set precision=3 in results

5 years ago · 6526ccb4a7
parent 856f6181f7
commit 6526ccb4a7
5 changed files with 691 additions and 692 deletions
--- a/results/README.md
+++ b/results/README.md
@ -35,5 +35,4 @@ An ImageNet test set of 10,000 images sampled from new images roughly 10 years a
 A collection of 7500 images covering 200 of the 1000 ImageNet classes. Images are naturally occuring adversarial examples that confuse typical ImageNet classifiers. This is a challenging dataset, your typical ResNet-50 will score 0% top-1.
 ## TODO
 * Add rank difference, and top-1/top-5 difference from ImageNet-1k validation for the 3 additional test sets
 * Explore adding a reduced version of ImageNet-C (Corruptions) and ImageNet-P (Perturbations) from https://github.com/hendrycks/robustness. The originals are huge and image size specific.
--- a/results/generate_csv_results.py
+++ b/results/generate_csv_results.py
@ -44,7 +44,7 @@ def diff(csv_file):
    results[csv_file]['top1_diff'] = top1_diff
    results[csv_file]['top5_diff'] = top5_diff
-    results[csv_file].to_csv(csv_file, index=False, float_format='%.4f')
+    results[csv_file].to_csv(csv_file, index=False, float_format='%.3f')
 for csv_file in results:
    if csv_file != 'results-imagenet.csv': diff(csv_file)
--- 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,+1,62.3867,-25.847,37.6133,87.1067,-11.439,12.8933,480.3100,475,0.9360,bicubic
+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,-1,62.0267,-26.325,37.9733,87.9600,-10.688,12.0400,480.3100,800,0.9600,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,=,45.7200,-41.118,54.2800,74.2000,-23.894,25.8000,66.3500,600,0.9490,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,+2,41.5733,-43.869,58.4267,66.6133,-30.959,33.3867,828.4100,224,0.8750,bilinear
+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,-1,40.4267,-46.035,59.5733,68.8400,-29.044,31.1600,43.0400,528,0.9420,bicubic
+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,+5,39.4133,-45.679,60.5867,63.7600,-33.676,36.2400,468.5300,224,0.8750,bilinear
+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,-2,39.0133,-47.067,60.9867,68.0400,-29.714,31.9600,30.3900,456,0.9340,bicubic
+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,+9,36.0533,-48.123,63.9467,59.0400,-38.156,40.9600,194.0300,224,0.8750,bilinear
+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,+5,32.0667,-52.227,67.9333,59.4000,-37.774,40.6000,88.7900,224,0.8750,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,-1,30.8000,-54.358,69.2000,59.4400,-38.028,40.5600,19.3400,380,0.9220,bicubic
+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,-3,29.6000,-55.768,70.4000,56.9333,-40.361,43.0667,87.4100,672,0.9540,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,-5,29.3733,-55.997,70.6267,57.0667,-40.325,42.9333,87.4100,672,0.9540,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,+16,28.7067,-53.981,71.2933,52.3200,-44.312,47.6800,88.7900,224,0.8750,bilinear
+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,+8,27.9467,-55.391,72.0533,52.3200,-44.532,47.6800,194.0300,224,0.8750,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,-5,27.8133,-57.305,72.1867,54.7733,-42.479,45.2267,66.3500,600,0.9490,bicubic
+tf_efficientnet_b7_ap,-5,27.813,-57.305,72.187,54.773,-42.479,45.227,66.350,600,0.949,bicubic
-resnest269e,=,27.6133,-56.573,72.3867,53.1067,-43.815,46.8933,110.9300,416,0.8750,bilinear
+resnest269e,=,27.613,-56.573,72.387,53.107,-43.815,46.893,110.930,416,0.875,bilinear
-tresnet_xl_448,+8,26.8800,-56.168,73.1200,51.0933,-45.081,48.9067,78.4400,448,0.8750,bilinear
+tresnet_xl_448,+8,26.880,-56.168,73.120,51.093,-45.081,48.907,78.440,448,0.875,bilinear
-resnest200e,+2,26.4267,-57.407,73.5733,51.9333,-44.905,48.0667,70.2000,320,0.8750,bilinear
+resnest200e,+2,26.427,-57.407,73.573,51.933,-44.905,48.067,70.200,320,0.875,bilinear
-swsl_resnext101_32x4d,+5,25.3467,-57.887,74.6533,49.6267,-47.129,50.3733,44.1800,224,0.8750,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,-8,25.2533,-59.679,74.7467,51.6667,-45.541,48.3333,66.3500,600,0.9490,bicubic
+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,+11,24.5733,-57.695,75.4267,48.6000,-47.378,51.4000,55.9900,448,0.8750,bilinear
+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,-9,24.3467,-60.439,75.6533,50.4267,-46.711,49.5733,43.0400,528,0.9420,bicubic
+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,-5,20.3733,-63.739,79.6267,45.4933,-51.391,54.5067,43.0400,528,0.9420,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,+15,19.6800,-62.032,80.3200,42.7600,-52.810,57.2400,31.3900,448,0.8750,bilinear
+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,-10,19.4667,-64.787,80.5333,44.7200,-52.256,55.2800,30.3900,456,0.9340,bicubic
+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,-7,19.4133,-64.641,80.5867,44.6267,-52.285,55.3733,12.2300,300,0.9040,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,+6,18.0667,-64.113,81.9333,41.8667,-54.361,58.1333,25.0300,224,0.8750,bilinear
+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,+9,17.2133,-64.623,82.7867,39.9467,-56.147,60.0533,194.0300,224,0.8750,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,-8,17.0667,-66.749,82.9333,41.9067,-54.843,58.0933,30.3900,456,0.9340,bicubic
+tf_efficientnet_b5,-8,17.067,-66.749,82.933,41.907,-54.843,58.093,30.390,456,0.934,bicubic
-resnest101e,-3,16.4933,-66.397,83.5067,40.7467,-55.577,59.2533,48.2800,256,0.8750,bilinear
+resnest101e,-3,16.493,-66.397,83.507,40.747,-55.577,59.253,48.280,256,0.875,bilinear
-swsl_resnet50,+17,15.9867,-65.193,84.0133,38.8533,-57.133,61.1467,25.5600,224,0.8750,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,+9,15.1200,-66.506,84.8800,37.7200,-58.318,62.2800,88.7900,224,0.8750,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,-10,13.6800,-69.568,86.3200,35.9200,-60.468,64.0800,19.3400,380,0.9220,bicubic
+tf_efficientnet_b4_ap,-10,13.680,-69.568,86.320,35.920,-60.468,64.080,19.340,380,0.922,bicubic
-ecaresnet101d,=,13.3067,-68.859,86.6933,35.5333,-60.519,64.4667,44.5700,224,0.8750,bicubic
+ecaresnet101d,=,13.307,-68.859,86.693,35.533,-60.519,64.467,44.570,224,0.875,bicubic
-tf_efficientnet_b4,-9,13.3067,-69.709,86.6933,35.5200,-60.778,64.4800,19.3400,380,0.9220,bicubic
+tf_efficientnet_b4,-9,13.307,-69.709,86.693,35.520,-60.778,64.480,19.340,380,0.922,bicubic
-pnasnet5large,-8,13.0800,-69.660,86.9200,32.2133,-63.827,67.7867,86.0600,331,0.8750,bicubic
+pnasnet5large,-8,13.080,-69.660,86.920,32.213,-63.827,67.787,86.060,331,0.875,bicubic
-nasnetalarge,-7,12.5733,-69.985,87.4267,33.4133,-62.623,66.5867,88.7500,331,0.8750,bicubic
+nasnetalarge,-7,12.573,-69.985,87.427,33.413,-62.623,66.587,88.750,331,0.875,bicubic
-ssl_resnext101_32x4d,+15,12.1200,-68.808,87.8800,31.8933,-63.835,68.1067,44.1800,224,0.8750,bilinear
+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,-8,11.7867,-70.593,88.2133,32.9600,-63.292,67.0400,9.1100,260,0.8900,bicubic
+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,+7,9.9067,-71.317,90.0933,26.4533,-68.903,73.5467,115.0900,224,0.8750,bicubic
+gluon_senet154,+7,9.907,-71.317,90.093,26.453,-68.903,73.547,115.090,224,0.875,bicubic
-resnest50d_4s2x40d,+8,9.7867,-71.327,90.2133,29.1467,-66.421,70.8533,30.4200,224,0.8750,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,+30,9.6667,-70.661,90.3333,28.4267,-66.977,71.5733,25.0300,224,0.8750,bilinear
+ssl_resnext50_32x4d,+30,9.667,-70.661,90.333,28.427,-66.977,71.573,25.030,224,0.875,bilinear
-senet154,+3,9.4533,-71.851,90.5467,26.4400,-69.058,73.5600,115.0900,224,0.8750,bilinear
+senet154,+3,9.453,-71.851,90.547,26.440,-69.058,73.560,115.090,224,0.875,bilinear
-tresnet_xl,-9,9.3067,-72.763,90.6933,28.4133,-67.515,71.5867,78.4400,224,0.8750,bilinear
+tresnet_xl,-9,9.307,-72.763,90.693,28.413,-67.515,71.587,78.440,224,0.875,bilinear
-efficientnet_b3a,-9,9.2667,-72.607,90.7333,28.4267,-67.413,71.5733,12.2300,320,1.0000,bicubic
+efficientnet_b3a,-9,9.267,-72.607,90.733,28.427,-67.413,71.573,12.230,320,1.000,bicubic
-efficientnet_b3,-3,8.9467,-72.551,91.0533,28.2133,-67.505,71.7867,12.2300,300,0.9040,bicubic
+efficientnet_b3,-3,8.947,-72.551,91.053,28.213,-67.505,71.787,12.230,300,0.904,bicubic
-inception_v4,+32,8.9200,-71.236,91.0800,24.7067,-70.267,75.2933,42.6800,299,0.8750,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,+7,8.8667,-72.023,91.1333,27.3200,-67.984,72.6800,88.2300,224,0.8750,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,-4,8.6133,-72.773,91.3867,27.2800,-68.458,72.7200,7.7900,240,0.8820,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,+1,8.5200,-72.470,91.4800,26.7867,-68.535,73.2133,25.6800,224,0.8750,bicubic
+resnest50d_1s4x24d,+1,8.520,-72.470,91.480,26.787,-68.535,73.213,25.680,224,0.875,bicubic
-ecaresnet50d,+10,8.5067,-72.097,91.4933,26.2667,-69.055,73.7333,25.5800,224,0.8750,bicubic
+ecaresnet50d,+10,8.507,-72.097,91.493,26.267,-69.055,73.733,25.580,224,0.875,bicubic
-gluon_xception65,+45,8.4667,-71.137,91.5333,25.1333,-69.615,74.8667,39.9200,299,0.8750,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,+11,8.4133,-72.057,91.5867,23.4533,-71.753,76.5467,60.2100,224,0.8750,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,+11,8.1600,-72.300,91.8400,23.5333,-71.777,76.4667,55.8400,299,0.8975,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,-17,8.1333,-73.695,91.8667,26.2800,-69.344,73.7200,12.2300,300,0.9040,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,-2,8.0400,-72.862,91.9600,24.7333,-70.561,75.2667,48.9600,224,0.8750,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,-17,8.0133,-73.627,91.9867,25.4667,-70.255,74.5333,12.2300,300,0.9040,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,+25,7.9867,-71.989,92.0133,23.8267,-71.119,76.1733,55.8400,299,0.8975,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,-17,7.9333,-73.595,92.0667,25.5600,-70.108,74.4400,13.0100,380,0.9200,bilinear
+tf_efficientnet_lite4,-17,7.933,-73.595,92.067,25.560,-70.108,74.440,13.010,380,0.920,bilinear
-tresnet_l,-16,7.8800,-73.608,92.1200,25.1867,-70.441,74.8133,55.9900,224,0.8750,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,-11,7.8667,-73.145,92.1333,23.1733,-72.243,76.8267,60.3200,224,0.8750,bicubic
+gluon_resnet152_v1s,-11,7.867,-73.145,92.133,23.173,-72.243,76.827,60.320,224,0.875,bicubic
-resnest50d,-10,7.7467,-73.211,92.2533,25.2933,-70.089,74.7067,27.4800,224,0.8750,bilinear
+resnest50d,-10,7.747,-73.211,92.253,25.293,-70.089,74.707,27.480,224,0.875,bilinear
-gluon_resnext101_64x4d,-1,7.7067,-72.895,92.2933,23.2400,-71.754,76.7600,83.4600,224,0.8750,bicubic
+gluon_resnext101_64x4d,-1,7.707,-72.895,92.293,23.240,-71.754,76.760,83.460,224,0.875,bicubic
-skresnext50_32x4d,+16,7.0800,-73.070,92.9200,23.0267,-71.617,76.9733,27.4800,224,0.8750,bicubic
+skresnext50_32x4d,+16,7.080,-73.070,92.920,23.027,-71.617,76.973,27.480,224,0.875,bicubic
-ssl_resnet50,+45,7.0000,-72.228,93.0000,23.9200,-70.912,76.0800,25.5600,224,0.8750,bilinear
+ssl_resnet50,+45,7.000,-72.228,93.000,23.920,-70.912,76.080,25.560,224,0.875,bilinear
-regnety_320,-9,6.9200,-73.894,93.0800,23.0400,-72.200,76.9600,145.0500,224,0.8750,bicubic
+regnety_320,-9,6.920,-73.894,93.080,23.040,-72.200,76.960,145.050,224,0.875,bicubic
-ecaresnet101d_pruned,-9,6.8000,-74.008,93.2000,24.2000,-71.428,75.8000,24.8800,224,0.8750,bicubic
+ecaresnet101d_pruned,-9,6.800,-74.008,93.200,24.200,-71.428,75.800,24.880,224,0.875,bicubic
-ecaresnetlight,-2,6.7600,-73.694,93.2400,22.5600,-72.696,77.4400,30.1600,224,0.8750,bicubic
+ecaresnetlight,-2,6.760,-73.694,93.240,22.560,-72.696,77.440,30.160,224,0.875,bicubic
-efficientnet_b2a,-9,6.7600,-73.848,93.2400,23.4933,-71.817,76.5067,9.1100,288,1.0000,bicubic
+efficientnet_b2a,-9,6.760,-73.848,93.240,23.493,-71.817,76.507,9.110,288,1.000,bicubic
-seresnext101_32x4d,+7,6.4133,-73.823,93.5867,21.5200,-73.508,78.4800,48.9600,224,0.8750,bilinear
+seresnext101_32x4d,+7,6.413,-73.823,93.587,21.520,-73.508,78.480,48.960,224,0.875,bilinear
-efficientnet_b2,-2,6.0933,-74.309,93.9067,21.9333,-73.143,78.0667,9.1100,260,0.8750,bicubic
+efficientnet_b2,-2,6.093,-74.309,93.907,21.933,-73.143,78.067,9.110,260,0.875,bicubic
-gluon_resnext101_32x4d,-1,6.0400,-74.294,93.9600,21.1333,-73.793,78.8667,44.1800,224,0.8750,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,+3,5.9867,-74.259,94.0133,19.8800,-75.142,80.1200,107.8100,224,0.8750,bicubic
+regnetx_320,+3,5.987,-74.259,94.013,19.880,-75.142,80.120,107.810,224,0.875,bicubic
-ese_vovnet39b,+29,5.9733,-73.347,94.0267,21.2933,-73.417,78.7067,24.5700,224,0.8750,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,-7,5.9200,-74.504,94.0800,19.9467,-75.073,80.0533,44.5700,224,0.8750,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,+10,5.7867,-74.125,94.2133,21.4267,-73.391,78.5733,27.5600,224,0.8750,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,-21,5.7333,-75.123,94.2667,21.3600,-73.880,78.6400,9.8600,300,0.9040,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,-3,5.6400,-74.660,94.3600,19.3467,-75.615,80.6533,83.5900,224,0.8750,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,+47,5.5067,-73.297,94.4933,19.9467,-74.433,80.0533,23.8300,299,0.8750,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,-17,5.4800,-74.998,94.5200,21.0933,-73.839,78.9067,11.9000,224,0.8750,bicubic
+mixnet_xl,-17,5.480,-74.998,94.520,21.093,-73.839,78.907,11.900,224,0.875,bicubic
-tresnet_m,-22,5.4400,-75.356,94.5600,19.9600,-74.896,80.0400,31.3900,224,0.8750,bilinear
+tresnet_m,-22,5.440,-75.356,94.560,19.960,-74.896,80.040,31.390,224,0.875,bilinear
-regnety_120,-12,5.4133,-74.969,94.5867,19.8533,-75.275,80.1467,51.8200,224,0.8750,bicubic
+regnety_120,-12,5.413,-74.969,94.587,19.853,-75.275,80.147,51.820,224,0.875,bicubic
-gluon_resnet101_v1s,-9,5.2800,-75.020,94.7200,19.5467,-75.603,80.4533,44.6700,224,0.8750,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,+16,5.1333,-74.339,94.8667,19.4533,-75.197,80.5467,128.0600,224,0.8750,bilinear
+hrnet_w64,+16,5.133,-74.339,94.867,19.453,-75.197,80.547,128.060,224,0.875,bilinear
-regnety_080,+2,5.0000,-74.868,95.0000,18.6000,-76.232,81.4000,39.1800,224,0.8750,bicubic
+regnety_080,+2,5.000,-74.868,95.000,18.600,-76.232,81.400,39.180,224,0.875,bicubic
-efficientnet_b2_pruned,-2,4.9467,-74.971,95.0533,19.3467,-75.501,80.6533,8.3100,260,0.8900,bicubic
+efficientnet_b2_pruned,-2,4.947,-74.971,95.053,19.347,-75.501,80.653,8.310,260,0.890,bicubic
-dpn107,-9,4.8800,-75.284,95.1200,17.6133,-77.299,82.3867,86.9200,224,0.8750,bicubic
+dpn107,-9,4.880,-75.284,95.120,17.613,-77.299,82.387,86.920,224,0.875,bicubic
-gluon_resnet152_v1c,-3,4.8667,-75.049,95.1333,17.7733,-77.069,82.2267,60.2100,224,0.8750,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,+76,4.7467,-72.833,95.2533,17.5467,-76.177,82.4533,23.8300,299,0.8750,bicubic
+adv_inception_v3,+76,4.747,-72.833,95.253,17.547,-76.177,82.453,23.830,299,0.875,bicubic
-dla102x2,+11,4.7467,-74.705,95.2533,18.9600,-75.684,81.0400,41.7500,224,0.8750,bilinear
+dla102x2,+11,4.747,-74.705,95.253,18.960,-75.684,81.040,41.750,224,0.875,bilinear
-tf_inception_v3,+68,4.7467,-73.109,95.2533,17.7467,-75.897,82.2533,23.8300,299,0.8750,bicubic
+tf_inception_v3,+68,4.747,-73.109,95.253,17.747,-75.897,82.253,23.830,299,0.875,bicubic
-hrnet_w48,+13,4.7200,-74.590,95.2800,18.4400,-76.078,81.5600,77.4700,224,0.8750,bilinear
+hrnet_w48,+13,4.720,-74.590,95.280,18.440,-76.078,81.560,77.470,224,0.875,bilinear
-dpn131,-4,4.6400,-75.188,95.3600,16.8667,-77.837,83.1333,79.2500,224,0.8750,bicubic
+dpn131,-4,4.640,-75.188,95.360,16.867,-77.837,83.133,79.250,224,0.875,bicubic
-gluon_resnet152_v1b,=,4.5867,-75.105,95.4133,16.5333,-78.205,83.4667,60.1900,224,0.8750,bicubic
+gluon_resnet152_v1b,=,4.587,-75.105,95.413,16.533,-78.205,83.467,60.190,224,0.875,bicubic
-ecaresnet50d_pruned,-3,4.5467,-75.171,95.4533,18.5467,-76.343,81.4533,19.9400,224,0.8750,bicubic
+ecaresnet50d_pruned,-3,4.547,-75.171,95.453,18.547,-76.343,81.453,19.940,224,0.875,bicubic
-dpn92,-14,4.4933,-75.523,95.5067,18.2000,-76.638,81.8000,37.6700,224,0.8750,bicubic
+dpn92,-14,4.493,-75.523,95.507,18.200,-76.638,81.800,37.670,224,0.875,bicubic
-hrnet_w44,+25,4.4933,-74.401,95.5067,17.3467,-77.023,82.6533,67.0600,224,0.8750,bilinear
+hrnet_w44,+25,4.493,-74.401,95.507,17.347,-77.023,82.653,67.060,224,0.875,bilinear
-regnetx_160,-10,4.3733,-75.493,95.6267,17.0933,-77.735,82.9067,54.2800,224,0.8750,bicubic
+regnetx_160,-10,4.373,-75.493,95.627,17.093,-77.735,82.907,54.280,224,0.875,bicubic
-resnext50d_32x4d,-4,4.3467,-75.327,95.6533,17.7733,-77.095,82.2267,25.0500,224,0.8750,bicubic
+resnext50d_32x4d,-4,4.347,-75.327,95.653,17.773,-77.095,82.227,25.050,224,0.875,bicubic
-xception,+18,4.3467,-74.701,95.6533,16.7600,-77.632,83.2400,22.8600,299,0.8975,bicubic
+xception,+18,4.347,-74.701,95.653,16.760,-77.632,83.240,22.860,299,0.897,bicubic
-seresnext50_32x4d,+14,4.2800,-74.796,95.7200,17.8133,-76.621,82.1867,27.5600,224,0.8750,bilinear
+seresnext50_32x4d,+14,4.280,-74.796,95.720,17.813,-76.621,82.187,27.560,224,0.875,bilinear
-resnext50_32x4d,-11,4.2533,-75.509,95.7467,18.3867,-76.213,81.6133,25.0300,224,0.8750,bicubic
+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,+4,4.2400,-75.058,95.7600,15.9467,-78.417,84.0533,39.7200,240,0.8820,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,-11,4.2267,-75.485,95.7733,17.1867,-77.587,82.8133,30.5800,224,0.8750,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,-38,4.2267,-76.221,95.7733,18.1733,-76.987,81.8267,10.5900,300,0.9040,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,+64,4.1867,-73.249,95.8133,16.2933,-77.183,83.7067,23.8300,299,0.8750,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,-34,4.1733,-76.133,95.8267,18.3200,-76.708,81.6800,9.1100,260,0.8900,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,+24,4.1467,-74.511,95.8533,15.8933,-78.481,84.1067,66.8200,224,0.8750,bilinear
+seresnet152,+24,4.147,-74.511,95.853,15.893,-78.481,84.107,66.820,224,0.875,bilinear
-resnext101_32x8d,-5,4.1333,-75.179,95.8667,16.9867,-77.539,83.0133,88.7900,224,0.8750,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,+23,4.1333,-74.519,95.8667,17.6800,-76.688,82.3200,5.2900,224,0.8750,bicubic
+tf_efficientnet_b0_ns,+23,4.133,-74.519,95.867,17.680,-76.688,82.320,5.290,224,0.875,bicubic
-dpn98,-15,4.0800,-75.556,95.9200,15.9467,-78.647,84.0533,61.5700,224,0.8750,bicubic
+dpn98,-15,4.080,-75.556,95.920,15.947,-78.647,84.053,61.570,224,0.875,bicubic
-res2net101_26w_4s,+2,4.0000,-75.196,96.0000,14.8267,-79.613,85.1733,45.2100,224,0.8750,bilinear
+res2net101_26w_4s,+2,4.000,-75.196,96.000,14.827,-79.613,85.173,45.210,224,0.875,bilinear
-efficientnet_b1,+17,3.9733,-74.725,96.0267,15.7600,-78.392,84.2400,7.7900,240,0.8750,bicubic
+efficientnet_b1,+17,3.973,-74.725,96.027,15.760,-78.392,84.240,7.790,240,0.875,bicubic
-tf_efficientnet_lite3,-24,3.9333,-75.879,96.0667,16.5200,-78.394,83.4800,8.2000,300,0.9040,bilinear
+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,-34,3.7733,-76.317,96.2267,16.6133,-78.293,83.3867,9.1100,260,0.8900,bicubic
+tf_efficientnet_b2,-34,3.773,-76.317,96.227,16.613,-78.293,83.387,9.110,260,0.890,bicubic
-regnety_040,-5,3.7467,-75.475,96.2533,16.4000,-78.256,83.6000,20.6500,224,0.8750,bicubic
+regnety_040,-5,3.747,-75.475,96.253,16.400,-78.256,83.600,20.650,224,0.875,bicubic
-hrnet_w30,+31,3.6800,-74.516,96.3200,15.5733,-78.647,84.4267,37.7100,224,0.8750,bilinear
+hrnet_w30,+31,3.680,-74.516,96.320,15.573,-78.647,84.427,37.710,224,0.875,bilinear
-hrnet_w32,+23,3.6533,-74.795,96.3467,14.7867,-79.401,85.2133,41.2300,224,0.8750,bilinear
+hrnet_w32,+23,3.653,-74.795,96.347,14.787,-79.401,85.213,41.230,224,0.875,bilinear
-hrnet_w40,+2,3.6533,-75.281,96.3467,15.4400,-79.026,84.5600,57.5600,224,0.8750,bilinear
+hrnet_w40,+2,3.653,-75.281,96.347,15.440,-79.026,84.560,57.560,224,0.875,bilinear
-regnetx_120,-22,3.6267,-75.963,96.3733,15.9733,-78.767,84.0267,46.1100,224,0.8750,bicubic
+regnetx_120,-22,3.627,-75.963,96.373,15.973,-78.767,84.027,46.110,224,0.875,bicubic
-seresnext26t_32x4d,+34,3.6133,-74.375,96.3867,15.8933,-77.813,84.1067,16.8200,224,0.8750,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,-13,3.5467,-75.731,96.4533,15.0667,-79.241,84.9333,7.7900,240,0.8820,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,+31,3.5067,-74.483,96.4933,15.7600,-77.988,84.2400,16.8100,224,0.8750,bicubic
+seresnext26tn_32x4d,+31,3.507,-74.483,96.493,15.760,-77.988,84.240,16.810,224,0.875,bicubic
-resnest26d,+13,3.4933,-74.989,96.5067,15.6667,-78.623,84.3333,17.0700,224,0.8750,bilinear
+resnest26d,+13,3.493,-74.989,96.507,15.667,-78.623,84.333,17.070,224,0.875,bilinear
-dla169,+4,3.4667,-75.243,96.5333,15.3333,-79.005,84.6667,53.9900,224,0.8750,bilinear
+dla169,+4,3.467,-75.243,96.533,15.333,-79.005,84.667,53.990,224,0.875,bilinear
-gluon_resnext50_32x4d,-24,3.4533,-75.903,96.5467,16.1200,-78.304,83.8800,25.0300,224,0.8750,bicubic
+gluon_resnext50_32x4d,-24,3.453,-75.903,96.547,16.120,-78.304,83.880,25.030,224,0.875,bicubic
-mixnet_l,-7,3.4400,-75.536,96.5600,15.3067,-78.877,84.6933,7.3300,224,0.8750,bicubic
+mixnet_l,-7,3.440,-75.536,96.560,15.307,-78.877,84.693,7.330,224,0.875,bicubic
-seresnext26d_32x4d,+36,3.4000,-74.204,96.6000,16.1600,-77.452,83.8400,16.8100,224,0.8750,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,-17,3.3333,-75.877,96.6667,14.0400,-80.322,85.9600,48.4000,224,0.8750,bilinear
+res2net50_26w_8s,-17,3.333,-75.877,96.667,14.040,-80.322,85.960,48.400,224,0.875,bilinear
-resnetblur50,-22,3.3333,-75.957,96.6667,15.5867,-79.045,84.4133,25.5600,224,0.8750,bicubic
+resnetblur50,-22,3.333,-75.957,96.667,15.587,-79.045,84.413,25.560,224,0.875,bicubic
-dla102x,+4,3.3067,-75.201,96.6933,15.1200,-79.114,84.8800,26.7700,224,0.8750,bilinear
+dla102x,+4,3.307,-75.201,96.693,15.120,-79.114,84.880,26.770,224,0.875,bilinear
-gluon_resnet101_v1c,-33,3.3067,-76.237,96.6933,14.1200,-80.466,85.8800,44.5700,224,0.8750,bicubic
+gluon_resnet101_v1c,-33,3.307,-76.237,96.693,14.120,-80.466,85.880,44.570,224,0.875,bicubic
-seresnet101,+10,3.2533,-75.143,96.7467,15.4533,-78.805,84.5467,49.3300,224,0.8750,bilinear
+seresnet101,+10,3.253,-75.143,96.747,15.453,-78.805,84.547,49.330,224,0.875,bilinear
-densenetblur121d,+55,3.0667,-73.509,96.9333,14.2800,-78.910,85.7200,8.0000,224,0.8750,bicubic
+densenetblur121d,+55,3.067,-73.509,96.933,14.280,-78.910,85.720,8.000,224,0.875,bicubic
-dla60_res2next,+5,3.0400,-75.408,96.9600,14.4533,-79.691,85.5467,17.3300,224,0.8750,bilinear
+dla60_res2next,+5,3.040,-75.408,96.960,14.453,-79.691,85.547,17.330,224,0.875,bilinear
-regnety_032,-13,3.0267,-75.843,96.9733,14.2400,-80.162,85.7600,19.4400,224,0.8750,bicubic
+regnety_032,-13,3.027,-75.843,96.973,14.240,-80.162,85.760,19.440,224,0.875,bicubic
-gluon_resnet50_v1d,-21,3.0133,-76.061,96.9867,14.6267,-79.849,85.3733,25.5800,224,0.8750,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,-14,2.9600,-75.886,97.0400,13.9467,-80.337,86.0533,126.8900,224,0.8750,bilinear
+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,+7,2.9333,-75.309,97.0667,14.4133,-79.419,85.5867,6.3300,240,0.8820,bicubic
+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,-12,2.9200,-75.792,97.0800,13.1200,-81.122,86.8800,25.6800,224,0.8750,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,-16,2.8667,-75.965,97.1333,13.5067,-80.689,86.4933,7.7900,240,0.8820,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,-8,2.8400,-75.734,97.1600,12.6000,-81.526,87.4000,37.0500,224,0.8750,bilinear
+res2net50_26w_6s,-8,2.840,-75.734,97.160,12.600,-81.526,87.400,37.050,224,0.875,bilinear
-efficientnet_b0,+18,2.8133,-74.879,97.1867,13.9067,-79.625,86.0933,5.2900,224,0.8750,bicubic
+efficientnet_b0,+18,2.813,-74.879,97.187,13.907,-79.625,86.093,5.290,224,0.875,bicubic
-tf_mixnet_l,-17,2.8133,-75.957,97.1867,13.0400,-80.964,86.9600,7.3300,224,0.8750,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,-28,2.7867,-76.279,97.2133,13.8800,-80.576,86.1200,26.2100,224,0.8750,bicubic
+regnetx_064,-28,2.787,-76.279,97.213,13.880,-80.576,86.120,26.210,224,0.875,bicubic
-dpn68b,+21,2.7067,-74.807,97.2933,12.6400,-81.182,87.3600,12.6100,224,0.8750,bicubic
+dpn68b,+21,2.707,-74.807,97.293,12.640,-81.182,87.360,12.610,224,0.875,bicubic
-selecsls60b,-5,2.6933,-75.725,97.3067,13.1733,-80.993,86.8267,32.7700,224,0.8750,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,+10,2.6800,-75.228,97.3200,12.7733,-80.883,87.2267,24.0100,224,0.8750,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,-11,2.6400,-75.832,97.3600,14.2000,-80.004,85.8000,21.1500,224,0.8750,bilinear
+dla60_res2net,-11,2.640,-75.832,97.360,14.200,-80.004,85.800,21.150,224,0.875,bilinear
-gluon_resnet101_v1b,-44,2.6267,-76.677,97.3733,13.5733,-80.951,86.4267,44.5500,224,0.8750,bicubic
+gluon_resnet101_v1b,-44,2.627,-76.677,97.373,13.573,-80.951,86.427,44.550,224,0.875,bicubic
-dla60x,-6,2.6133,-75.629,97.3867,13.3333,-80.689,86.6667,17.6500,224,0.8750,bilinear
+dla60x,-6,2.613,-75.629,97.387,13.333,-80.689,86.667,17.650,224,0.875,bilinear
-mixnet_m,+25,2.5467,-74.709,97.4533,12.4267,-80.991,87.5733,5.0100,224,0.8750,bicubic
+mixnet_m,+25,2.547,-74.709,97.453,12.427,-80.991,87.573,5.010,224,0.875,bicubic
-skresnet34,+31,2.5200,-74.390,97.4800,12.7733,-80.543,87.2267,22.2800,224,0.8750,bicubic
+skresnet34,+31,2.520,-74.390,97.480,12.773,-80.543,87.227,22.280,224,0.875,bicubic
-efficientnet_es,-3,2.3733,-75.681,97.6267,13.8800,-80.050,86.1200,5.4400,224,0.8750,bicubic
+efficientnet_es,-3,2.373,-75.681,97.627,13.880,-80.050,86.120,5.440,224,0.875,bicubic
-resnet152,-11,2.3600,-75.952,97.6400,12.2000,-81.846,87.8000,60.1900,224,0.8750,bilinear
+resnet152,-11,2.360,-75.952,97.640,12.200,-81.846,87.800,60.190,224,0.875,bilinear
-regnetx_080,-43,2.3467,-76.851,97.6533,12.6933,-81.865,87.3067,39.5700,224,0.8750,bicubic
+regnetx_080,-43,2.347,-76.851,97.653,12.693,-81.865,87.307,39.570,224,0.875,bicubic
-swsl_resnet18,+64,2.3333,-70.953,97.6667,11.2133,-80.519,88.7867,11.6900,224,0.8750,bilinear
+swsl_resnet18,+64,2.333,-70.953,97.667,11.213,-80.519,88.787,11.690,224,0.875,bilinear
-wide_resnet50_2,-19,2.3200,-76.148,97.6800,11.8000,-82.286,88.2000,68.8800,224,0.8750,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,+20,2.2933,-74.807,97.7067,12.4400,-80.870,87.5600,16.7900,224,0.8750,bicubic
+seresnext26_32x4d,+20,2.293,-74.807,97.707,12.440,-80.870,87.560,16.790,224,0.875,bicubic
-hrnet_w18,+26,2.2667,-74.489,97.7333,11.8533,-81.589,88.1467,21.3000,224,0.8750,bilinear
+hrnet_w18,+26,2.267,-74.489,97.733,11.853,-81.589,88.147,21.300,224,0.875,bilinear
-dla102,-9,2.2533,-75.773,97.7467,12.1200,-81.830,87.8800,33.7300,224,0.8750,bilinear
+dla102,-9,2.253,-75.773,97.747,12.120,-81.830,87.880,33.730,224,0.875,bilinear
-resnet50,-43,2.2267,-76.805,97.7733,11.3333,-83.051,88.6667,25.5600,224,0.8750,bicubic
+resnet50,-43,2.227,-76.805,97.773,11.333,-83.051,88.667,25.560,224,0.875,bicubic
-regnety_016,-3,2.1733,-75.679,97.8267,11.4400,-82.276,88.5600,11.2000,224,0.8750,bicubic
+regnety_016,-3,2.173,-75.679,97.827,11.440,-82.276,88.560,11.200,224,0.875,bicubic
-regnetx_040,-28,2.1600,-76.326,97.8400,11.8000,-82.442,88.2000,22.1200,224,0.8750,bicubic
+regnetx_040,-28,2.160,-76.326,97.840,11.800,-82.442,88.200,22.120,224,0.875,bicubic
-resnest14d,+36,2.1467,-73.357,97.8533,10.4000,-82.114,89.6000,10.6100,224,0.8750,bilinear
+resnest14d,+36,2.147,-73.357,97.853,10.400,-82.114,89.600,10.610,224,0.875,bilinear
-selecsls60,-10,2.0800,-75.902,97.9200,12.8400,-80.992,87.1600,30.6700,224,0.8750,bicubic
+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,+6,2.0800,-75.224,97.9200,10.9733,-82.359,89.0267,13.3100,224,0.8750,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,-21,2.0667,-76.175,97.9333,11.4533,-82.439,88.5467,24.6700,224,0.8750,bilinear
+res2next50,-21,2.067,-76.175,97.933,11.453,-82.439,88.547,24.670,224,0.875,bilinear
-seresnet50,-7,2.0667,-75.569,97.9333,12.2667,-81.485,87.7333,28.0900,224,0.8750,bilinear
+seresnet50,-7,2.067,-75.569,97.933,12.267,-81.485,87.733,28.090,224,0.875,bilinear
-densenet161,+2,1.9733,-75.375,98.0267,10.5867,-83.061,89.4133,28.6800,224,0.8750,bicubic
+densenet161,+2,1.973,-75.375,98.027,10.587,-83.061,89.413,28.680,224,0.875,bicubic
-tf_efficientnet_b0_ap,+9,1.9600,-75.124,98.0400,10.8000,-82.454,89.2000,5.2900,224,0.8750,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,-23,1.9200,-76.246,98.0800,10.9467,-83.133,89.0533,15.3000,224,0.8750,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,-42,1.8133,-76.885,98.1867,11.6267,-82.693,88.3733,6.9000,240,0.8820,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,+8,1.8133,-75.137,98.1867,10.5467,-82.609,89.4533,5.0100,224,0.8750,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,-6,1.8000,-75.660,98.2000,11.1467,-82.599,88.8533,6.0900,260,0.8900,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,-26,1.7867,-76.365,98.2133,10.3467,-83.495,89.6533,25.0600,224,0.8750,bilinear
+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,-20,1.7733,-76.173,98.2267,10.4400,-83.412,89.5600,25.7000,224,0.8750,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,+18,1.7600,-74.008,98.2400,10.2933,-82.247,89.7067,5.4800,224,0.8750,bicubic
+mobilenetv3_large_100,+18,1.760,-74.008,98.240,10.293,-82.247,89.707,5.480,224,0.875,bicubic
-densenet121,+20,1.7333,-73.841,98.2667,10.8533,-81.803,89.1467,7.9800,224,0.8750,bicubic
+densenet121,+20,1.733,-73.841,98.267,10.853,-81.803,89.147,7.980,224,0.875,bicubic
-tf_efficientnet_b0,+5,1.6933,-75.147,98.3067,9.7333,-83.493,90.2667,5.2900,224,0.8750,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,-18,1.6800,-75.938,98.3200,10.6000,-83.098,89.4000,25.0300,224,0.8750,bilinear
+tv_resnext50_32x4d,-18,1.680,-75.938,98.320,10.600,-83.098,89.400,25.030,224,0.875,bilinear
-mobilenetv3_rw,+16,1.6667,-73.961,98.3333,10.7333,-81.977,89.2667,5.4800,224,0.8750,bicubic
+mobilenetv3_rw,+16,1.667,-73.961,98.333,10.733,-81.977,89.267,5.480,224,0.875,bicubic
-resnet101,-12,1.6667,-75.707,98.3333,9.8133,-83.733,90.1867,44.5500,224,0.8750,bilinear
+resnet101,-12,1.667,-75.707,98.333,9.813,-83.733,90.187,44.550,224,0.875,bilinear
-mobilenetv2_120d,-10,1.6400,-75.654,98.3600,10.4533,-83.049,89.5467,5.8300,224,0.8750,bicubic
+mobilenetv2_120d,-10,1.640,-75.654,98.360,10.453,-83.049,89.547,5.830,224,0.875,bicubic
-mixnet_s,+9,1.5867,-74.401,98.4133,10.2533,-82.541,89.7467,4.1300,224,0.8750,bicubic
+mixnet_s,+9,1.587,-74.401,98.413,10.253,-82.541,89.747,4.130,224,0.875,bicubic
-densenet201,-11,1.5467,-75.743,98.4533,9.6267,-83.851,90.3733,20.0100,224,0.8750,bicubic
+densenet201,-11,1.547,-75.743,98.453,9.627,-83.851,90.373,20.010,224,0.875,bicubic
-gluon_resnet50_v1c,-34,1.5467,-76.463,98.4533,10.6133,-83.375,89.3867,25.5800,224,0.8750,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,+14,1.5467,-73.909,98.4533,9.3200,-83.272,90.6800,3.8900,224,0.8750,bicubic
+semnasnet_100,+14,1.547,-73.909,98.453,9.320,-83.272,90.680,3.890,224,0.875,bicubic
-selecsls42b,-11,1.4667,-75.709,98.5333,10.4400,-82.952,89.5600,32.4600,224,0.8750,bicubic
+selecsls42b,-11,1.467,-75.709,98.533,10.440,-82.952,89.560,32.460,224,0.875,bicubic
-tf_efficientnet_lite1,-2,1.4533,-75.185,98.5467,9.7067,-83.525,90.2933,5.4200,240,0.8820,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,=,1.4267,-74.887,98.5733,8.9467,-84.115,91.0533,6.2600,224,0.8750,bicubic
+regnety_008,=,1.427,-74.887,98.573,8.947,-84.115,91.053,6.260,224,0.875,bicubic
-ssl_resnet18,+32,1.3867,-71.213,98.6133,8.1600,-83.256,91.8400,11.6900,224,0.8750,bilinear
+ssl_resnet18,+32,1.387,-71.213,98.613,8.160,-83.256,91.840,11.690,224,0.875,bilinear
-dla60,-12,1.3467,-75.677,98.6533,9.4667,-83.841,90.5333,22.3300,224,0.8750,bilinear
+dla60,-12,1.347,-75.677,98.653,9.467,-83.841,90.533,22.330,224,0.875,bilinear
-dpn68,-2,1.3467,-74.959,98.6533,8.8133,-84.157,91.1867,12.6100,224,0.8750,bicubic
+dpn68,-2,1.347,-74.959,98.653,8.813,-84.157,91.187,12.610,224,0.875,bicubic
-res2net50_48w_2s,-27,1.3067,-76.207,98.6933,8.9200,-84.628,91.0800,25.2900,224,0.8750,bilinear
+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,+1,1.2800,-74.368,98.7200,8.7467,-83.889,91.2533,4.1300,224,0.8750,bicubic
+tf_mixnet_s,+1,1.280,-74.368,98.720,8.747,-83.889,91.253,4.130,224,0.875,bicubic
-mobilenetv2_140,-7,1.2533,-75.271,98.7467,9.1067,-83.883,90.8933,6.1100,224,0.8750,bicubic
+mobilenetv2_140,-7,1.253,-75.271,98.747,9.107,-83.883,90.893,6.110,224,0.875,bicubic
-fbnetc_100,+8,1.2267,-73.893,98.7733,8.7467,-83.639,91.2533,5.5700,224,0.8750,bilinear
+fbnetc_100,+8,1.227,-73.893,98.773,8.747,-83.639,91.253,5.570,224,0.875,bilinear
-resnet26d,-12,1.2267,-75.453,98.7733,9.2800,-83.886,90.7200,16.0100,224,0.8750,bicubic
+resnet26d,-12,1.227,-75.453,98.773,9.280,-83.886,90.720,16.010,224,0.875,bicubic
-densenet169,-5,1.1867,-74.725,98.8133,8.3200,-84.704,91.6800,14.1500,224,0.8750,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,-1,1.1867,-74.329,98.8133,7.9467,-84.653,92.0533,5.4800,224,0.8750,bilinear
+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,-36,1.1600,-76.418,98.8400,9.0267,-84.691,90.9733,25.5600,224,0.8750,bicubic
+gluon_resnet50_v1b,-36,1.160,-76.418,98.840,9.027,-84.691,90.973,25.560,224,0.875,bicubic
-seresnet34,+8,1.1200,-73.688,98.8800,7.4000,-84.726,92.6000,21.9600,224,0.8750,bilinear
+seresnet34,+8,1.120,-73.688,98.880,7.400,-84.726,92.600,21.960,224,0.875,bilinear
-tf_efficientnet_es,-28,1.1200,-76.144,98.8800,8.6000,-85.000,91.4000,5.4400,224,0.8750,bicubic
+tf_efficientnet_es,-28,1.120,-76.144,98.880,8.600,-85.000,91.400,5.440,224,0.875,bicubic
-spnasnet_100,+11,1.1067,-72.973,98.8933,8.2533,-83.579,91.7467,4.4200,224,0.8750,bilinear
+spnasnet_100,+11,1.107,-72.973,98.893,8.253,-83.579,91.747,4.420,224,0.875,bilinear
-tf_efficientnet_lite0,+4,1.1067,-73.735,98.8933,7.4933,-84.677,92.5067,4.6500,224,0.8750,bicubic
+tf_efficientnet_lite0,+4,1.107,-73.735,98.893,7.493,-84.677,92.507,4.650,224,0.875,bicubic
-regnetx_016,-24,1.0933,-75.837,98.9067,8.6267,-84.791,91.3733,9.1900,224,0.8750,bicubic
+regnetx_016,-24,1.093,-75.837,98.907,8.627,-84.791,91.373,9.190,224,0.875,bicubic
-dla34,+6,1.0800,-73.556,98.9200,7.6933,-84.371,92.3067,15.7800,224,0.8750,bilinear
+dla34,+6,1.080,-73.556,98.920,7.693,-84.371,92.307,15.780,224,0.875,bilinear
-regnety_006,-5,1.0533,-74.207,98.9467,8.4000,-84.128,91.6000,6.0600,224,0.8750,bicubic
+regnety_006,-5,1.053,-74.207,98.947,8.400,-84.128,91.600,6.060,224,0.875,bicubic
-regnety_004,+7,1.0133,-73.013,98.9867,7.3333,-84.415,92.6667,4.3400,224,0.8750,bicubic
+regnety_004,+7,1.013,-73.013,98.987,7.333,-84.415,92.667,4.340,224,0.875,bicubic
-resnet34,-4,0.9867,-74.125,99.0133,7.5333,-84.755,92.4667,21.8000,224,0.8750,bilinear
+resnet34,-4,0.987,-74.125,99.013,7.533,-84.755,92.467,21.800,224,0.875,bilinear
-mobilenetv2_110d,-4,0.9333,-74.119,99.0667,8.1067,-84.073,91.8933,4.5200,224,0.8750,bicubic
+mobilenetv2_110d,-4,0.933,-74.119,99.067,8.107,-84.073,91.893,4.520,224,0.875,bicubic
-gluon_resnet34_v1b,+2,0.8933,-73.687,99.1067,6.6000,-85.388,93.4000,21.8000,224,0.8750,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,-9,0.8933,-74.233,99.1067,7.3867,-85.029,92.6133,15.6000,224,0.8750,bilinear
+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,-6,0.8933,-74.129,99.1067,6.9067,-85.437,93.0933,7.2600,224,0.8750,bicubic
+regnetx_008,-6,0.893,-74.129,99.107,6.907,-85.437,93.093,7.260,224,0.875,bicubic
-skresnet18,+6,0.8800,-72.164,99.1200,7.3867,-83.791,92.6133,11.9600,224,0.8750,bicubic
+skresnet18,+6,0.880,-72.164,99.120,7.387,-83.791,92.613,11.960,224,0.875,bicubic
-mnasnet_100,-4,0.8667,-73.789,99.1333,7.8667,-84.259,92.1333,4.3800,224,0.8750,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,+1,0.8667,-72.575,99.1333,6.7200,-84.632,93.2800,3.9900,224,0.8750,bilinear
+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,-1,0.7600,-73.102,99.2400,6.4933,-85.187,93.5067,6.2000,224,0.8750,bicubic
+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,+13,0.7467,-67.171,99.2533,4.6667,-82.995,95.3333,2.5400,224,0.8750,bilinear
+tf_mobilenetv3_small_100,+13,0.747,-67.171,99.253,4.667,-82.995,95.333,2.540,224,0.875,bilinear
-seresnet18,+7,0.7200,-71.038,99.2800,6.0267,-84.307,93.9733,11.7800,224,0.8750,bicubic
+seresnet18,+7,0.720,-71.038,99.280,6.027,-84.307,93.973,11.780,224,0.875,bicubic
-regnetx_004,+3,0.6933,-71.713,99.3067,5.5067,-85.323,94.4933,5.1600,224,0.8750,bicubic
+regnetx_004,+3,0.693,-71.713,99.307,5.507,-85.323,94.493,5.160,224,0.875,bicubic
-tv_densenet121,-11,0.6800,-74.072,99.3200,6.9067,-85.245,93.0933,7.9800,224,0.8750,bicubic
+tv_densenet121,-11,0.680,-74.072,99.320,6.907,-85.245,93.093,7.980,224,0.875,bicubic
-regnety_002,+6,0.6667,-69.615,99.3333,5.5333,-84.007,94.4667,3.1600,224,0.8750,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,+11,0.6267,-65.091,99.3733,4.1733,-81.963,95.8267,2.0400,224,0.8750,bilinear
+tf_mobilenetv3_small_075,+11,0.627,-65.091,99.373,4.173,-81.963,95.827,2.040,224,0.875,bilinear
-resnet26,-23,0.6000,-74.692,99.4000,6.8800,-85.690,93.1200,16.0000,224,0.8750,bicubic
+resnet26,-23,0.600,-74.692,99.400,6.880,-85.690,93.120,16.000,224,0.875,bicubic
-tv_resnet34,-7,0.6000,-72.714,99.4000,5.5200,-85.900,94.4800,21.8000,224,0.8750,bilinear
+tv_resnet34,-7,0.600,-72.714,99.400,5.520,-85.900,94.480,21.800,224,0.875,bilinear
-mobilenetv2_100,-5,0.5333,-72.445,99.4667,6.1867,-84.829,93.8133,3.5000,224,0.8750,bicubic
+mobilenetv2_100,-5,0.533,-72.445,99.467,6.187,-84.829,93.813,3.500,224,0.875,bicubic
-dla46_c,+8,0.5200,-64.358,99.4800,4.1867,-82.099,95.8133,1.3100,224,0.8750,bilinear
+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,-3,0.4800,-71.764,99.5200,4.8800,-85.756,95.1200,3.9200,224,0.8750,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,+3,0.4667,-67.441,99.5333,5.2133,-83.221,94.7867,1.3400,224,0.8750,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,-6,0.4533,-71.889,99.5467,4.8400,-85.832,95.1600,13.1900,224,0.8750,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,+2,0.4133,-65.567,99.5867,4.4400,-82.540,95.5600,1.0800,224,0.8750,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,-5,0.3867,-70.443,99.6133,4.7867,-84.969,95.2133,11.6900,224,0.8750,bicubic
+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,+3,0.3600,-62.538,99.6400,2.8667,-81.363,97.1333,2.0400,224,0.8750,bilinear
+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,-5,0.2933,-69.465,99.7067,4.0400,-85.038,95.9600,11.6900,224,0.8750,bilinear
+resnet18,-5,0.293,-69.465,99.707,4.040,-85.038,95.960,11.690,224,0.875,bilinear
-regnetx_002,-5,0.2267,-68.527,99.7733,3.9867,-84.561,96.0133,2.6800,224,0.8750,bicubic
+regnetx_002,-5,0.227,-68.527,99.773,3.987,-84.561,96.013,2.680,224,0.875,bicubic
-tv_resnet50,-45,0.0000,-76.130,100.0000,2.8933,-89.969,97.1067,25.5600,224,0.8750,bilinear
+tv_resnet50,-45,0.000,-76.130,100.000,2.893,-89.969,97.107,25.560,224,0.875,bilinear
--- 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,+1,80.4700,-7.764,19.5300,95.7300,-2.816,4.2700,480.3100,475,0.9360,bicubic
+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,-1,80.2500,-8.102,19.7500,95.8500,-2.798,4.1500,480.3100,800,0.9600,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,=,78.5200,-8.318,21.4800,94.3700,-3.724,5.6300,66.3500,600,0.9490,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,=,77.2800,-9.182,22.7200,93.8900,-3.994,6.1100,43.0400,528,0.9420,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,+1,76.8700,-8.572,23.1300,93.3200,-4.252,6.6800,828.4100,224,0.8750,bilinear
+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,+5,76.8400,-8.252,23.1600,93.1900,-4.246,6.8100,468.5300,224,0.8750,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,-2,76.8200,-9.260,23.1800,93.5800,-4.174,6.4200,30.3900,456,0.9340,bicubic
+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,+2,76.0900,-9.028,23.9100,92.9700,-4.282,7.0300,66.3500,600,0.9490,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,-1,76.0900,-9.278,23.9100,92.7300,-4.564,7.2700,87.4100,672,0.9540,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,+7,75.7100,-8.466,24.2900,92.9000,-4.296,7.1000,194.0300,224,0.8750,bilinear
+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,-2,75.6900,-9.468,24.3100,93.0400,-4.428,6.9600,19.3400,380,0.9220,bicubic
+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,+2,75.4500,-8.844,24.5500,92.7500,-4.424,7.2500,88.7900,224,0.8750,bilinear
+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,=,75.3800,-9.406,24.6200,92.4400,-4.698,7.5600,43.0400,528,0.9420,bicubic
+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,-7,74.9300,-10.440,25.0700,92.3200,-5.072,7.6800,87.4100,672,0.9540,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,-3,74.7200,-10.212,25.2800,92.2200,-4.988,7.7800,66.3500,600,0.9490,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,-1,74.5900,-9.664,25.4100,91.9900,-4.986,8.0100,30.3900,456,0.9340,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,+7,74.1500,-9.084,25.8500,91.9900,-4.766,8.0100,44.1800,224,0.8750,bilinear
+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,+4,74.0100,-9.328,25.9900,92.1700,-4.682,7.8300,194.0300,224,0.8750,bilinear
+swsl_resnext101_32x16d,+4,74.010,-9.328,25.990,92.170,-4.682,7.830,194.030,224,0.875,bilinear
-resnest200e,+1,73.9300,-9.904,26.0700,91.5800,-5.258,8.4200,70.2000,320,0.8750,bilinear
+resnest200e,+1,73.930,-9.904,26.070,91.580,-5.258,8.420,70.200,320,0.875,bilinear
-tf_efficientnet_b6,-2,73.9000,-10.212,26.1000,91.7500,-5.134,8.2500,43.0400,528,0.9420,bicubic
+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,-2,73.8700,-10.184,26.1300,91.8600,-5.052,8.1400,12.2300,300,0.9040,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,+7,73.6600,-9.028,26.3400,92.1500,-4.482,7.8500,88.7900,224,0.8750,bilinear
+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,-2,73.5400,-10.276,26.4600,91.4600,-5.290,8.5400,30.3900,456,0.9340,bicubic
+tf_efficientnet_b5,-2,73.540,-10.276,26.460,91.460,-5.290,8.540,30.390,456,0.934,bicubic
-resnest269e,-8,73.4600,-10.726,26.5400,91.6800,-5.242,8.3200,110.9300,416,0.8750,bilinear
+resnest269e,-8,73.460,-10.726,26.540,91.680,-5.242,8.320,110.930,416,0.875,bilinear
-tf_efficientnet_b4_ap,-2,72.8900,-10.358,27.1100,90.9800,-5.408,9.0200,19.3400,380,0.9220,bicubic
+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,+7,72.5800,-9.600,27.4200,90.8400,-5.388,9.1600,25.0300,224,0.8750,bilinear
+swsl_resnext50_32x4d,+7,72.580,-9.600,27.420,90.840,-5.388,9.160,25.030,224,0.875,bilinear
-resnest101e,=,72.5500,-10.340,27.4500,90.8100,-5.514,9.1900,48.2800,256,0.8750,bilinear
+resnest101e,=,72.550,-10.340,27.450,90.810,-5.514,9.190,48.280,256,0.875,bilinear
-tresnet_xl_448,-3,72.5500,-10.498,27.4500,90.3100,-5.864,9.6900,78.4400,448,0.8750,bilinear
+tresnet_xl_448,-3,72.550,-10.498,27.450,90.310,-5.864,9.690,78.440,448,0.875,bilinear
-pnasnet5large,-1,72.3700,-10.370,27.6300,90.2600,-5.780,9.7400,86.0600,331,0.8750,bicubic
+pnasnet5large,-1,72.370,-10.370,27.630,90.260,-5.780,9.740,86.060,331,0.875,bicubic
-nasnetalarge,=,72.3100,-10.248,27.6900,90.5100,-5.526,9.4900,88.7500,331,0.8750,bicubic
+nasnetalarge,=,72.310,-10.248,27.690,90.510,-5.526,9.490,88.750,331,0.875,bicubic
-tf_efficientnet_b4,-5,72.2800,-10.736,27.7200,90.6000,-5.698,9.4000,19.3400,380,0.9220,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,-1,72.2700,-10.110,27.7300,91.0900,-5.162,8.9100,9.1100,260,0.8900,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,+15,71.6900,-9.490,28.3100,90.5100,-5.476,9.4900,25.5600,224,0.8750,bilinear
+swsl_resnet50,+15,71.690,-9.490,28.310,90.510,-5.476,9.490,25.560,224,0.875,bilinear
-tresnet_xl,+1,71.6500,-10.420,28.3500,89.6300,-6.298,10.3700,78.4400,224,0.8750,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,-3,71.6000,-10.668,28.4000,90.0600,-5.918,9.9400,55.9900,448,0.8750,bilinear
+tresnet_l_448,-3,71.600,-10.668,28.400,90.060,-5.918,9.940,55.990,448,0.875,bilinear
-ecaresnet101d,-2,71.5000,-10.666,28.5000,90.3100,-5.742,9.6900,44.5700,224,0.8750,bicubic
+ecaresnet101d,-2,71.500,-10.666,28.500,90.310,-5.742,9.690,44.570,224,0.875,bicubic
-ssl_resnext101_32x8d,+4,71.4900,-10.136,28.5100,90.4700,-5.568,9.5300,88.7900,224,0.8750,bilinear
+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,-1,71.4000,-10.436,28.6000,90.5500,-5.544,9.4500,194.0300,224,0.8750,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,=,71.0000,-10.712,29.0000,88.6800,-6.890,11.3200,31.3900,448,0.8750,bilinear
+tresnet_m_448,=,71.000,-10.712,29.000,88.680,-6.890,11.320,31.390,448,0.875,bilinear
-resnest50d_4s2x40d,+9,70.9400,-10.174,29.0600,89.7100,-5.858,10.2900,30.4200,224,0.8750,bicubic
+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,-3,70.9200,-10.908,29.0800,89.4300,-6.194,10.5700,12.2300,300,0.9040,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,-6,70.8700,-11.004,29.1300,89.7200,-6.120,10.2800,12.2300,320,1.0000,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,+2,70.8500,-10.536,29.1500,90.1100,-5.628,9.8900,7.7900,240,0.8820,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,=,70.8300,-10.658,29.1700,89.6100,-6.018,10.3900,55.9900,224,0.8750,bilinear
+tresnet_l,=,70.830,-10.658,29.170,89.610,-6.018,10.390,55.990,224,0.875,bilinear
-efficientnet_b3,-2,70.7600,-10.738,29.2400,89.8400,-5.878,10.1600,12.2300,300,0.9040,bicubic
+efficientnet_b3,-2,70.760,-10.738,29.240,89.840,-5.878,10.160,12.230,300,0.904,bicubic
-tf_efficientnet_b3,-6,70.6200,-11.020,29.3800,89.4400,-6.282,10.5600,12.2300,300,0.9040,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,=,70.6000,-10.624,29.4000,88.9200,-6.436,11.0800,115.0900,224,0.8750,bicubic
+gluon_senet154,=,70.600,-10.624,29.400,88.920,-6.436,11.080,115.090,224,0.875,bicubic
-ssl_resnext101_32x4d,+5,70.5000,-10.428,29.5000,89.7600,-5.968,10.2400,44.1800,224,0.8750,bilinear
+ssl_resnext101_32x4d,+5,70.500,-10.428,29.500,89.760,-5.968,10.240,44.180,224,0.875,bilinear
-senet154,-3,70.4800,-10.824,29.5200,88.9900,-6.508,11.0100,115.0900,224,0.8750,bilinear
+senet154,-3,70.480,-10.824,29.520,88.990,-6.508,11.010,115.090,224,0.875,bilinear
-gluon_seresnext101_64x4d,+5,70.4400,-10.450,29.5600,89.3500,-5.954,10.6500,88.2300,224,0.8750,bicubic
+gluon_seresnext101_64x4d,+5,70.440,-10.450,29.560,89.350,-5.954,10.650,88.230,224,0.875,bicubic
-resnest50d_1s4x24d,=,70.4300,-10.560,29.5700,89.2400,-6.082,10.7600,25.6800,224,0.8750,bicubic
+resnest50d_1s4x24d,=,70.430,-10.560,29.570,89.240,-6.082,10.760,25.680,224,0.875,bicubic
-tf_efficientnet_lite4,-10,70.4300,-11.098,29.5700,89.1200,-6.548,10.8800,13.0100,380,0.9200,bilinear
+tf_efficientnet_lite4,-10,70.430,-11.098,29.570,89.120,-6.548,10.880,13.010,380,0.920,bilinear
-resnest50d,-1,70.4200,-10.538,29.5800,88.7600,-6.622,11.2400,27.4800,224,0.8750,bilinear
+resnest50d,-1,70.420,-10.538,29.580,88.760,-6.622,11.240,27.480,224,0.875,bilinear
-gluon_resnet152_v1s,-4,70.3200,-10.692,29.6800,88.8700,-6.546,11.1300,60.3200,224,0.8750,bicubic
+gluon_resnet152_v1s,-4,70.320,-10.692,29.680,88.870,-6.546,11.130,60.320,224,0.875,bicubic
-ecaresnet101d_pruned,+3,70.1200,-10.688,29.8800,89.5800,-6.048,10.4200,24.8800,224,0.8750,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,+9,70.1200,-10.340,29.8800,88.6800,-6.630,11.3200,55.8400,299,0.8975,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,-3,70.0100,-10.892,29.9900,88.9100,-6.384,11.0900,48.9600,224,0.8750,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,+6,69.9500,-10.520,30.0500,88.4700,-6.736,11.5300,60.2100,224,0.8750,bicubic
+gluon_resnet152_v1d,+6,69.950,-10.520,30.050,88.470,-6.736,11.530,60.210,224,0.875,bicubic
-ecaresnet50d,+2,69.8300,-10.774,30.1700,89.3700,-5.952,10.6300,25.5800,224,0.8750,bicubic
+ecaresnet50d,+2,69.830,-10.774,30.170,89.370,-5.952,10.630,25.580,224,0.875,bicubic
-gluon_resnext101_64x4d,+2,69.6900,-10.912,30.3100,88.2600,-6.734,11.7400,83.4600,224,0.8750,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,+11,69.6900,-10.638,30.3100,89.4200,-5.984,10.5800,25.0300,224,0.8750,bilinear
+ssl_resnext50_32x4d,+11,69.690,-10.638,30.310,89.420,-5.984,10.580,25.030,224,0.875,bilinear
-tresnet_m,-3,69.6500,-11.146,30.3500,88.0000,-6.856,12.0000,31.3900,224,0.8750,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,-7,69.5800,-11.276,30.4200,88.9700,-6.270,11.0300,9.8600,300,0.9040,bicubic
+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,+19,69.5200,-10.456,30.4800,88.5000,-6.446,11.5000,55.8400,299,0.8975,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,-5,69.4900,-11.118,30.5100,88.6800,-6.630,11.3200,9.1100,288,1.0000,bicubic
+efficientnet_b2a,-5,69.490,-11.118,30.510,88.680,-6.630,11.320,9.110,288,1.000,bicubic
-inception_v4,+13,69.3500,-10.806,30.6500,88.7800,-6.194,11.2200,42.6800,299,0.8750,bicubic
+inception_v4,+13,69.350,-10.806,30.650,88.780,-6.194,11.220,42.680,299,0.875,bicubic
-seresnext101_32x4d,+10,69.3400,-10.896,30.6600,88.0500,-6.978,11.9500,48.9600,224,0.8750,bilinear
+seresnext101_32x4d,+10,69.340,-10.896,30.660,88.050,-6.978,11.950,48.960,224,0.875,bilinear
-ecaresnetlight,-2,69.3300,-11.124,30.6700,89.2200,-6.036,10.7800,30.1600,224,0.8750,bicubic
+ecaresnetlight,-2,69.330,-11.124,30.670,89.220,-6.036,10.780,30.160,224,0.875,bicubic
-gluon_resnet152_v1c,+16,69.1300,-10.786,30.8700,87.8900,-6.952,12.1100,60.2100,224,0.8750,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,-7,69.0800,-11.398,30.9200,88.3100,-6.622,11.6900,11.9000,224,0.8750,bicubic
+mixnet_xl,-7,69.080,-11.398,30.920,88.310,-6.622,11.690,11.900,224,0.875,bicubic
-efficientnet_b2,-2,69.0000,-11.402,31.0000,88.6200,-6.456,11.3800,9.1100,260,0.8750,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,-4,68.9900,-11.434,31.0100,88.0800,-6.940,11.9200,44.5700,224,0.8750,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,+24,68.9800,-10.624,31.0200,88.3200,-6.428,11.6800,39.9200,299,0.8750,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,-3,68.9600,-11.374,31.0400,88.3400,-6.586,11.6600,44.1800,224,0.8750,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,-2,68.9300,-11.376,31.0700,88.3400,-6.688,11.6600,9.1100,260,0.8900,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,+18,68.8100,-10.882,31.1900,87.7100,-7.028,12.2900,60.1900,224,0.8750,bicubic
+gluon_resnet152_v1b,+18,68.810,-10.882,31.190,87.710,-7.028,12.290,60.190,224,0.875,bicubic
-dpn131,+12,68.7600,-11.068,31.2400,87.4800,-7.224,12.5200,79.2500,224,0.8750,bicubic
+dpn131,+12,68.760,-11.068,31.240,87.480,-7.224,12.520,79.250,224,0.875,bicubic
-resnext50d_32x4d,+17,68.7500,-10.924,31.2500,88.3100,-6.558,11.6900,25.0500,224,0.8750,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,+2,68.7500,-11.340,31.2500,87.9500,-6.956,12.0500,9.1100,260,0.8900,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,-6,68.7200,-11.580,31.2800,87.9000,-7.250,12.1000,44.6700,224,0.8750,bicubic
+gluon_resnet101_v1s,-6,68.720,-11.580,31.280,87.900,-7.250,12.100,44.670,224,0.875,bicubic
-dpn107,-3,68.7100,-11.454,31.2900,88.1300,-6.782,11.8700,86.9200,224,0.8750,bicubic
+dpn107,-3,68.710,-11.454,31.290,88.130,-6.782,11.870,86.920,224,0.875,bicubic
-gluon_seresnext50_32x4d,+4,68.6700,-11.242,31.3300,88.3200,-6.498,11.6800,27.5600,224,0.8750,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,+17,68.6300,-10.842,31.3700,88.0700,-6.580,11.9300,128.0600,224,0.8750,bilinear
+hrnet_w64,+17,68.630,-10.842,31.370,88.070,-6.580,11.930,128.060,224,0.875,bilinear
-resnext50_32x4d,+7,68.6100,-11.152,31.3900,87.5700,-7.030,12.4300,25.0300,224,0.8750,bicubic
+resnext50_32x4d,+7,68.610,-11.152,31.390,87.570,-7.030,12.430,25.030,224,0.875,bicubic
-dpn98,+11,68.5800,-11.056,31.4200,87.6600,-6.934,12.3400,61.5700,224,0.8750,bicubic
+dpn98,+11,68.580,-11.056,31.420,87.660,-6.934,12.340,61.570,224,0.875,bicubic
-ssl_resnet50,+24,68.4200,-10.808,31.5800,88.5800,-6.252,11.4200,25.5600,224,0.8750,bilinear
+ssl_resnet50,+24,68.420,-10.808,31.580,88.580,-6.252,11.420,25.560,224,0.875,bilinear
-ecaresnet50d_pruned,+5,68.3900,-11.328,31.6100,88.3700,-6.520,11.6300,19.9400,224,0.8750,bicubic
+ecaresnet50d_pruned,+5,68.390,-11.328,31.610,88.370,-6.520,11.630,19.940,224,0.875,bicubic
-skresnext50_32x4d,-8,68.3900,-11.760,31.6100,87.5900,-7.054,12.4100,27.4800,224,0.8750,bicubic
+skresnext50_32x4d,-8,68.390,-11.760,31.610,87.590,-7.054,12.410,27.480,224,0.875,bicubic
-dla102x2,+12,68.3400,-11.112,31.6600,87.8700,-6.774,12.1300,41.7500,224,0.8750,bilinear
+dla102x2,+12,68.340,-11.112,31.660,87.870,-6.774,12.130,41.750,224,0.875,bilinear
-efficientnet_b2_pruned,-6,68.3000,-11.618,31.7000,88.1000,-6.748,11.9000,8.3100,260,0.8900,bicubic
+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,+11,68.2800,-11.076,31.7200,87.3200,-7.104,12.6800,25.0300,224,0.8750,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,-2,68.2300,-11.582,31.7700,87.7200,-7.194,12.2800,8.2000,300,0.9040,bilinear
+tf_efficientnet_lite3,-2,68.230,-11.582,31.770,87.720,-7.194,12.280,8.200,300,0.904,bilinear
-ese_vovnet39b,+10,68.1900,-11.130,31.8100,88.2600,-6.450,11.7400,24.5700,224,0.8750,bicubic
+ese_vovnet39b,+10,68.190,-11.130,31.810,88.260,-6.450,11.740,24.570,224,0.875,bicubic
-tf_efficientnet_el,-27,68.1800,-12.268,31.8200,88.3500,-6.810,11.6500,10.5900,300,0.9040,bicubic
+tf_efficientnet_el,-27,68.180,-12.268,31.820,88.350,-6.810,11.650,10.590,300,0.904,bicubic
-dpn92,-13,68.0100,-12.006,31.9900,87.5900,-7.248,12.4100,37.6700,224,0.8750,bicubic
+dpn92,-13,68.010,-12.006,31.990,87.590,-7.248,12.410,37.670,224,0.875,bicubic
-gluon_resnet50_v1d,+20,67.9100,-11.164,32.0900,87.1200,-7.356,12.8800,25.5800,224,0.8750,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,+18,67.8700,-11.206,32.1300,87.6200,-6.814,12.3800,27.5600,224,0.8750,bilinear
+seresnext50_32x4d,+18,67.870,-11.206,32.130,87.620,-6.814,12.380,27.560,224,0.875,bilinear
-resnext101_32x8d,+6,67.8500,-11.462,32.1500,87.4800,-7.046,12.5200,88.7900,224,0.8750,bilinear
+resnext101_32x8d,+6,67.850,-11.462,32.150,87.480,-7.046,12.520,88.790,224,0.875,bilinear
-hrnet_w44,+23,67.7700,-11.124,32.2300,87.5300,-6.840,12.4700,67.0600,224,0.8750,bilinear
+hrnet_w44,+23,67.770,-11.124,32.230,87.530,-6.840,12.470,67.060,224,0.875,bilinear
-hrnet_w48,+5,67.7700,-11.540,32.2300,87.4200,-7.098,12.5800,77.4700,224,0.8750,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,+32,67.7200,-10.932,32.2800,88.0800,-6.288,11.9200,5.2900,224,0.8750,bicubic
+tf_efficientnet_b0_ns,+32,67.720,-10.932,32.280,88.080,-6.288,11.920,5.290,224,0.875,bicubic
-xception,+16,67.6700,-11.378,32.3300,87.5700,-6.822,12.4300,22.8600,299,0.8975,bicubic
+xception,+16,67.670,-11.378,32.330,87.570,-6.822,12.430,22.860,299,0.897,bicubic
-dla169,+26,67.6100,-11.100,32.3900,87.5600,-6.778,12.4400,53.9900,224,0.8750,bilinear
+dla169,+26,67.610,-11.100,32.390,87.560,-6.778,12.440,53.990,224,0.875,bilinear
-gluon_inception_v3,+22,67.5900,-11.214,32.4100,87.4600,-6.920,12.5400,23.8300,299,0.8750,bicubic
+gluon_inception_v3,+22,67.590,-11.214,32.410,87.460,-6.920,12.540,23.830,299,0.875,bicubic
-hrnet_w40,+16,67.5900,-11.344,32.4100,87.1300,-7.336,12.8700,57.5600,224,0.8750,bilinear
+hrnet_w40,+16,67.590,-11.344,32.410,87.130,-7.336,12.870,57.560,224,0.875,bilinear
-gluon_resnet101_v1c,-7,67.5600,-11.984,32.4400,87.1600,-7.426,12.8400,44.5700,224,0.8750,bicubic
+gluon_resnet101_v1c,-7,67.560,-11.984,32.440,87.160,-7.426,12.840,44.570,224,0.875,bicubic
-seresnet152,+25,67.5500,-11.108,32.4500,87.3900,-6.984,12.6100,66.8200,224,0.8750,bilinear
+seresnet152,+25,67.550,-11.108,32.450,87.390,-6.984,12.610,66.820,224,0.875,bilinear
-res2net50_26w_8s,+4,67.5300,-11.680,32.4700,87.2700,-7.092,12.7300,48.4000,224,0.8750,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,=,67.5200,-11.758,32.4800,87.7700,-6.538,12.2300,7.7900,240,0.8820,bicubic
+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,-3,67.4800,-11.818,32.5200,87.3100,-7.054,12.6900,39.7200,240,0.8820,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,-5,67.4500,-11.854,32.5500,87.2300,-7.294,12.7700,44.5500,224,0.8750,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,+2,67.4500,-11.746,32.5500,87.0100,-7.430,12.9900,45.2100,224,0.8750,bilinear
+res2net101_26w_4s,+2,67.450,-11.746,32.550,87.010,-7.430,12.990,45.210,224,0.875,bilinear
-resnet50,+6,67.4400,-11.592,32.5600,87.4200,-6.964,12.5800,25.5600,224,0.8750,bicubic
+resnet50,+6,67.440,-11.592,32.560,87.420,-6.964,12.580,25.560,224,0.875,bicubic
-resnetblur50,-6,67.4400,-11.850,32.5600,87.4300,-7.202,12.5700,25.5600,224,0.8750,bicubic
+resnetblur50,-6,67.440,-11.850,32.560,87.430,-7.202,12.570,25.560,224,0.875,bicubic
-resnest26d,+22,67.2100,-11.272,32.7900,87.1800,-7.110,12.8200,17.0700,224,0.8750,bilinear
+resnest26d,+22,67.210,-11.272,32.790,87.180,-7.110,12.820,17.070,224,0.875,bilinear
-efficientnet_b1,+14,67.1600,-11.538,32.8400,87.1500,-7.002,12.8500,7.7900,240,0.8750,bicubic
+efficientnet_b1,+14,67.160,-11.538,32.840,87.150,-7.002,12.850,7.790,240,0.875,bicubic
-seresnet101,+26,67.1500,-11.246,32.8500,87.0500,-7.208,12.9500,49.3300,224,0.8750,bilinear
+seresnet101,+26,67.150,-11.246,32.850,87.050,-7.208,12.950,49.330,224,0.875,bilinear
-gluon_resnet50_v1s,+10,67.1000,-11.612,32.9000,86.8600,-7.382,13.1400,25.6800,224,0.8750,bicubic
+gluon_resnet50_v1s,+10,67.100,-11.612,32.900,86.860,-7.382,13.140,25.680,224,0.875,bicubic
-dla60x,+26,67.0800,-11.162,32.9200,87.1700,-6.852,12.8300,17.6500,224,0.8750,bilinear
+dla60x,+26,67.080,-11.162,32.920,87.170,-6.852,12.830,17.650,224,0.875,bilinear
-dla60_res2net,+18,67.0300,-11.442,32.9700,87.1400,-7.064,12.8600,21.1500,224,0.8750,bilinear
+dla60_res2net,+18,67.030,-11.442,32.970,87.140,-7.064,12.860,21.150,224,0.875,bilinear
-resnet152,+23,67.0200,-11.292,32.9800,87.5700,-6.476,12.4300,60.1900,224,0.8750,bilinear
+resnet152,+23,67.020,-11.292,32.980,87.570,-6.476,12.430,60.190,224,0.875,bilinear
-dla102x,+13,67.0000,-11.508,33.0000,86.7700,-7.464,13.2300,26.7700,224,0.8750,bilinear
+dla102x,+13,67.000,-11.508,33.000,86.770,-7.464,13.230,26.770,224,0.875,bilinear
-mixnet_l,-3,66.9700,-12.006,33.0300,86.9400,-7.244,13.0600,7.3300,224,0.8750,bicubic
+mixnet_l,-3,66.970,-12.006,33.030,86.940,-7.244,13.060,7.330,224,0.875,bicubic
-res2net50_26w_6s,+10,66.9100,-11.664,33.0900,86.9000,-7.226,13.1000,37.0500,224,0.8750,bilinear
+res2net50_26w_6s,+10,66.910,-11.664,33.090,86.900,-7.226,13.100,37.050,224,0.875,bilinear
-efficientnet_es,+26,66.8900,-11.164,33.1100,86.7300,-7.200,13.2700,5.4400,224,0.8750,bicubic
+efficientnet_es,+26,66.890,-11.164,33.110,86.730,-7.200,13.270,5.440,224,0.875,bicubic
-tf_efficientnet_b1,-1,66.8900,-11.942,33.1100,87.0400,-7.156,12.9600,7.7900,240,0.8820,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,+4,66.8700,-11.828,33.1300,86.9800,-7.340,13.0200,6.9000,240,0.8820,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,+13,66.7900,-11.658,33.2100,87.2900,-6.898,12.7100,41.2300,224,0.8750,bilinear
+hrnet_w32,+13,66.790,-11.658,33.210,87.290,-6.898,12.710,41.230,224,0.875,bilinear
-tf_mixnet_l,-2,66.7800,-11.990,33.2200,86.4600,-7.544,13.5400,7.3300,224,0.8750,bicubic
+tf_mixnet_l,-2,66.780,-11.990,33.220,86.460,-7.544,13.540,7.330,224,0.875,bicubic
-hrnet_w30,+18,66.7600,-11.436,33.2400,86.7900,-7.430,13.2100,37.7100,224,0.8750,bilinear
+hrnet_w30,+18,66.760,-11.436,33.240,86.790,-7.430,13.210,37.710,224,0.875,bilinear
-selecsls60b,+11,66.7200,-11.698,33.2800,86.5400,-7.626,13.4600,32.7700,224,0.8750,bicubic
+selecsls60b,+11,66.720,-11.698,33.280,86.540,-7.626,13.460,32.770,224,0.875,bicubic
-wide_resnet101_2,-8,66.6800,-12.166,33.3200,87.0400,-7.244,12.9600,126.8900,224,0.8750,bilinear
+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,+6,66.6500,-11.818,33.3500,86.8100,-7.276,13.1900,68.8800,224,0.8750,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,+6,66.6400,-11.808,33.3600,87.0200,-7.124,12.9800,17.3300,224,0.8750,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,+30,66.6000,-10.980,33.4000,86.5600,-7.164,13.4400,23.8300,299,0.8750,bicubic
+adv_inception_v3,+30,66.600,-10.980,33.400,86.560,-7.164,13.440,23.830,299,0.875,bicubic
-dla102,+16,66.5500,-11.476,33.4500,86.9100,-7.040,13.0900,33.7300,224,0.8750,bilinear
+dla102,+16,66.550,-11.476,33.450,86.910,-7.040,13.090,33.730,224,0.875,bilinear
-gluon_resnet50_v1c,+16,66.5400,-11.470,33.4600,86.1600,-7.828,13.8400,25.5800,224,0.8750,bicubic
+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,+21,66.4200,-11.436,33.5800,86.6800,-6.964,13.3200,23.8300,299,0.8750,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,+22,66.2500,-11.442,33.7500,85.9500,-7.582,14.0500,5.2900,224,0.8750,bicubic
+efficientnet_b0,+22,66.250,-11.442,33.750,85.950,-7.582,14.050,5.290,224,0.875,bicubic
-seresnet50,+22,66.2400,-11.396,33.7600,86.3300,-7.422,13.6700,28.0900,224,0.8750,bilinear
+seresnet50,+22,66.240,-11.396,33.760,86.330,-7.422,13.670,28.090,224,0.875,bilinear
-selecsls60,+15,66.2200,-11.762,33.7800,86.3300,-7.502,13.6700,30.6700,224,0.8750,bicubic
+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,+16,66.2100,-11.698,33.7900,86.2200,-7.436,13.7800,24.0100,224,0.8750,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,+20,66.1800,-11.438,33.8200,86.0400,-7.658,13.9600,25.0300,224,0.8750,bilinear
+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,+13,66.1700,-11.776,33.8300,86.6000,-7.252,13.4000,25.7000,224,0.8750,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,+25,66.1200,-11.316,33.8800,86.3400,-7.136,13.6600,23.8300,299,0.8750,bicubic
+inception_v3,+25,66.120,-11.316,33.880,86.340,-7.136,13.660,23.830,299,0.875,bicubic
-efficientnet_b1_pruned,=,66.0800,-12.162,33.9200,86.5800,-7.252,13.4200,6.3300,240,0.8820,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,+19,66.0400,-11.538,33.9600,86.2700,-7.448,13.7300,25.5600,224,0.8750,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,+2,66.0200,-12.132,33.9800,86.2400,-7.602,13.7600,25.0600,224,0.8750,bilinear
+res2net50_14w_8s,+2,66.020,-12.132,33.980,86.240,-7.602,13.760,25.060,224,0.875,bilinear
-densenet161,+23,65.8500,-11.498,34.1500,86.4600,-7.188,13.5400,28.6800,224,0.8750,bicubic
+densenet161,+23,65.850,-11.498,34.150,86.460,-7.188,13.540,28.680,224,0.875,bicubic
-res2next50,-3,65.8500,-12.392,34.1500,85.8300,-8.062,14.1700,24.6700,224,0.8750,bilinear
+res2next50,-3,65.850,-12.392,34.150,85.830,-8.062,14.170,24.670,224,0.875,bilinear
-seresnext26tn_32x4d,+3,65.8500,-12.140,34.1500,85.6800,-8.068,14.3200,16.8100,224,0.8750,bicubic
+seresnext26tn_32x4d,+3,65.850,-12.140,34.150,85.680,-8.068,14.320,16.810,224,0.875,bicubic
-skresnet34,+32,65.7700,-11.140,34.2300,85.9600,-7.356,14.0400,22.2800,224,0.8750,bicubic
+skresnet34,+32,65.770,-11.140,34.230,85.960,-7.356,14.040,22.280,224,0.875,bicubic
-resnet101,+18,65.6800,-11.694,34.3200,85.9800,-7.566,14.0200,44.5500,224,0.8750,bilinear
+resnet101,+18,65.680,-11.694,34.320,85.980,-7.566,14.020,44.550,224,0.875,bilinear
-dpn68b,+13,65.6000,-11.914,34.4000,85.9400,-7.882,14.0600,12.6100,224,0.8750,bicubic
+dpn68b,+13,65.600,-11.914,34.400,85.940,-7.882,14.060,12.610,224,0.875,bicubic
-seresnext26t_32x4d,=,65.6000,-12.388,34.4000,86.0900,-7.616,13.9100,16.8200,224,0.8750,bicubic
+seresnext26t_32x4d,=,65.600,-12.388,34.400,86.090,-7.616,13.910,16.820,224,0.875,bicubic
-selecsls42b,+22,65.5900,-11.586,34.4100,85.8300,-7.562,14.1700,32.4600,224,0.8750,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,+23,65.4900,-11.594,34.5100,85.5500,-7.704,14.4500,5.2900,224,0.8750,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,+6,65.4200,-12.184,34.5800,85.9700,-7.642,14.0300,16.8100,224,0.8750,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,+10,65.3900,-12.070,34.6100,86.0300,-7.716,13.9700,6.0900,260,0.8900,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,+8,65.3200,-12.194,34.6800,85.9600,-7.588,14.0400,25.2900,224,0.8750,bilinear
+res2net50_48w_2s,+8,65.320,-12.194,34.680,85.960,-7.588,14.040,25.290,224,0.875,bilinear
-densenetblur121d,+28,65.3000,-11.276,34.7000,85.7100,-7.480,14.2900,8.0000,224,0.8750,bicubic
+densenetblur121d,+28,65.300,-11.276,34.700,85.710,-7.480,14.290,8.000,224,0.875,bicubic
-densenet201,+13,65.2800,-12.010,34.7200,85.6700,-7.808,14.3300,20.0100,224,0.8750,bicubic
+densenet201,+13,65.280,-12.010,34.720,85.670,-7.808,14.330,20.010,224,0.875,bicubic
-tf_efficientnet_es,+13,65.2400,-12.024,34.7600,85.5400,-8.060,14.4600,5.4400,224,0.8750,bicubic
+tf_efficientnet_es,+13,65.240,-12.024,34.760,85.540,-8.060,14.460,5.440,224,0.875,bicubic
-dla60,+17,65.2200,-11.804,34.7800,85.7500,-7.558,14.2500,22.3300,224,0.8750,bilinear
+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,+8,65.1300,-12.174,34.8700,85.1300,-8.202,14.8700,13.3100,224,0.8750,bicubic
+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,+8,65.0400,-12.254,34.9600,85.9900,-7.512,14.0100,5.8300,224,0.8750,bicubic
+mobilenetv2_120d,+8,65.040,-12.254,34.960,85.990,-7.512,14.010,5.830,224,0.875,bicubic
-seresnext26_32x4d,+12,65.0400,-12.060,34.9600,85.6500,-7.660,14.3500,16.7900,224,0.8750,bicubic
+seresnext26_32x4d,+12,65.040,-12.060,34.960,85.650,-7.660,14.350,16.790,224,0.875,bicubic
-hrnet_w18,+18,64.9100,-11.846,35.0900,85.7500,-7.692,14.2500,21.3000,224,0.8750,bilinear
+hrnet_w18,+18,64.910,-11.846,35.090,85.750,-7.692,14.250,21.300,224,0.875,bilinear
-densenet169,+26,64.7800,-11.132,35.2200,85.2500,-7.774,14.7500,14.1500,224,0.8750,bicubic
+densenet169,+26,64.780,-11.132,35.220,85.250,-7.774,14.750,14.150,224,0.875,bicubic
-mixnet_m,+7,64.6900,-12.566,35.3100,85.4700,-7.948,14.5300,5.0100,224,0.8750,bicubic
+mixnet_m,+7,64.690,-12.566,35.310,85.470,-7.948,14.530,5.010,224,0.875,bicubic
-resnet26d,+16,64.6300,-12.050,35.3700,85.1200,-8.046,14.8800,16.0100,224,0.8750,bicubic
+resnet26d,+16,64.630,-12.050,35.370,85.120,-8.046,14.880,16.010,224,0.875,bicubic
-tf_efficientnet_lite1,+16,64.3700,-12.268,35.6300,85.4900,-7.742,14.5100,5.4200,240,0.8820,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,+12,64.2900,-12.550,35.7100,85.2500,-7.976,14.7500,5.2900,224,0.8750,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,+8,64.2700,-12.680,35.7300,85.0900,-8.066,14.9100,5.0100,224,0.8750,bicubic
+tf_mixnet_m,+8,64.270,-12.680,35.730,85.090,-8.066,14.910,5.010,224,0.875,bicubic
-dpn68,+17,64.2200,-12.086,35.7800,85.1800,-7.790,14.8200,12.6100,224,0.8750,bicubic
+dpn68,+17,64.220,-12.086,35.780,85.180,-7.790,14.820,12.610,224,0.875,bicubic
-mobilenetv2_140,+14,64.0500,-12.474,35.9500,85.0200,-7.970,14.9800,6.1100,224,0.8750,bicubic
+mobilenetv2_140,+14,64.050,-12.474,35.950,85.020,-7.970,14.980,6.110,224,0.875,bicubic
-densenet121,+22,63.7400,-11.834,36.2600,84.6300,-8.026,15.3700,7.9800,224,0.8750,bicubic
+densenet121,+22,63.740,-11.834,36.260,84.630,-8.026,15.370,7.980,224,0.875,bicubic
-resnest14d,+23,63.6000,-11.904,36.4000,84.2200,-8.294,15.7800,10.6100,224,0.8750,bilinear
+resnest14d,+23,63.600,-11.904,36.400,84.220,-8.294,15.780,10.610,224,0.875,bilinear
-tf_mixnet_s,+18,63.5900,-12.058,36.4100,84.2700,-8.366,15.7300,4.1300,224,0.8750,bicubic
+tf_mixnet_s,+18,63.590,-12.058,36.410,84.270,-8.366,15.730,4.130,224,0.875,bicubic
-resnet26,+23,63.4500,-11.842,36.5500,84.2700,-8.300,15.7300,16.0000,224,0.8750,bicubic
+resnet26,+23,63.450,-11.842,36.550,84.270,-8.300,15.730,16.000,224,0.875,bicubic
-mixnet_s,+13,63.3800,-12.608,36.6200,84.7100,-8.084,15.2900,4.1300,224,0.8750,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,+14,63.3600,-12.408,36.6400,84.0800,-8.460,15.9200,5.4800,224,0.8750,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,+10,63.3300,-12.800,36.6700,84.6500,-8.212,15.3500,25.5600,224,0.8750,bilinear
+tv_resnet50,+10,63.330,-12.800,36.670,84.650,-8.212,15.350,25.560,224,0.875,bilinear
-mobilenetv3_rw,+14,63.2300,-12.398,36.7700,84.5200,-8.190,15.4800,5.4800,224,0.8750,bicubic
+mobilenetv3_rw,+14,63.230,-12.398,36.770,84.520,-8.190,15.480,5.480,224,0.875,bicubic
-semnasnet_100,+17,63.1200,-12.336,36.8800,84.5300,-8.062,15.4700,3.8900,224,0.8750,bicubic
+semnasnet_100,+17,63.120,-12.336,36.880,84.530,-8.062,15.470,3.890,224,0.875,bicubic
-tv_densenet121,+26,62.9400,-11.812,37.0600,84.2600,-7.892,15.7400,7.9800,224,0.8750,bicubic
+tv_densenet121,+26,62.940,-11.812,37.060,84.260,-7.892,15.740,7.980,224,0.875,bicubic
-seresnet34,+24,62.8900,-11.918,37.1100,84.2200,-7.906,15.7800,21.9600,224,0.8750,bilinear
+seresnet34,+24,62.890,-11.918,37.110,84.220,-7.906,15.780,21.960,224,0.875,bilinear
-hrnet_w18_small_v2,+17,62.8300,-12.296,37.1700,83.9700,-8.446,16.0300,15.6000,224,0.8750,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,+19,62.8200,-12.232,37.1800,84.4800,-7.700,15.5200,4.5200,224,0.8750,bicubic
+mobilenetv2_110d,+19,62.820,-12.232,37.180,84.480,-7.700,15.520,4.520,224,0.875,bicubic
-resnet34,+17,62.8200,-12.292,37.1800,84.1200,-8.168,15.8800,21.8000,224,0.8750,bilinear
+resnet34,+17,62.820,-12.292,37.180,84.120,-8.168,15.880,21.800,224,0.875,bilinear
-swsl_resnet18,+30,62.7300,-10.556,37.2700,84.3000,-7.432,15.7000,11.6900,224,0.8750,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,+18,62.5800,-12.262,37.4200,84.2500,-7.920,15.7500,4.6500,224,0.8750,bicubic
+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,+22,62.5600,-12.020,37.4400,84.0000,-7.988,16.0000,21.8000,224,0.8750,bicubic
+gluon_resnet34_v1b,+22,62.560,-12.020,37.440,84.000,-7.988,16.000,21.800,224,0.875,bicubic
-dla34,+20,62.5100,-12.126,37.4900,83.9200,-8.144,16.0800,15.7800,224,0.8750,bilinear
+dla34,+20,62.510,-12.126,37.490,83.920,-8.144,16.080,15.780,224,0.875,bilinear
-tf_mobilenetv3_large_100,+5,62.4700,-13.046,37.5300,83.9600,-8.640,16.0400,5.4800,224,0.8750,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,+10,62.4300,-12.690,37.5700,83.3900,-8.996,16.6100,5.5700,224,0.8750,bilinear
+fbnetc_100,+10,62.430,-12.690,37.570,83.390,-8.996,16.610,5.570,224,0.875,bilinear
-mnasnet_100,+16,61.9100,-12.746,38.0900,83.7100,-8.416,16.2900,4.3800,224,0.8750,bicubic
+mnasnet_100,+16,61.910,-12.746,38.090,83.710,-8.416,16.290,4.380,224,0.875,bicubic
-ssl_resnet18,+26,61.4900,-11.110,38.5100,83.3300,-8.086,16.6700,11.6900,224,0.8750,bilinear
+ssl_resnet18,+26,61.490,-11.110,38.510,83.330,-8.086,16.670,11.690,224,0.875,bilinear
-spnasnet_100,+17,61.2100,-12.870,38.7900,82.7700,-9.062,17.2300,4.4200,224,0.8750,bilinear
+spnasnet_100,+17,61.210,-12.870,38.790,82.770,-9.062,17.230,4.420,224,0.875,bilinear
-tv_resnet34,+20,61.2000,-12.114,38.8000,82.7200,-8.700,17.2800,21.8000,224,0.8750,bilinear
+tv_resnet34,+20,61.200,-12.114,38.800,82.720,-8.700,17.280,21.800,224,0.875,bilinear
-skresnet18,+21,60.8500,-12.194,39.1500,82.8800,-8.298,17.1200,11.9600,224,0.8750,bicubic
+skresnet18,+21,60.850,-12.194,39.150,82.880,-8.298,17.120,11.960,224,0.875,bicubic
-tf_mobilenetv3_large_075,+17,60.3800,-13.062,39.6200,81.9600,-9.392,18.0400,3.9900,224,0.8750,bilinear
+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,+20,60.1600,-12.818,39.8400,82.2400,-8.776,17.7600,3.5000,224,0.8750,bicubic
+mobilenetv2_100,+20,60.160,-12.818,39.840,82.240,-8.776,17.760,3.500,224,0.875,bicubic
-seresnet18,+24,59.8100,-11.948,40.1900,81.6800,-8.654,18.3200,11.7800,224,0.8750,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,+22,59.0700,-13.174,40.9300,81.1400,-9.496,18.8600,3.9200,224,0.8750,bilinear
+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,+20,58.9700,-13.372,41.0300,81.3400,-9.332,18.6600,13.1900,224,0.8750,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,+22,58.3200,-12.510,41.6800,80.9600,-8.796,19.0400,11.6900,224,0.8750,bicubic
+gluon_resnet18_v1b,+22,58.320,-12.510,41.680,80.960,-8.796,19.040,11.690,224,0.875,bicubic
-resnet18,+23,57.1800,-12.578,42.8200,80.1900,-8.888,19.8100,11.6900,224,0.8750,bilinear
+resnet18,+23,57.180,-12.578,42.820,80.190,-8.888,19.810,11.690,224,0.875,bilinear
-dla60x_c,+25,56.0200,-11.888,43.9800,78.9600,-9.474,21.0400,1.3400,224,0.8750,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,+23,54.5100,-13.408,45.4900,77.0800,-10.582,22.9200,2.5400,224,0.8750,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,+24,53.0800,-12.900,46.9200,76.8400,-10.140,23.1600,1.0800,224,0.8750,bilinear
+dla46x_c,+24,53.080,-12.900,46.920,76.840,-10.140,23.160,1.080,224,0.875,bilinear
-dla46_c,+25,52.2000,-12.678,47.8000,75.6800,-10.606,24.3200,1.3100,224,0.8750,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,+23,52.1500,-13.568,47.8500,75.4600,-10.676,24.5400,2.0400,224,0.8750,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,+24,49.5300,-13.368,50.4700,73.0500,-11.180,26.9500,2.0400,224,0.8750,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
--- 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,+5,58.8143,-26.628,41.1857,81.0863,-16.486,18.9137,828.4100,224,0.8750,bilinear
+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,+9,58.3800,-26.712,41.6200,80.3789,-17.057,19.6211,468.5300,224,0.8750,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,+14,57.7001,-26.476,42.2999,79.9131,-17.283,20.0869,194.0300,224,0.8750,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,+18,57.4663,-25.872,42.5337,80.3808,-16.471,19.6192,194.0300,224,0.8750,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,+9,56.4346,-27.859,43.5654,78.9345,-18.239,21.0655,88.7900,224,0.8750,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,+23,54.9176,-27.770,45.0824,77.5452,-19.087,22.4548,88.7900,224,0.8750,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,+17,53.5911,-29.643,46.4089,76.3387,-20.417,23.6613,44.1800,224,0.8750,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,-6,51.4866,-36.747,48.5134,73.9295,-24.617,26.0705,480.3100,475,0.9360,bicubic
+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,+24,50.4490,-31.731,49.5510,73.3577,-22.870,26.6423,25.0300,224,0.8750,bilinear
+swsl_resnext50_32x4d,+24,50.449,-31.731,49.551,73.358,-22.870,26.642,25.030,224,0.875,bilinear
-swsl_resnet50,+38,49.5510,-31.629,50.4490,72.3319,-23.654,27.6681,25.5600,224,0.8750,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,-8,47.8001,-39.038,52.1999,69.6378,-28.456,30.3622,66.3500,600,0.9490,bicubic
+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,-8,47.7510,-38.711,52.2490,69.9621,-27.922,30.0379,43.0400,528,0.9420,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,-12,47.5702,-40.782,52.4298,70.0171,-28.631,29.9829,480.3100,800,0.9600,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,-6,45.7781,-39.590,54.2219,67.9047,-29.389,32.0953,87.4100,672,0.9540,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,-10,45.6071,-40.473,54.3929,67.8516,-29.902,32.1484,30.3900,456,0.9340,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,-7,43.4554,-41.703,56.5446,65.5132,-31.955,34.4868,19.3400,380,0.9220,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,-10,42.5023,-42.868,57.4977,64.8745,-32.518,35.1255,87.4100,672,0.9540,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,-6,41.4372,-43.495,58.5628,63.0274,-34.181,36.9726,66.3500,600,0.9490,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,-9,41.4333,-43.685,58.5667,62.8761,-34.376,37.1239,66.3500,600,0.9490,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,-5,41.4196,-42.834,58.5804,62.0822,-34.894,37.9178,30.3900,456,0.9340,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,-8,41.0914,-43.695,58.9086,62.3593,-34.779,37.6407,43.0400,528,0.9420,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,+1,40.4763,-42.772,59.5237,61.7127,-34.675,38.2873,19.3400,380,0.9220,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,-4,39.5822,-44.472,60.4178,61.4632,-35.449,38.5368,12.2300,300,0.9040,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,-3,38.3285,-45.488,61.6715,59.9285,-36.822,40.0715,30.3900,456,0.9340,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,+13,37.0611,-44.767,62.9389,57.2363,-38.388,42.7637,12.2300,300,0.9040,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,-10,36.6700,-47.516,63.3300,56.8099,-40.112,43.1901,110.9300,416,0.8750,bilinear
+resnest269e,-10,36.670,-47.516,63.330,56.810,-40.112,43.190,110.930,416,0.875,bilinear
-tf_efficientnet_b2_ns,+4,36.1768,-46.203,63.8232,57.5547,-38.697,42.4453,9.1100,260,0.8900,bicubic
+tf_efficientnet_b2_ns,+4,36.177,-46.203,63.823,57.555,-38.697,42.445,9.110,260,0.890,bicubic
-ecaresnet101d,+6,36.0058,-46.160,63.9942,56.1536,-39.898,43.8464,44.5700,224,0.8750,bicubic
+ecaresnet101d,+6,36.006,-46.160,63.994,56.154,-39.898,43.846,44.570,224,0.875,bicubic
-swsl_resnet18,+192,35.8604,-37.426,64.1396,58.4370,-33.295,41.5630,11.6900,224,0.8750,bilinear
+swsl_resnet18,+192,35.860,-37.426,64.140,58.437,-33.295,41.563,11.690,224,0.875,bilinear
-resnest200e,-10,35.8466,-47.987,64.1534,55.8903,-40.948,44.1097,70.2000,320,0.8750,bilinear
+resnest200e,-10,35.847,-47.987,64.153,55.890,-40.948,44.110,70.200,320,0.875,bilinear
-resnest101e,-4,35.3652,-47.525,64.6348,55.7861,-40.538,44.2139,48.2800,256,0.8750,bilinear
+resnest101e,-4,35.365,-47.525,64.635,55.786,-40.538,44.214,48.280,256,0.875,bilinear
-ssl_resnext101_32x16d,+5,34.6087,-47.227,65.3913,55.9139,-40.180,44.0861,194.0300,224,0.8750,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,+16,34.3611,-46.753,65.6389,54.7112,-40.857,45.2888,30.4200,224,0.8750,bicubic
+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,+11,34.1528,-47.233,65.8472,55.4894,-40.249,44.5106,7.7900,240,0.8820,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,-9,34.0624,-48.954,65.9376,54.2160,-42.082,45.7840,19.3400,380,0.9220,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,+5,34.0211,-47.605,65.9789,55.5935,-40.444,44.4065,88.7900,224,0.8750,bilinear
+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,-19,34.0054,-50.107,65.9946,54.5403,-42.344,45.4597,43.0400,528,0.9420,bicubic
+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,+18,33.9956,-46.860,66.0044,54.1099,-41.130,45.8901,9.8600,300,0.9040,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,-4,33.2587,-48.811,66.7413,52.2962,-43.632,47.7038,78.4400,224,0.8750,bilinear
+tresnet_xl,-4,33.259,-48.811,66.741,52.296,-43.632,47.704,78.440,224,0.875,bilinear
-resnest50d_1s4x24d,+11,33.1388,-47.851,66.8612,52.8307,-42.491,47.1693,25.6800,224,0.8750,bicubic
+resnest50d_1s4x24d,+11,33.139,-47.851,66.861,52.831,-42.491,47.169,25.680,224,0.875,bicubic
-resnest50d,+11,32.9678,-47.990,67.0322,52.7010,-42.681,47.2990,27.4800,224,0.8750,bilinear
+resnest50d,+11,32.968,-47.990,67.032,52.701,-42.681,47.299,27.480,224,0.875,bilinear
-tf_efficientnet_b3,-2,32.8637,-48.776,67.1363,52.9623,-42.760,47.0377,12.2300,300,0.9040,bicubic
+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,+22,32.7360,-47.724,67.2640,50.6396,-44.670,49.3604,55.8400,299,0.8975,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,+20,32.7301,-47.740,67.2699,51.0837,-44.122,48.9163,60.2100,224,0.8750,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,+28,32.6790,-47.627,67.3210,52.2333,-42.795,47.7667,9.1100,260,0.8900,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,-16,32.5827,-49.975,67.4173,49.7868,-46.249,50.2132,88.7500,331,0.8750,bicubic
+nasnetalarge,-16,32.583,-49.975,67.417,49.787,-46.249,50.213,88.750,331,0.875,bicubic
-tresnet_l,-3,32.5670,-48.921,67.4330,51.1407,-44.487,48.8593,55.9900,224,0.8750,bilinear
+tresnet_l,-3,32.567,-48.921,67.433,51.141,-44.487,48.859,55.990,224,0.875,bilinear
-pnasnet5large,-20,32.5316,-50.208,67.4684,50.1877,-45.852,49.8123,86.0600,331,0.8750,bicubic
+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,+34,32.3705,-47.605,67.6295,50.4274,-44.519,49.5726,55.8400,299,0.8975,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,=,32.3312,-48.681,67.6688,50.5394,-44.877,49.4606,60.3200,224,0.8750,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,+4,32.1936,-48.696,67.8064,50.3272,-44.977,49.6728,88.2300,224,0.8750,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,+2,32.1150,-48.787,67.8850,51.2409,-44.053,48.7591,48.9600,224,0.8750,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,-17,31.7279,-50.146,68.2721,51.3215,-44.519,48.6785,12.2300,320,1.0000,bicubic
+efficientnet_b3a,-17,31.728,-50.146,68.272,51.322,-44.519,48.678,12.230,320,1.000,bicubic
-efficientnet_b3,-11,31.5648,-49.933,68.4352,51.2724,-44.446,48.7276,12.2300,300,0.9040,bicubic
+efficientnet_b3,-11,31.565,-49.933,68.435,51.272,-44.446,48.728,12.230,300,0.904,bicubic
-resnet50,+64,31.5451,-47.487,68.4549,50.1719,-44.212,49.8281,25.5600,224,0.8750,bicubic
+resnet50,+64,31.545,-47.487,68.455,50.172,-44.212,49.828,25.560,224,0.875,bicubic
-ssl_resnext101_32x4d,-3,31.4331,-49.495,68.5669,52.1154,-43.613,47.8846,44.1800,224,0.8750,bilinear
+ssl_resnext101_32x4d,-3,31.433,-49.495,68.567,52.115,-43.613,47.885,44.180,224,0.875,bilinear
-inception_v4,+22,31.3820,-48.774,68.6180,49.2366,-45.737,50.7634,42.6800,299,0.8750,bicubic
+inception_v4,+22,31.382,-48.774,68.618,49.237,-45.737,50.763,42.680,299,0.875,bicubic
-ecaresnetlight,+8,31.1325,-49.321,68.8675,50.2525,-45.004,49.7475,30.1600,224,0.8750,bicubic
+ecaresnetlight,+8,31.133,-49.321,68.868,50.252,-45.004,49.748,30.160,224,0.875,bicubic
-gluon_resnet101_v1s,+15,31.1128,-49.187,68.8872,49.7907,-45.359,50.2093,44.6700,224,0.8750,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,+98,31.0814,-46.827,68.9186,50.7733,-42.883,49.2267,24.0100,224,0.8750,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,=,31.0637,-49.540,68.9363,50.8460,-44.476,49.1540,25.5800,224,0.8750,bicubic
+ecaresnet50d,=,31.064,-49.540,68.936,50.846,-44.476,49.154,25.580,224,0.875,bicubic
-gluon_resnet152_v1c,+23,31.0067,-48.909,68.9933,48.9359,-45.906,51.0641,60.2100,224,0.8750,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,-4,30.9929,-49.803,69.0071,48.6903,-46.166,51.3097,31.3900,224,0.8750,bilinear
+tresnet_m,-4,30.993,-49.803,69.007,48.690,-46.166,51.310,31.390,224,0.875,bilinear
-gluon_resnext101_64x4d,-2,30.9812,-49.621,69.0188,48.5527,-46.441,51.4473,83.4600,224,0.8750,bicubic
+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,+42,30.9006,-48.397,69.0994,50.0737,-44.290,49.9263,39.7200,240,0.8820,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,-8,30.8947,-49.913,69.1053,50.0010,-45.627,49.9990,24.8800,224,0.8750,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,+4,30.8809,-49.453,69.1191,48.5370,-46.389,51.4630,44.1800,224,0.8750,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,-26,30.8397,-50.688,69.1603,50.3979,-45.270,49.6021,13.0100,380,0.9200,bilinear
+tf_efficientnet_lite4,-26,30.840,-50.688,69.160,50.398,-45.270,49.602,13.010,380,0.920,bilinear
-dpn107,+9,30.6805,-49.484,69.3195,48.8062,-46.106,51.1938,86.9200,224,0.8750,bicubic
+dpn107,+9,30.680,-49.484,69.320,48.806,-46.106,51.194,86.920,224,0.875,bicubic
-ese_vovnet39b,+33,30.6766,-48.643,69.3234,49.8929,-44.817,50.1071,24.5700,224,0.8750,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,-46,30.6196,-52.428,69.3804,49.0715,-47.102,50.9285,78.4400,448,0.8750,bilinear
+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,+22,30.6176,-49.074,69.3824,48.5292,-46.209,51.4708,60.1900,224,0.8750,bicubic
+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,-1,30.5940,-49.734,69.4060,50.6534,-44.751,49.3466,25.0300,224,0.8750,bilinear
+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,-6,30.5095,-49.914,69.4905,47.9750,-47.045,52.0250,44.5700,224,0.8750,bicubic
+gluon_resnet101_v1d,-6,30.509,-49.914,69.490,47.975,-47.045,52.025,44.570,224,0.875,bicubic
-resnest26d,+62,30.4997,-47.982,69.5003,50.6770,-43.613,49.3230,17.0700,224,0.8750,bilinear
+resnest26d,+62,30.500,-47.982,69.500,50.677,-43.613,49.323,17.070,224,0.875,bilinear
-efficientnet_b2a,-16,30.4231,-50.185,69.5769,49.6748,-45.635,50.3252,9.1100,288,1.0000,bicubic
+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,+32,30.4191,-48.859,69.5809,49.5529,-44.755,50.4471,7.7900,240,0.8820,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,+18,30.0576,-49.578,69.9424,48.2403,-46.354,51.7597,61.5700,224,0.8750,bicubic
+dpn98,+18,30.058,-49.578,69.942,48.240,-46.354,51.760,61.570,224,0.875,bicubic
-tf_efficientnet_b2,+2,30.0202,-50.070,69.9798,49.5903,-45.316,50.4097,9.1100,260,0.8900,bicubic
+tf_efficientnet_b2,+2,30.020,-50.070,69.980,49.590,-45.316,50.410,9.110,260,0.890,bicubic
-dpn131,+9,30.0143,-49.814,69.9857,48.1440,-46.560,51.8560,79.2500,224,0.8750,bicubic
+dpn131,+9,30.014,-49.814,69.986,48.144,-46.560,51.856,79.250,224,0.875,bicubic
-senet154,-35,30.0006,-51.303,69.9994,48.0320,-47.466,51.9680,115.0900,224,0.8750,bilinear
+senet154,-35,30.001,-51.303,69.999,48.032,-47.466,51.968,115.090,224,0.875,bilinear
-dpn92,=,29.9691,-50.047,70.0309,49.1599,-45.678,50.8401,37.6700,224,0.8750,bicubic
+dpn92,=,29.969,-50.047,70.031,49.160,-45.678,50.840,37.670,224,0.875,bicubic
-gluon_senet154,-36,29.8866,-51.337,70.1134,47.8728,-47.483,52.1272,115.0900,224,0.8750,bicubic
+gluon_senet154,-36,29.887,-51.337,70.113,47.873,-47.483,52.127,115.090,224,0.875,bicubic
-xception,+34,29.8493,-49.199,70.1507,48.6903,-45.702,51.3097,22.8600,299,0.8975,bicubic
+xception,+34,29.849,-49.199,70.151,48.690,-45.702,51.310,22.860,299,0.897,bicubic
-adv_inception_v3,+80,29.8237,-47.756,70.1763,47.8669,-45.857,52.1331,23.8300,299,0.8750,bicubic
+adv_inception_v3,+80,29.824,-47.756,70.176,47.867,-45.857,52.133,23.830,299,0.875,bicubic
-resnetblur50,+22,29.6233,-49.667,70.3767,48.2501,-46.382,51.7499,25.5600,224,0.8750,bicubic
+resnetblur50,+22,29.623,-49.667,70.377,48.250,-46.382,51.750,25.560,224,0.875,bicubic
-efficientnet_b2,-18,29.6174,-50.785,70.3826,48.7728,-46.303,51.2272,9.1100,260,0.8750,bicubic
+efficientnet_b2,-18,29.617,-50.785,70.383,48.773,-46.303,51.227,9.110,260,0.875,bicubic
-gluon_xception65,+9,29.5545,-50.049,70.4455,47.5230,-47.225,52.4770,39.9200,299,0.8750,bicubic
+gluon_xception65,+9,29.555,-50.049,70.445,47.523,-47.225,52.477,39.920,299,0.875,bicubic
-resnext101_32x8d,+15,29.4347,-49.877,70.5653,48.4820,-46.044,51.5180,88.7900,224,0.8750,bilinear
+resnext101_32x8d,+15,29.435,-49.877,70.565,48.482,-46.044,51.518,88.790,224,0.875,bilinear
-ssl_resnet50,+20,29.4229,-49.805,70.5771,49.7730,-45.059,50.2270,25.5600,224,0.8750,bilinear
+ssl_resnet50,+20,29.423,-49.805,70.577,49.773,-45.059,50.227,25.560,224,0.875,bilinear
-resnext50_32x4d,=,29.3285,-50.434,70.6715,47.3953,-47.205,52.6047,25.0300,224,0.8750,bicubic
+resnext50_32x4d,=,29.328,-50.434,70.671,47.395,-47.205,52.605,25.030,224,0.875,bicubic
-ecaresnet50d_pruned,=,29.2165,-50.502,70.7835,48.4584,-46.432,51.5416,19.9400,224,0.8750,bicubic
+ecaresnet50d_pruned,=,29.216,-50.502,70.784,48.458,-46.432,51.542,19.940,224,0.875,bicubic
-tresnet_l_448,-61,29.1674,-53.101,70.8326,47.2342,-48.744,52.7658,55.9900,448,0.8750,bilinear
+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,+32,29.1143,-49.690,70.8857,46.9433,-47.437,53.0567,23.8300,299,0.8750,bicubic
+gluon_inception_v3,+32,29.114,-49.690,70.886,46.943,-47.437,53.057,23.830,299,0.875,bicubic
-hrnet_w64,+5,28.9866,-50.485,71.0134,47.1399,-47.510,52.8601,128.0600,224,0.8750,bilinear
+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,+37,28.9139,-49.738,71.0861,49.0106,-45.357,50.9894,5.2900,224,0.8750,bicubic
+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,+28,28.8923,-49.940,71.1077,47.5112,-46.685,52.4888,7.7900,240,0.8820,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,+8,28.8569,-50.447,71.1431,46.3715,-48.153,53.6285,44.5500,224,0.8750,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,-19,28.8176,-51.332,71.1824,46.5032,-48.141,53.4968,27.4800,224,0.8750,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,-10,28.6545,-51.157,71.3455,47.3580,-47.556,52.6420,8.2000,300,0.9040,bilinear
+tf_efficientnet_lite3,-10,28.654,-51.157,71.346,47.358,-47.556,52.642,8.200,300,0.904,bilinear
-hrnet_w40,+20,28.6447,-50.289,71.3553,47.4425,-47.024,52.5575,57.5600,224,0.8750,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,-16,28.6408,-51.271,71.3592,46.4501,-48.368,53.5499,27.5600,224,0.8750,bicubic
+gluon_seresnext50_32x4d,-16,28.641,-51.271,71.359,46.450,-48.368,53.550,27.560,224,0.875,bicubic
-skresnet34,+81,28.6290,-48.281,71.3710,47.9573,-45.359,52.0427,22.2800,224,0.8750,bicubic
+skresnet34,+81,28.629,-48.281,71.371,47.957,-45.359,52.043,22.280,224,0.875,bicubic
-resnet152,+40,28.5347,-49.777,71.4653,47.1143,-46.932,52.8857,60.1900,224,0.8750,bilinear
+resnet152,+40,28.535,-49.777,71.465,47.114,-46.932,52.886,60.190,224,0.875,bilinear
-hrnet_w48,=,28.4069,-50.903,71.5931,47.5741,-46.944,52.4259,77.4700,224,0.8750,bilinear
+hrnet_w48,=,28.407,-50.903,71.593,47.574,-46.944,52.426,77.470,224,0.875,bilinear
-gluon_resnext50_32x4d,-4,28.3833,-50.973,71.6167,45.3261,-49.098,54.6739,25.0300,224,0.8750,bicubic
+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,-23,28.3657,-51.552,71.6343,47.0593,-47.789,52.9407,8.3100,260,0.8900,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,+72,28.3499,-48.734,71.6501,47.5309,-45.723,52.4691,5.2900,224,0.8750,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,-8,28.3185,-51.133,71.6815,46.7567,-47.887,53.2433,41.7500,224,0.8750,bilinear
+dla102x2,-8,28.319,-51.133,71.681,46.757,-47.887,53.243,41.750,224,0.875,bilinear
-dla169,+19,28.3106,-50.399,71.6894,47.3992,-46.939,52.6008,53.9900,224,0.8750,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,+62,28.3106,-48.993,71.6894,47.3639,-45.968,52.6361,13.3100,224,0.8750,bicubic
+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,-49,28.2930,-52.185,71.7070,46.7174,-48.215,53.2826,11.9000,224,0.8750,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,+3,28.2360,-50.838,71.7640,45.8763,-48.600,54.1237,25.5800,224,0.8750,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,+10,28.1063,-50.740,71.8937,46.4246,-47.859,53.5754,126.8900,224,0.8750,bilinear
+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,-16,28.1023,-51.442,71.8977,45.9530,-48.633,54.0470,44.5700,224,0.8750,bicubic
+gluon_resnet101_v1c,-16,28.102,-51.442,71.898,45.953,-48.633,54.047,44.570,224,0.875,bicubic
-densenet161,+56,28.1004,-49.248,71.8996,46.6506,-46.997,53.3494,28.6800,224,0.8750,bicubic
+densenet161,+56,28.100,-49.248,71.900,46.651,-46.997,53.349,28.680,224,0.875,bicubic
-regnetx_320,-41,28.0788,-52.167,71.9212,45.1198,-49.902,54.8802,107.8100,224,0.8750,bicubic
+regnetx_320,-41,28.079,-52.167,71.921,45.120,-49.902,54.880,107.810,224,0.875,bicubic
-regnety_320,-61,28.0709,-52.743,71.9291,45.4597,-49.780,54.5403,145.0500,224,0.8750,bicubic
+regnety_320,-61,28.071,-52.743,71.929,45.460,-49.780,54.540,145.050,224,0.875,bicubic
-dpn68b,+48,27.8842,-49.630,72.1158,47.4602,-46.362,52.5398,12.6100,224,0.8750,bicubic
+dpn68b,+48,27.884,-49.630,72.116,47.460,-46.362,52.540,12.610,224,0.875,bicubic
-regnetx_160,-32,27.8253,-52.041,72.1747,45.6307,-49.197,54.3693,54.2800,224,0.8750,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,+38,27.7860,-50.070,72.2140,45.7113,-47.933,54.2887,23.8300,299,0.8750,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,-8,27.7742,-51.422,72.2258,45.1709,-49.269,54.8291,45.2100,224,0.8750,bilinear
+res2net101_26w_4s,-8,27.774,-51.422,72.226,45.171,-49.269,54.829,45.210,224,0.875,bilinear
-regnety_160,-48,27.6386,-52.661,72.3614,45.5344,-49.428,54.4656,83.5900,224,0.8750,bicubic
+regnety_160,-48,27.639,-52.661,72.361,45.534,-49.428,54.466,83.590,224,0.875,bicubic
-hrnet_w44,-2,27.6248,-51.269,72.3752,45.8311,-48.539,54.1689,67.0600,224,0.8750,bilinear
+hrnet_w44,-2,27.625,-51.269,72.375,45.831,-48.539,54.169,67.060,224,0.875,bilinear
-inception_v3,+45,27.5698,-49.866,72.4302,45.2613,-48.215,54.7387,23.8300,299,0.8750,bicubic
+inception_v3,+45,27.570,-49.866,72.430,45.261,-48.215,54.739,23.830,299,0.875,bicubic
-regnetx_080,-13,27.4106,-51.787,72.5894,45.0215,-49.536,54.9785,39.5700,224,0.8750,bicubic
+regnetx_080,-13,27.411,-51.787,72.589,45.022,-49.536,54.978,39.570,224,0.875,bicubic
-hrnet_w30,+21,27.3851,-50.811,72.6149,46.5425,-47.678,53.4575,37.7100,224,0.8750,bilinear
+hrnet_w30,+21,27.385,-50.811,72.615,46.542,-47.678,53.458,37.710,224,0.875,bilinear
-hrnet_w32,+13,27.3772,-51.071,72.6228,45.9903,-48.198,54.0097,41.2300,224,0.8750,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,-1,27.3261,-51.386,72.6739,45.2141,-49.028,54.7859,25.6800,224,0.8750,bicubic
+gluon_resnet50_v1s,-1,27.326,-51.386,72.674,45.214,-49.028,54.786,25.680,224,0.875,bicubic
-densenet201,+45,27.2613,-50.029,72.7387,46.2241,-47.254,53.7759,20.0100,224,0.8750,bicubic
+densenet201,+45,27.261,-50.029,72.739,46.224,-47.254,53.776,20.010,224,0.875,bicubic
-regnety_064,-38,27.2279,-52.484,72.7721,44.8506,-49.923,55.1494,30.5800,224,0.8750,bicubic
+regnety_064,-38,27.228,-52.484,72.772,44.851,-49.923,55.149,30.580,224,0.875,bicubic
-densenetblur121d,+57,27.2240,-49.352,72.7760,46.3067,-46.883,53.6933,8.0000,224,0.8750,bicubic
+densenetblur121d,+57,27.224,-49.352,72.776,46.307,-46.883,53.693,8.000,224,0.875,bicubic
-efficientnet_b1_pruned,+13,27.1945,-51.047,72.8055,45.8724,-47.960,54.1276,6.3300,240,0.8820,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,-22,27.0726,-52.137,72.9274,44.4320,-49.930,55.5680,48.4000,224,0.8750,bilinear
+res2net50_26w_8s,-22,27.073,-52.137,72.927,44.432,-49.930,55.568,48.400,224,0.875,bilinear
-dla102x,=,27.0235,-51.484,72.9765,45.4951,-48.739,54.5049,26.7700,224,0.8750,bilinear
+dla102x,=,27.023,-51.484,72.977,45.495,-48.739,54.505,26.770,224,0.875,bilinear
-resnet101,+35,26.9685,-50.405,73.0315,45.2357,-48.310,54.7643,44.5500,224,0.8750,bilinear
+resnet101,+35,26.968,-50.405,73.031,45.236,-48.310,54.764,44.550,224,0.875,bilinear
-resnext50d_32x4d,-42,26.8742,-52.800,73.1258,44.4300,-50.438,55.5700,25.0500,224,0.8750,bicubic
+resnext50d_32x4d,-42,26.874,-52.800,73.126,44.430,-50.438,55.570,25.050,224,0.875,bicubic
-regnetx_120,-40,26.8644,-52.726,73.1356,44.6816,-50.058,55.3184,46.1100,224,0.8750,bicubic
+regnetx_120,-40,26.864,-52.726,73.136,44.682,-50.058,55.318,46.110,224,0.875,bicubic
-seresnext101_32x4d,-62,26.8192,-53.417,73.1808,43.5084,-51.520,56.4916,48.9600,224,0.8750,bilinear
+seresnext101_32x4d,-62,26.819,-53.417,73.181,43.508,-51.520,56.492,48.960,224,0.875,bilinear
-densenet169,+55,26.8113,-49.101,73.1887,45.3752,-47.649,54.6248,14.1500,224,0.8750,bicubic
+densenet169,+55,26.811,-49.101,73.189,45.375,-47.649,54.625,14.150,224,0.875,bicubic
-regnetx_064,-24,26.8015,-52.264,73.1985,44.9036,-49.552,55.0964,26.2100,224,0.8750,bicubic
+regnetx_064,-24,26.802,-52.264,73.198,44.904,-49.552,55.096,26.210,224,0.875,bicubic
-regnety_120,-72,26.7818,-53.600,73.2182,44.4399,-50.688,55.5601,51.8200,224,0.8750,bicubic
+regnety_120,-72,26.782,-53.600,73.218,44.440,-50.688,55.560,51.820,224,0.875,bicubic
-regnetx_032,+6,26.7071,-51.459,73.2929,45.2259,-48.854,54.7741,15.3000,224,0.8750,bicubic
+regnetx_032,+6,26.707,-51.459,73.293,45.226,-48.854,54.774,15.300,224,0.875,bicubic
-densenet121,+55,26.6757,-48.898,73.3243,45.8999,-46.756,54.1001,7.9800,224,0.8750,bicubic
+densenet121,+55,26.676,-48.898,73.324,45.900,-46.756,54.100,7.980,224,0.875,bicubic
-seresnet152,-13,26.6718,-51.986,73.3282,43.9447,-50.429,56.0553,66.8200,224,0.8750,bilinear
+seresnet152,-13,26.672,-51.986,73.328,43.945,-50.429,56.055,66.820,224,0.875,bilinear
-tf_efficientnet_el,-79,26.6226,-53.825,73.3774,44.6364,-50.524,55.3636,10.5900,300,0.9040,bicubic
+tf_efficientnet_el,-79,26.623,-53.825,73.377,44.636,-50.524,55.364,10.590,300,0.904,bicubic
-efficientnet_es,+4,26.6168,-51.437,73.3832,45.1060,-48.824,54.8940,5.4400,224,0.8750,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,-14,26.5873,-51.987,73.4127,43.9781,-50.148,56.0219,37.0500,224,0.8750,bilinear
+res2net50_26w_6s,-14,26.587,-51.987,73.413,43.978,-50.148,56.022,37.050,224,0.875,bilinear
-dla60x,-4,26.5637,-51.678,73.4363,45.0392,-48.983,54.9608,17.6500,224,0.8750,bilinear
+dla60x,-4,26.564,-51.678,73.436,45.039,-48.983,54.961,17.650,224,0.875,bilinear
-regnety_080,-63,26.5146,-53.353,73.4854,44.3554,-50.477,55.6446,39.1800,224,0.8750,bicubic
+regnety_080,-63,26.515,-53.353,73.485,44.355,-50.477,55.645,39.180,224,0.875,bicubic
-tf_efficientnet_b0,+34,26.4910,-50.349,73.5090,45.6562,-47.570,54.3438,5.2900,224,0.8750,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,-2,26.4713,-51.681,73.5287,44.3691,-49.473,55.6309,25.0600,224,0.8750,bilinear
+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,+13,26.4320,-51.146,73.5680,44.0331,-49.685,55.9669,25.5600,224,0.8750,bicubic
+gluon_resnet50_v1b,+13,26.432,-51.146,73.568,44.033,-49.685,55.967,25.560,224,0.875,bicubic
-regnetx_040,-18,26.2395,-52.247,73.7605,44.4241,-49.818,55.5759,22.1200,224,0.8750,bicubic
+regnetx_040,-18,26.239,-52.247,73.760,44.424,-49.818,55.576,22.120,224,0.875,bicubic
-dpn68,+37,26.1216,-50.184,73.8784,44.2335,-48.736,55.7665,12.6100,224,0.8750,bicubic
+dpn68,+37,26.122,-50.184,73.878,44.233,-48.736,55.767,12.610,224,0.875,bicubic
-hrnet_w18,+30,25.9761,-50.780,74.0239,44.8093,-48.633,55.1907,21.3000,224,0.8750,bilinear
+hrnet_w18,+30,25.976,-50.780,74.024,44.809,-48.633,55.191,21.300,224,0.875,bilinear
-regnety_040,-46,25.9133,-53.309,74.0867,43.8543,-50.802,56.1457,20.6500,224,0.8750,bicubic
+regnety_040,-46,25.913,-53.309,74.087,43.854,-50.802,56.146,20.650,224,0.875,bicubic
-resnet34,+49,25.8838,-49.228,74.1162,43.9899,-48.298,56.0101,21.8000,224,0.8750,bilinear
+resnet34,+49,25.884,-49.228,74.116,43.990,-48.298,56.010,21.800,224,0.875,bilinear
-res2net50_26w_4s,-2,25.8700,-52.076,74.1300,43.1606,-50.691,56.8394,25.7000,224,0.8750,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,-121,25.8504,-55.862,74.1496,42.8678,-52.702,57.1322,31.3900,448,0.8750,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,-8,25.7954,-52.215,74.2046,43.0172,-50.971,56.9828,25.5800,224,0.8750,bicubic
+gluon_resnet50_v1c,-8,25.795,-52.215,74.205,43.017,-50.971,56.983,25.580,224,0.875,bicubic
-selecsls60,-6,25.7285,-52.254,74.2715,44.0685,-49.764,55.9315,30.6700,224,0.8750,bicubic
+selecsls60,-6,25.729,-52.254,74.272,44.069,-49.764,55.931,30.670,224,0.875,bicubic
-dla60_res2net,-25,25.6421,-52.830,74.3579,43.5890,-50.615,56.4110,21.1500,224,0.8750,bilinear
+dla60_res2net,-25,25.642,-52.830,74.358,43.589,-50.615,56.411,21.150,224,0.875,bilinear
-dla60_res2next,-24,25.6382,-52.810,74.3618,43.6696,-50.474,56.3304,17.3300,224,0.8750,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,+23,25.5065,-51.132,74.4935,43.5831,-49.649,56.4169,5.4200,240,0.8820,bicubic
+tf_efficientnet_lite1,+23,25.506,-51.132,74.493,43.583,-49.649,56.417,5.420,240,0.882,bicubic
-mixnet_l,-46,25.4986,-53.477,74.5014,43.4632,-50.721,56.5368,7.3300,224,0.8750,bicubic
+mixnet_l,-46,25.499,-53.477,74.501,43.463,-50.721,56.537,7.330,224,0.875,bicubic
-efficientnet_b1,-37,25.4829,-53.215,74.5171,43.2864,-50.866,56.7136,7.7900,240,0.8750,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,-5,25.4692,-52.149,74.5308,42.7912,-50.907,57.2088,25.0300,224,0.8750,bilinear
+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,-42,25.4200,-53.350,74.5800,42.5436,-51.460,57.4564,7.3300,224,0.8750,bicubic
+tf_mixnet_l,-42,25.420,-53.350,74.580,42.544,-51.460,57.456,7.330,224,0.875,bicubic
-res2next50,-23,25.3945,-52.848,74.6055,42.4925,-51.400,57.5075,24.6700,224,0.8750,bilinear
+res2next50,-23,25.395,-52.848,74.606,42.492,-51.400,57.508,24.670,224,0.875,bilinear
-selecsls60b,-29,25.3277,-53.090,74.6723,43.5536,-50.612,56.4464,32.7700,224,0.8750,bicubic
+selecsls60b,-29,25.328,-53.090,74.672,43.554,-50.612,56.446,32.770,224,0.875,bicubic
-seresnet101,-29,25.3277,-53.068,74.6723,42.8285,-51.429,57.1715,49.3300,224,0.8750,bilinear
+seresnet101,-29,25.328,-53.068,74.672,42.828,-51.429,57.172,49.330,224,0.875,bilinear
-regnety_032,-50,25.3237,-53.546,74.6763,42.9071,-51.495,57.0929,19.4400,224,0.8750,bicubic
+regnety_032,-50,25.324,-53.546,74.676,42.907,-51.495,57.093,19.440,224,0.875,bicubic
-dla102,-22,25.3139,-52.712,74.6861,43.8366,-50.113,56.1634,33.7300,224,0.8750,bilinear
+dla102,-22,25.314,-52.712,74.686,43.837,-50.113,56.163,33.730,224,0.875,bilinear
-wide_resnet50_2,-36,25.3100,-53.158,74.6900,42.1781,-51.908,57.8219,68.8800,224,0.8750,bilinear
+wide_resnet50_2,-36,25.310,-53.158,74.690,42.178,-51.908,57.822,68.880,224,0.875,bilinear
-resnest14d,+25,25.2825,-50.221,74.7175,44.1215,-48.392,55.8785,10.6100,224,0.8750,bilinear
+resnest14d,+25,25.282,-50.221,74.718,44.121,-48.392,55.879,10.610,224,0.875,bilinear
-seresnext50_32x4d,-62,25.2176,-53.858,74.7824,41.9383,-52.496,58.0617,27.5600,224,0.8750,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,-10,25.0231,-52.491,74.9769,42.2017,-51.346,57.7983,25.2900,224,0.8750,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,-18,25.0152,-52.677,74.9848,42.7853,-50.747,57.2147,5.2900,224,0.8750,bicubic
+efficientnet_b0,-18,25.015,-52.677,74.985,42.785,-50.747,57.215,5.290,224,0.875,bicubic
-gluon_resnet34_v1b,+35,24.9484,-49.632,75.0516,42.2370,-49.751,57.7630,21.8000,224,0.8750,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,-7,24.9327,-52.361,75.0673,43.0643,-50.438,56.9357,5.8300,224,0.8750,bicubic
+mobilenetv2_120d,-7,24.933,-52.361,75.067,43.064,-50.438,56.936,5.830,224,0.875,bicubic
-dla60,-1,24.9268,-52.097,75.0732,43.3021,-50.006,56.6979,22.3300,224,0.8750,bilinear
+dla60,-1,24.927,-52.097,75.073,43.302,-50.006,56.698,22.330,224,0.875,bilinear
-regnety_016,-23,24.8187,-53.033,75.1813,42.6261,-51.090,57.3739,11.2000,224,0.8750,bicubic
+regnety_016,-23,24.819,-53.033,75.181,42.626,-51.090,57.374,11.200,224,0.875,bicubic
-tf_efficientnet_em,-53,24.5338,-54.164,75.4662,42.4100,-51.910,57.5900,6.9000,240,0.8820,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,-16,24.5299,-52.930,75.4701,42.2920,-51.454,57.7080,6.0900,260,0.8900,bicubic
+tf_efficientnet_lite2,-16,24.530,-52.930,75.470,42.292,-51.454,57.708,6.090,260,0.890,bicubic
-skresnet18,+36,24.4945,-48.549,75.5055,42.5377,-48.640,57.4623,11.9600,224,0.8750,bicubic
+skresnet18,+36,24.494,-48.549,75.505,42.538,-48.640,57.462,11.960,224,0.875,bicubic
-regnetx_016,-4,24.4768,-52.453,75.5232,42.5023,-50.916,57.4977,9.1900,224,0.8750,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,+22,24.3707,-50.471,75.6293,42.5102,-49.660,57.4898,4.6500,224,0.8750,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,+4,24.0917,-52.038,75.9083,41.3095,-51.553,58.6905,25.5600,224,0.8750,bilinear
+tv_resnet50,+4,24.092,-52.038,75.908,41.309,-51.553,58.691,25.560,224,0.875,bilinear
-seresnet34,+21,24.0366,-50.771,75.9634,41.8951,-50.231,58.1049,21.9600,224,0.8750,bilinear
+seresnet34,+21,24.037,-50.771,75.963,41.895,-50.231,58.105,21.960,224,0.875,bilinear
-tv_densenet121,+21,23.8460,-50.906,76.1540,41.9207,-50.231,58.0793,7.9800,224,0.8750,bicubic
+tv_densenet121,+21,23.846,-50.906,76.154,41.921,-50.231,58.079,7.980,224,0.875,bicubic
-tf_efficientnet_es,-16,23.8244,-53.440,76.1756,41.3193,-52.281,58.6807,5.4400,224,0.8750,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,-3,23.7104,-52.814,76.2896,41.4687,-51.521,58.5313,6.1100,224,0.8750,bicubic
+mobilenetv2_140,-3,23.710,-52.814,76.290,41.469,-51.521,58.531,6.110,224,0.875,bicubic
-mixnet_m,-17,23.7085,-53.547,76.2915,41.1386,-52.279,58.8614,5.0100,224,0.8750,bicubic
+mixnet_m,-17,23.709,-53.547,76.291,41.139,-52.279,58.861,5.010,224,0.875,bicubic
-dla34,+19,23.6770,-50.959,76.3230,41.5434,-50.521,58.4566,15.7800,224,0.8750,bilinear
+dla34,+19,23.677,-50.959,76.323,41.543,-50.521,58.457,15.780,224,0.875,bilinear
-seresnet50,-34,23.6436,-53.992,76.3564,40.0814,-53.671,59.9186,28.0900,224,0.8750,bilinear
+seresnet50,-34,23.644,-53.992,76.356,40.081,-53.671,59.919,28.090,224,0.875,bilinear
-tf_mixnet_m,-15,23.4786,-53.471,76.5214,41.0049,-52.151,58.9951,5.0100,224,0.8750,bicubic
+tf_mixnet_m,-15,23.479,-53.471,76.521,41.005,-52.151,58.995,5.010,224,0.875,bicubic
-tv_resnet34,+22,23.4727,-49.841,76.5273,41.3665,-50.053,58.6335,21.8000,224,0.8750,bilinear
+tv_resnet34,+22,23.473,-49.841,76.527,41.367,-50.053,58.633,21.800,224,0.875,bilinear
-selecsls42b,-21,23.3665,-53.809,76.6335,40.6768,-52.715,59.3232,32.4600,224,0.8750,bicubic
+selecsls42b,-21,23.366,-53.809,76.633,40.677,-52.715,59.323,32.460,224,0.875,bicubic
-mobilenetv2_110d,+8,23.0698,-51.982,76.9302,40.7436,-51.436,59.2564,4.5200,224,0.8750,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,-5,22.6650,-53.103,77.3350,40.7848,-51.755,59.2152,5.4800,224,0.8750,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,-4,22.6257,-53.002,77.3743,40.3702,-52.340,59.6298,5.4800,224,0.8750,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,-3,22.5707,-52.945,77.4293,39.7591,-52.841,60.2409,5.4800,224,0.8750,bilinear
+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,+1,22.3408,-52.785,77.6592,39.8475,-52.569,60.1525,15.6000,224,0.8750,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,-14,22.1128,-54.201,77.8872,38.8964,-54.166,61.1036,6.2600,224,0.8750,bicubic
+regnety_008,-14,22.113,-54.201,77.887,38.896,-54.166,61.104,6.260,224,0.875,bicubic
-seresnext26tn_32x4d,-52,22.0028,-55.987,77.9972,38.4916,-55.256,61.5084,16.8100,224,0.8750,bicubic
+seresnext26tn_32x4d,-52,22.003,-55.987,77.997,38.492,-55.256,61.508,16.810,224,0.875,bicubic
-seresnext26t_32x4d,-52,21.9871,-56.001,78.0129,38.5663,-55.140,61.4337,16.8200,224,0.8750,bicubic
+seresnext26t_32x4d,-52,21.987,-56.001,78.013,38.566,-55.140,61.434,16.820,224,0.875,bicubic
-regnety_006,-4,21.9733,-53.287,78.0267,38.9534,-53.575,61.0466,6.0600,224,0.8750,bicubic
+regnety_006,-4,21.973,-53.287,78.027,38.953,-53.575,61.047,6.060,224,0.875,bicubic
-regnetx_008,=,21.9517,-53.070,78.0483,38.9298,-53.414,61.0702,7.2600,224,0.8750,bicubic
+regnetx_008,=,21.952,-53.070,78.048,38.930,-53.414,61.070,7.260,224,0.875,bicubic
-resnet26d,-23,21.9144,-54.766,78.0856,38.6174,-54.549,61.3826,16.0100,224,0.8750,bicubic
+resnet26d,-23,21.914,-54.766,78.086,38.617,-54.549,61.383,16.010,224,0.875,bicubic
-semnasnet_100,-9,21.8967,-53.559,78.1033,38.6036,-53.988,61.3964,3.8900,224,0.8750,bicubic
+semnasnet_100,-9,21.897,-53.559,78.103,38.604,-53.988,61.396,3.890,224,0.875,bicubic
-regnetx_006,+6,21.7434,-52.119,78.2566,38.9043,-52.776,61.0957,6.2000,224,0.8750,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,+16,21.5449,-49.285,78.4551,38.8728,-50.883,61.1272,11.6900,224,0.8750,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,-8,21.4919,-53.628,78.5081,38.1654,-54.221,61.8346,5.5700,224,0.8750,bilinear
+fbnetc_100,-8,21.492,-53.628,78.508,38.165,-54.221,61.835,5.570,224,0.875,bilinear
-mnasnet_100,-2,21.3504,-53.306,78.6496,37.7154,-54.411,62.2846,4.3800,224,0.8750,bicubic
+mnasnet_100,-2,21.350,-53.306,78.650,37.715,-54.411,62.285,4.380,224,0.875,bicubic
-resnet26,-13,21.2954,-53.997,78.7046,38.0161,-54.554,61.9839,16.0000,224,0.8750,bicubic
+resnet26,-13,21.295,-53.997,78.705,38.016,-54.554,61.984,16.000,224,0.875,bicubic
-ssl_resnet18,+7,21.2777,-51.322,78.7223,39.1145,-52.301,60.8855,11.6900,224,0.8750,bilinear
+ssl_resnet18,+7,21.278,-51.322,78.722,39.114,-52.301,60.886,11.690,224,0.875,bilinear
-mixnet_s,-24,21.2580,-54.730,78.7420,38.1929,-54.601,61.8071,4.1300,224,0.8750,bicubic
+mixnet_s,-24,21.258,-54.730,78.742,38.193,-54.601,61.807,4.130,224,0.875,bicubic
-seresnext26d_32x4d,-55,21.2541,-56.350,78.7459,37.2851,-56.327,62.7149,16.8100,224,0.8750,bicubic
+seresnext26d_32x4d,-55,21.254,-56.350,78.746,37.285,-56.327,62.715,16.810,224,0.875,bicubic
-seresnext26_32x4d,-41,21.0930,-56.007,78.9070,37.6388,-55.671,62.3612,16.7900,224,0.8750,bicubic
+seresnext26_32x4d,-41,21.093,-56.007,78.907,37.639,-55.671,62.361,16.790,224,0.875,bicubic
-regnetx_004,+4,20.8866,-51.519,79.1134,37.5484,-53.282,62.4516,5.1600,224,0.8750,bicubic
+regnetx_004,+4,20.887,-51.519,79.113,37.548,-53.282,62.452,5.160,224,0.875,bicubic
-spnasnet_100,-6,20.8670,-53.213,79.1330,37.8923,-53.940,62.1077,4.4200,224,0.8750,bilinear
+spnasnet_100,-6,20.867,-53.213,79.133,37.892,-53.940,62.108,4.420,224,0.875,bilinear
-seresnet18,+5,20.8395,-50.918,79.1605,37.6447,-52.689,62.3553,11.7800,224,0.8750,bicubic
+seresnet18,+5,20.840,-50.918,79.160,37.645,-52.689,62.355,11.780,224,0.875,bicubic
-mobilenetv2_100,-1,20.7609,-52.217,79.2391,37.7508,-53.265,62.2492,3.5000,224,0.8750,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,-28,20.4779,-55.170,79.5221,36.6268,-56.009,63.3732,4.1300,224,0.8750,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,-9,20.4170,-53.609,79.5830,37.0296,-54.718,62.9704,4.3400,224,0.8750,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,-8,20.3718,-53.070,79.6282,36.7702,-54.582,63.2298,3.9900,224,0.8750,bilinear
+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,-2,20.3659,-51.976,79.6341,37.0945,-53.578,62.9055,13.1900,224,0.8750,bilinear
+hrnet_w18_small,-2,20.366,-51.976,79.634,37.094,-53.578,62.906,13.190,224,0.875,bilinear
-resnet18,+2,20.2283,-49.530,79.7717,37.2595,-51.818,62.7405,11.6900,224,0.8750,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,-3,20.1163,-52.128,79.8837,36.9038,-53.732,63.0962,3.9200,224,0.8750,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,-1,17.4596,-52.822,82.5404,32.4432,-57.097,67.5568,3.1600,224,0.8750,bicubic
+regnety_002,-1,17.460,-52.822,82.540,32.443,-57.097,67.557,3.160,224,0.875,bicubic
-regnetx_002,=,16.9506,-51.803,83.0494,32.2349,-56.313,67.7651,2.6800,224,0.8750,bicubic
+regnetx_002,=,16.951,-51.803,83.049,32.235,-56.313,67.765,2.680,224,0.875,bicubic
-dla60x_c,+1,16.3257,-51.582,83.6743,31.7750,-56.659,68.2250,1.3400,224,0.8750,bilinear
+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,-1,16.2334,-51.685,83.7666,31.2229,-56.439,68.7771,2.5400,224,0.8750,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,+1,14.9404,-50.778,85.0596,29.5722,-56.564,70.4278,2.0400,224,0.8750,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,+1,14.6613,-50.217,85.3387,29.3737,-56.912,70.6263,1.3100,224,0.8750,bilinear
+dla46_c,+1,14.661,-50.217,85.339,29.374,-56.912,70.626,1.310,224,0.875,bilinear
-dla46x_c,-2,14.3803,-51.600,85.6197,29.1772,-57.803,70.8228,1.0800,224,0.8750,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,=,13.9677,-48.930,86.0323,27.9805,-56.250,72.0195,2.0400,224,0.8750,bilinear
+tf_mobilenetv3_small_minimal_100,=,13.968,-48.930,86.032,27.980,-56.250,72.019,2.040,224,0.875,bilinear