.688,55.560,51.82,224,0.875,bicubic +regnetx_032,+6,26.707,-51.459,73.293,45.226,-48.854,54.774,15.30,224,0.875,bicubic +densenet121,+55,26.676,-48.898,73.324,45.900,-46.756,54.100,7.98,224,0.875,bicubic +seresnet152,-13,26.672,-51.986,73.328,43.945,-50.429,56.055,66.82,224,0.875,bilinear +tf_efficientnet_el,-79,26.623,-53.825,73.377,44.636,-50.524,55.364,10.59,300,0.904,bicubic +efficientnet_es,+4,26.617,-51.437,73.383,45.106,-48.824,54.894,5.44,224,0.875,bicubic +res2net50_26w_6s,-14,26.587,-51.987,73.413,43.978,-50.148,56.022,37.05,224,0.875,bilinear +dla60x,-4,26.564,-51.678,73.436,45.039,-48.983,54.961,17.65,224,0.875,bilinear +regnety_080,-63,26.515,-53.353,73.485,44.355,-50.477,55.645,39.18,224,0.875,bicubic +tf_efficientnet_b0,+34,26.491,-50.349,73.509,45.656,-47.570,54.344,5.29,224,0.875,bicubic +res2net50_14w_8s,-2,26.471,-51.681,73.529,44.369,-49.473,55.631,25.06,224,0.875,bilinear +gluon_resnet50_v1b,+13,26.432,-51.146,73.568,44.033,-49.685,55.967,25.56,224,0.875,bicubic +regnetx_040,-18,26.239,-52.247,73.760,44.424,-49.818,55.576,22.12,224,0.875,bicubic +dpn68,+37,26.122,-50.184,73.878,44.233,-48.737,55.767,12.61,224,0.875,bicubic +hrnet_w18,+30,25.976,-50.780,74.024,44.809,-48.633,55.191,21.30,224,0.875,bilinear +regnety_040,-46,25.913,-53.309,74.087,43.854,-50.802,56.146,20.65,224,0.875,bicubic +resnet34,+49,25.884,-49.228,74.116,43.990,-48.298,56.010,21.80,224,0.875,bilinear +res2net50_26w_4s,-2,25.870,-52.076,74.130,43.161,-50.691,56.839,25.70,224,0.875,bilinear +tresnet_m_448,-121,25.850,-55.862,74.150,42.868,-52.702,57.132,31.39,448,0.875,bilinear +gluon_resnet50_v1c,-8,25.795,-52.215,74.205,43.017,-50.971,56.983,25.58,224,0.875,bicubic +selecsls60,-6,25.729,-52.253,74.272,44.069,-49.763,55.931,30.67,224,0.875,bicubic +dla60_res2net,-25,25.642,-52.830,74.358,43.589,-50.615,56.411,21.15,224,0.875,bilinear +dla60_res2next,-24,25.638,-52.810,74.362,43.670,-50.474,56.330,17.33,224,0.875,bilinear +tf_efficientnet_lite1,+23,25.506,-51.132,74.493,43.583,-49.649,56.417,5.42,240,0.882,bicubic +mixnet_l,-46,25.499,-53.477,74.501,43.463,-50.721,56.537,7.33,224,0.875,bicubic +efficientnet_b1,-37,25.483,-53.215,74.517,43.286,-50.866,56.714,7.79,240,0.875,bicubic +tv_resnext50_32x4d,-5,25.469,-52.149,74.531,42.791,-50.907,57.209,25.03,224,0.875,bilinear +tf_mixnet_l,-42,25.420,-53.350,74.580,42.544,-51.460,57.456,7.33,224,0.875,bicubic +res2next50,-23,25.395,-52.847,74.606,42.492,-51.400,57.508,24.67,224,0.875,bilinear +selecsls60b,-29,25.328,-53.090,74.672,43.554,-50.612,56.446,32.77,224,0.875,bicubic +seresnet101,-29,25.328,-53.068,74.672,42.828,-51.430,57.172,49.33,224,0.875,bilinear +regnety_032,-50,25.324,-53.546,74.676,42.907,-51.495,57.093,19.44,224,0.875,bicubic +dla102,-22,25.314,-52.712,74.686,43.837,-50.113,56.163,33.73,224,0.875,bilinear +wide_resnet50_2,-36,25.310,-53.158,74.690,42.178,-51.908,57.822,68.88,224,0.875,bilinear +resnest14d,+25,25.282,-50.222,74.718,44.121,-48.393,55.879,10.61,224,0.875,bilinear +seresnext50_32x4d,-62,25.218,-53.858,74.782,41.938,-52.496,58.062,27.56,224,0.875,bilinear +res2net50_48w_2s,-10,25.023,-52.491,74.977,42.202,-51.346,57.798,25.29,224,0.875,bilinear +efficientnet_b0,-18,25.015,-52.677,74.985,42.785,-50.747,57.215,5.29,224,0.875,bicubic +gluon_resnet34_v1b,+35,24.948,-49.632,75.052,42.237,-49.751,57.763,21.80,224,0.875,bicubic +mobilenetv2_120d,-7,24.933,-52.361,75.067,43.064,-50.438,56.936,5.83,224,0.875,bicubic +dla60,-1,24.927,-52.097,75.073,43.302,-50.006,56.698,22.33,224,0.875,bilinear +regnety_016,-23,24.819,-53.033,75.181,42.626,-51.090,57.374,11.20,224,0.875,bicubic +tf_efficientnet_em,-53,24.534,-54.164,75.466,42.410,-51.910,57.590,6.90,240,0.882,bicubic +tf_efficientnet_lite2,-16,24.530,-52.930,75.470,42.292,-51.454,57.708,6.09,260,0.890,bicubic +skresnet18,+36,24.494,-48.550,75.505,42.538,-48.640,57.462,11.96,224,0.875,bicubic +regnetx_016,-4,24.477,-52.453,75.523,42.502,-50.916,57.498,9.19,224,0.875,bicubic +tf_efficientnet_lite0,+22,24.371,-50.471,75.629,42.510,-49.660,57.490,4.65,224,0.875,bicubic +tv_resnet50,+4,24.092,-52.038,75.908,41.309,-51.553,58.691,25.56,224,0.875,bilinear +seresnet34,+21,24.037,-50.771,75.963,41.895,-50.231,58.105,21.96,224,0.875,bilinear +tv_densenet121,+21,23.846,-50.906,76.154,41.921,-50.231,58.079,7.98,224,0.875,bicubic +tf_efficientnet_es,-16,23.824,-53.440,76.176,41.319,-52.281,58.681,5.44,224,0.875,bicubic +mobilenetv2_140,-3,23.710,-52.814,76.290,41.469,-51.521,58.531,6.11,224,0.875,bicubic +mixnet_m,-17,23.709,-53.547,76.291,41.139,-52.279,58.861,5.01,224,0.875,bicubic +dla34,+19,23.677,-50.959,76.323,41.543,-50.521,58.457,15.78,224,0.875,bilinear +seresnet50,-34,23.644,-53.992,76.356,40.081,-53.671,59.919,28.09,224,0.875,bilinear +tf_mixnet_m,-15,23.479,-53.471,76.521,41.005,-52.151,58.995,5.01,224,0.875,bicubic +tv_resnet34,+22,23.473,-49.841,76.527,41.367,-50.053,58.633,21.80,224,0.875,bilinear +selecsls42b,-21,23.366,-53.810,76.633,40.677,-52.715,59.323,32.46,224,0.875,bicubic +mobilenetv2_110d,+8,23.070,-51.982,76.930,40.744,-51.436,59.256,4.52,224,0.875,bicubic +mobilenetv3_large_100,-5,22.665,-53.103,77.335,40.785,-51.755,59.215,5.48,224,0.875,bicubic +mobilenetv3_rw,-4,22.626,-53.002,77.374,40.370,-52.340,59.630,5.48,224,0.875,bicubic +tf_mobilenetv3_large_100,-3,22.571,-52.945,77.429,39.759,-52.841,60.241,5.48,224,0.875,bilinear +hrnet_w18_small_v2,+1,22.341,-52.785,77.659,39.847,-52.569,60.153,15.60,224,0.875,bilinear +regnety_008,-14,22.113,-54.201,77.887,38.896,-54.166,61.104,6.26,224,0.875,bicubic +seresnext26tn_32x4d,-52,22.003,-55.987,77.997,38.492,-55.256,61.508,16.81,224,0.875,bicubic +seresnext26t_32x4d,-52,21.987,-56.001,78.013,38.566,-55.140,61.434,16.82,224,0.875,bicubic +regnety_006,-4,21.973,-53.287,78.027,38.953,-53.575,61.047,6.06,224,0.875,bicubic +regnetx_008,=,21.952,-53.070,78.048,38.930,-53.414,61.070,7.26,224,0.875,bicubic +resnet26d,-23,21.914,-54.766,78.086,38.617,-54.549,61.383,16.01,224,0.875,bicubic +semnasnet_100,-9,21.897,-53.559,78.103,38.604,-53.988,61.396,3.89,224,0.875,bicubic +regnetx_006,+6,21.743,-52.119,78.257,38.904,-52.776,61.096,6.20,224,0.875,bicubic +gluon_resnet18_v1b,+16,21.545,-49.285,78.455,38.873,-50.883,61.127,11.69,224,0.875,bicubic +fbnetc_100,-8,21.492,-53.628,78.508,38.165,-54.221,61.835,5.57,224,0.875,bilinear +mnasnet_100,-2,21.350,-53.306,78.650,37.715,-54.411,62.285,4.38,224,0.875,bicubic +resnet26,-13,21.295,-53.997,78.705,38.016,-54.554,61.984,16.00,224,0.875,bicubic +ssl_resnet18,+7,21.278,-51.322,78.722,39.114,-52.302,60.886,11.69,224,0.875,bilinear +mixnet_s,-24,21.258,-54.730,78.742,38.193,-54.601,61.807,4.13,224,0.875,bicubic +seresnext26d_32x4d,-55,21.254,-56.350,78.746,37.285,-56.327,62.715,16.81,224,0.875,bicubic +seresnext26_32x4d,-41,21.093,-56.007,78.907,37.639,-55.671,62.361,16.79,224,0.875,bicubic +regnetx_004,+4,20.887,-51.519,79.113,37.548,-53.282,62.452,5.16,224,0.875,bicubic +spnasnet_100,-6,20.867,-53.213,79.133,37.892,-53.940,62.108,4.42,224,0.875,bilinear +seresnet18,+5,20.840,-50.918,79.160,37.645,-52.689,62.355,11.78,224,0.875,bicubic +mobilenetv2_100,-1,20.761,-52.217,79.239,37.751,-53.265,62.249,3.50,224,0.875,bicubic +tf_mixnet_s,-28,20.478,-55.170,79.522,36.627,-56.009,63.373,4.13,224,0.875,bicubic +regnety_004,-9,20.417,-53.609,79.583,37.030,-54.718,62.970,4.34,224,0.875,bicubic +tf_mobilenetv3_large_075,-8,20.372,-53.070,79.628,36.770,-54.582,63.230,3.99,224,0.875,bilinear +hrnet_w18_small,-2,20.366,-51.976,79.634,37.094,-53.578,62.906,13.19,224,0.875,bilinear +resnet18,+2,20.228,-49.530,79.772,37.260,-51.818,62.740,11.69,224,0.875,bilinear +tf_mobilenetv3_large_minimal_100,-3,20.116,-52.128,79.884,36.904,-53.732,63.096,3.92,224,0.875,bilinear +regnety_002,-1,17.460,-52.822,82.540,32.443,-57.097,67.557,3.16,224,0.875,bicubic +regnetx_002,=,16.951,-51.803,83.049,32.235,-56.313,67.765,2.68,224,0.875,bicubic +dla60x_c,+1,16.326,-51.582,83.674,31.775,-56.659,68.225,1.34,224,0.875,bilinear +tf_mobilenetv3_small_100,-1,16.233,-51.685,83.767,31.223,-56.439,68.777,2.54,224,0.875,bilinear +tf_mobilenetv3_small_075,+1,14.940,-50.778,85.060,29.572,-56.564,70.428,2.04,224,0.875,bilinear +dla46_c,+1,14.661,-50.217,85.339,29.374,-56.912,70.626,1.31,224,0.875,bilinear +dla46x_c,-2,14.380,-51.600,85.620,29.177,-57.803,70.823,1.08,224,0.875,bilinear +tf_mobilenetv3_small_minimal_100,=,13.968,-48.930,86.032,27.980,-56.250,72.019,2.04,224,0.875,bilinear