Add update results on ImageNet validation, ImageNetV2, ImageNet-A, and...

Add update results on ImageNet validation, ImageNetV2, ImageNet-A, and ImageNet-Sketch for all models

results/results-imagenet-a.csv

+model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
+ig_resnext101_32x48d,41.56,58.44,66.5467,33.4533,828.41,224,0.875,bilinear
+ig_resnext101_32x32d,39.4267,60.5733,63.7867,36.2133,468.53,224,0.875,bilinear
+ig_resnext101_32x16d,36.0,64.0,59.0,41.0,194.03,224,0.875,bilinear
+swsl_resnext101_32x8d,32.0133,67.9867,59.44,40.56,88.79,224,0.875,bilinear
+tf_efficientnet_b8_ap,29.5867,70.4133,56.9333,43.0667,87.41,672,0.954,bicubic
+tf_efficientnet_b8,29.3867,70.6133,57.0533,42.9467,87.41,672,0.954,bicubic
+ig_resnext101_32x8d,28.6667,71.3333,52.32,47.68,88.79,224,0.875,bilinear
+swsl_resnext101_32x16d,27.9467,72.0533,52.2933,47.7067,194.03,224,0.875,bilinear
+tf_efficientnet_b7_ap,27.8267,72.1733,54.7733,45.2267,66.35,600,0.949,bicubic
+swsl_resnext101_32x4d,25.3067,74.6933,49.6267,50.3733,44.18,224,0.875,bilinear
+tf_efficientnet_b7,25.28,74.72,51.6667,48.3333,66.35,600,0.949,bicubic
+tf_efficientnet_b6_ap,24.3467,75.6533,50.44,49.56,43.04,528,0.942,bicubic
+tf_efficientnet_b6,20.3733,79.6267,45.48,54.52,43.04,528,0.942,bicubic
+tf_efficientnet_b5_ap,19.4667,80.5333,44.7333,55.2667,30.39,456,0.934,bicubic
+swsl_resnext50_32x4d,18.04,81.96,41.9733,58.0267,25.03,224,0.875,bilinear
+ssl_resnext101_32x16d,17.1867,82.8133,39.9333,60.0667,194.03,224,0.875,bilinear
+tf_efficientnet_b5,17.0533,82.9467,41.92,58.08,30.39,456,0.934,bicubic
+swsl_resnet50,15.9467,84.0533,38.8533,61.1467,25.56,224,0.875,bilinear
+ssl_resnext101_32x8d,15.12,84.88,37.6933,62.3067,88.79,224,0.875,bilinear
+tf_efficientnet_b4_ap,13.6667,86.3333,35.9467,64.0533,19.34,380,0.922,bicubic
+tf_efficientnet_b4,13.32,86.68,35.5333,64.4667,19.34,380,0.922,bicubic
+pnasnet5large,13.0533,86.9467,32.2267,67.7733,86.06,331,0.875,bicubic
+nasnetalarge,12.56,87.44,33.4267,66.5733,88.75,331,0.875,bicubic
+ssl_resnext101_32x4d,12.1067,87.8933,31.8933,68.1067,44.18,224,0.875,bilinear
+gluon_senet154,9.8933,90.1067,26.4267,73.5733,115.09,224,0.875,bicubic
+ssl_resnext50_32x4d,9.6533,90.3467,28.4667,71.5333,25.03,224,0.875,bilinear
+senet154,9.4667,90.5333,26.44,73.56,115.09,224,0.875,bilinear
+efficientnet_b3a,9.2533,90.7467,28.4267,71.5733,12.23,320,1.0,bicubic
+efficientnet_b3,8.9733,91.0267,28.2267,71.7733,12.23,300,0.904,bicubic
+inception_v4,8.8933,91.1067,24.68,75.32,42.68,299,0.875,bicubic
+gluon_seresnext101_64x4d,8.8667,91.1333,27.28,72.72,88.23,224,0.875,bicubic
+gluon_xception65,8.44,91.56,25.12,74.88,39.92,299,0.875,bicubic
+gluon_resnet152_v1d,8.36,91.64,23.4267,76.5733,60.21,224,0.875,bicubic
+inception_resnet_v2,8.1733,91.8267,23.5733,76.4267,55.84,299,0.8975,bicubic
+tf_efficientnet_b3_ap,8.1067,91.8933,26.28,73.72,12.23,300,0.904,bicubic
+gluon_seresnext101_32x4d,8.04,91.96,24.6933,75.3067,48.96,224,0.875,bicubic
+tf_efficientnet_b3,8.0133,91.9867,25.48,74.52,12.23,300,0.904,bicubic
+ens_adv_inception_resnet_v2,7.9733,92.0267,23.8667,76.1333,55.84,299,0.8975,bicubic
+gluon_resnet152_v1s,7.8533,92.1467,23.1867,76.8133,60.32,224,0.875,bicubic
+gluon_resnext101_64x4d,7.72,92.28,23.3067,76.6933,83.46,224,0.875,bicubic
+ssl_resnet50,7.04,92.96,23.9067,76.0933,25.56,224,0.875,bilinear
+efficientnet_b2a,6.7467,93.2533,23.5067,76.4933,9.11,288,1.0,bicubic
+seresnext101_32x4d,6.4,93.6,21.4933,78.5067,48.96,224,0.875,bilinear
+efficientnet_b2,6.0933,93.9067,21.96,78.04,9.11,260,0.875,bicubic
+gluon_resnext101_32x4d,6.0133,93.9867,21.12,78.88,44.18,224,0.875,bicubic
+gluon_resnet101_v1d,5.92,94.08,19.9467,80.0533,44.57,224,0.875,bicubic
+gluon_seresnext50_32x4d,5.7867,94.2133,21.4533,78.5467,27.56,224,0.875,bicubic
+gluon_inception_v3,5.5067,94.4933,20.0,80.0,23.83,299,0.875,bicubic
+mixnet_xl,5.4667,94.5333,21.08,78.92,11.9,224,0.875,bicubic
+gluon_resnet101_v1s,5.28,94.72,19.56,80.44,44.67,224,0.875,bicubic
+hrnet_w64,5.16,94.84,19.4933,80.5067,128.06,224,0.875,bilinear
+dpn107,4.8933,95.1067,17.6133,82.3867,86.92,224,0.875,bicubic
+gluon_resnet152_v1c,4.8667,95.1333,17.72,82.28,60.21,224,0.875,bicubic
+dla102x2,4.7467,95.2533,18.9067,81.0933,41.75,224,0.875,bilinear
+tf_inception_v3,4.7467,95.2533,17.7733,82.2267,23.83,299,0.875,bicubic
+adv_inception_v3,4.7333,95.2667,17.56,82.44,23.83,299,0.875,bicubic
+hrnet_w48,4.72,95.28,18.4133,81.5867,77.47,224,0.875,bilinear
+dpn131,4.6533,95.3467,16.8533,83.1467,79.25,224,0.875,bicubic
+gluon_resnet152_v1b,4.5867,95.4133,16.5333,83.4667,60.19,224,0.875,bicubic
+dpn92,4.5067,95.4933,18.2133,81.7867,37.67,224,0.875,bicubic
+hrnet_w44,4.4933,95.5067,17.36,82.64,67.06,224,0.875,bilinear
+resnext50d_32x4d,4.36,95.64,17.7867,82.2133,25.05,224,0.875,bicubic
+xception,4.3333,95.6667,16.7867,83.2133,22.86,299,0.8975,bicubic
+seresnext50_32x4d,4.28,95.72,17.8133,82.1867,27.56,224,0.875,bilinear
+tf_efficientnet_cc_b1_8e,4.24,95.76,15.9467,84.0533,39.72,240,0.882,bicubic
+tf_efficientnet_el,4.2267,95.7733,18.1867,81.8133,10.59,300,0.904,bicubic
+inception_v3,4.1867,95.8133,16.2933,83.7067,27.16,299,0.875,bicubic
+tf_efficientnet_b2_ap,4.16,95.84,18.3467,81.6533,9.11,260,0.89,bicubic
+seresnet152,4.1467,95.8533,15.9333,84.0667,66.82,224,0.875,bilinear
+resnext101_32x8d,4.1333,95.8667,16.92,83.08,88.79,224,0.875,bilinear
+dpn98,4.08,95.92,15.96,84.04,61.57,224,0.875,bicubic
+res2net101_26w_4s,4.0,96.0,14.8667,85.1333,45.21,224,0.875,bilinear
+efficientnet_b1,3.9733,96.0267,15.7733,84.2267,7.79,240,0.875,bicubic
+tf_efficientnet_b2,3.76,96.24,16.5867,83.4133,9.11,260,0.89,bicubic
+hrnet_w30,3.68,96.32,15.5733,84.4267,37.71,224,0.875,bilinear
+hrnet_w32,3.64,96.36,14.8133,85.1867,41.23,224,0.875,bilinear
+seresnext26t_32x4d,3.64,96.36,15.9467,84.0533,16.82,224,0.875,bicubic
+hrnet_w40,3.6133,96.3867,15.4267,84.5733,57.56,224,0.875,bilinear
+tf_efficientnet_b1_ap,3.5467,96.4533,15.0533,84.9467,7.79,240,0.882,bicubic
+dla169,3.4933,96.5067,15.36,84.64,53.99,224,0.875,bilinear
+seresnext26tn_32x4d,3.4933,96.5067,15.7733,84.2267,16.81,224,0.875,bicubic
+gluon_resnext50_32x4d,3.44,96.56,16.04,83.96,25.03,224,0.875,bicubic
+mixnet_l,3.4267,96.5733,15.3067,84.6933,7.33,224,0.875,bicubic
+seresnext26d_32x4d,3.4,96.6,16.1867,83.8133,16.81,224,0.875,bicubic
+res2net50_26w_8s,3.3333,96.6667,13.9867,86.0133,48.4,224,0.875,bilinear
+gluon_resnet101_v1c,3.32,96.68,14.12,85.88,44.57,224,0.875,bicubic
+dla102x,3.28,96.72,15.16,84.84,26.77,224,0.875,bilinear
+seresnet101,3.2533,96.7467,15.4533,84.5467,49.33,224,0.875,bilinear
+dla60_res2next,3.0533,96.9467,14.4533,85.5467,17.33,224,0.875,bilinear
+gluon_resnet50_v1d,3.0267,96.9733,14.6667,85.3333,25.58,224,0.875,bicubic
+wide_resnet101_2,2.9467,97.0533,13.9733,86.0267,126.89,224,0.875,bilinear
+gluon_resnet50_v1s,2.88,97.12,13.1067,86.8933,25.68,224,0.875,bicubic
+res2net50_26w_6s,2.8533,97.1467,12.6133,87.3867,37.05,224,0.875,bilinear
+tf_efficientnet_b1,2.8533,97.1467,13.48,86.52,7.79,240,0.882,bicubic
+efficientnet_b0,2.8267,97.1733,13.8933,86.1067,5.29,224,0.875,bicubic
+tf_mixnet_l,2.8133,97.1867,13.0533,86.9467,7.33,224,0.875,bicubic
+dpn68b,2.7067,97.2933,12.6933,87.3067,12.61,224,0.875,bicubic
+selecsls60b,2.7067,97.2933,13.2267,86.7733,32.77,224,0.875,bicubic
+tf_efficientnet_cc_b0_8e,2.68,97.32,12.7867,87.2133,24.01,224,0.875,bicubic
+dla60_res2net,2.64,97.36,14.1733,85.8267,21.15,224,0.875,bilinear
+gluon_resnet101_v1b,2.6133,97.3867,13.56,86.44,44.55,224,0.875,bicubic
+dla60x,2.6,97.4,13.3467,86.6533,17.65,224,0.875,bilinear
+mixnet_m,2.5467,97.4533,12.4133,87.5867,5.01,224,0.875,bicubic
+resnet152,2.36,97.64,12.2,87.8,60.19,224,0.875,bilinear
+swsl_resnet18,2.3467,97.6533,11.2267,88.7733,11.69,224,0.875,bilinear
+wide_resnet50_2,2.32,97.68,11.8267,88.1733,68.88,224,0.875,bilinear
+hrnet_w18,2.28,97.72,11.84,88.16,21.3,224,0.875,bilinear
+seresnext26_32x4d,2.28,97.72,12.44,87.56,16.79,224,0.875,bicubic
+dla102,2.2667,97.7333,12.1467,87.8533,33.73,224,0.875,bilinear
+resnet50,2.2133,97.7867,11.3067,88.6933,25.56,224,0.875,bicubic
+resnext50_32x4d,2.12,97.88,12.3067,87.6933,25.03,224,0.875,bicubic
+selecsls60,2.1067,97.8933,12.8533,87.1467,30.67,224,0.875,bicubic
+tf_efficientnet_cc_b0_4e,2.0933,97.9067,10.9867,89.0133,13.31,224,0.875,bicubic
+res2next50,2.0667,97.9333,11.4133,88.5867,24.67,224,0.875,bilinear
+seresnet50,2.0667,97.9333,12.2667,87.7333,28.09,224,0.875,bilinear
+densenet161,1.9733,98.0267,10.5733,89.4267,28.68,224,0.875,bicubic
+tf_efficientnet_b0_ap,1.96,98.04,10.8,89.2,5.29,224,0.875,bicubic
+tf_mixnet_m,1.84,98.16,10.56,89.44,5.01,224,0.875,bicubic
+tf_efficientnet_em,1.8133,98.1867,11.6,88.4,6.9,240,0.882,bicubic
+res2net50_14w_8s,1.8,98.2,10.3467,89.6533,25.06,224,0.875,bilinear
+res2net50_26w_4s,1.7733,98.2267,10.4267,89.5733,25.7,224,0.875,bilinear
+tf_efficientnet_b0,1.6933,98.3067,9.7467,90.2533,5.29,224,0.875,bicubic
+tv_resnext50_32x4d,1.6933,98.3067,10.6,89.4,25.03,224,0.875,bilinear
+resnet101,1.6667,98.3333,9.8,90.2,44.55,224,0.875,bilinear
+mobilenetv3_rw,1.6533,98.3467,10.7333,89.2667,5.48,224,0.875,bicubic
+mixnet_s,1.5867,98.4133,10.24,89.76,4.13,224,0.875,bicubic
+densenet201,1.5467,98.4533,9.6267,90.3733,20.01,224,0.875,bicubic
+semnasnet_100,1.5467,98.4533,9.28,90.72,3.89,224,0.875,bicubic
+gluon_resnet50_v1c,1.5333,98.4667,10.6533,89.3467,25.58,224,0.875,bicubic
+selecsls42b,1.44,98.56,10.4533,89.5467,32.46,224,0.875,bicubic
+ssl_resnet18,1.3867,98.6133,8.2,91.8,11.69,224,0.875,bilinear
+dla60,1.3333,98.6667,9.4667,90.5333,22.33,224,0.875,bilinear
+dpn68,1.32,98.68,8.8267,91.1733,12.61,224,0.875,bicubic
+res2net50_48w_2s,1.2933,98.7067,8.9333,91.0667,25.29,224,0.875,bilinear
+tf_mixnet_s,1.2667,98.7333,8.7467,91.2533,4.13,224,0.875,bicubic
+fbnetc_100,1.24,98.76,8.76,91.24,5.57,224,0.875,bilinear
+resnet26d,1.24,98.76,9.32,90.68,16.01,224,0.875,bicubic
+tf_mobilenetv3_large_100,1.1867,98.8133,7.9467,92.0533,5.48,224,0.875,bilinear
+densenet169,1.1733,98.8267,8.3067,91.6933,14.15,224,0.875,bicubic
+gluon_resnet50_v1b,1.16,98.84,9.08,90.92,25.56,224,0.875,bicubic
+seresnet34,1.12,98.88,7.4267,92.5733,21.96,224,0.875,bilinear
+tf_efficientnet_es,1.12,98.88,8.5867,91.4133,5.44,224,0.875,bicubic
+spnasnet_100,1.1067,98.8933,8.2133,91.7867,4.42,224,0.875,bilinear
+dla34,1.08,98.92,7.68,92.32,15.78,224,0.875,bilinear
+resnet34,1.0,99.0,7.5333,92.4667,21.8,224,0.875,bilinear
+gluon_resnet34_v1b,0.8933,99.1067,6.6,93.4,21.8,224,0.875,bicubic
+hrnet_w18_small_v2,0.8933,99.1067,7.3867,92.6133,15.6,224,0.875,bilinear
+tf_mobilenetv3_large_075,0.88,99.12,6.72,93.28,3.99,224,0.875,bilinear
+mnasnet_100,0.8667,99.1333,7.8267,92.1733,4.38,224,0.875,bicubic
+tf_mobilenetv3_small_100,0.7467,99.2533,4.6667,95.3333,2.54,224,0.875,bilinear
+seresnet18,0.7333,99.2667,6.0267,93.9733,11.78,224,0.875,bicubic
+densenet121,0.68,99.32,6.8933,93.1067,7.98,224,0.875,bicubic
+tf_mobilenetv3_small_075,0.6533,99.3467,4.1867,95.8133,2.04,224,0.875,bilinear
+tv_resnet34,0.6,99.4,5.5333,94.4667,21.8,224,0.875,bilinear
+resnet26,0.5867,99.4133,6.8933,93.1067,16.0,224,0.875,bicubic
+dla46_c,0.52,99.48,4.1733,95.8267,1.31,224,0.875,bilinear
+dla60x_c,0.48,99.52,5.2133,94.7867,1.34,224,0.875,bilinear
+tf_mobilenetv3_large_minimal_100,0.48,99.52,4.88,95.12,3.92,224,0.875,bilinear
+hrnet_w18_small,0.4533,99.5467,4.84,95.16,13.19,224,0.875,bilinear
+dla46x_c,0.4133,99.5867,4.44,95.56,1.08,224,0.875,bilinear
+gluon_resnet18_v1b,0.3867,99.6133,4.7867,95.2133,11.69,224,0.875,bicubic
+tf_mobilenetv3_small_minimal_100,0.36,99.64,2.8667,97.1333,2.04,224,0.875,bilinear
+resnet18,0.2933,99.7067,4.04,95.96,11.69,224,0.875,bilinear
+tv_resnet50,0.0,100.0,2.9067,97.0933,25.56,224,0.875,bilinear

results/results-sketch.csv

+model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
+ig_resnext101_32x48d,58.8104,41.1896,81.0765,18.9235,828.41,224,0.875,bilinear
+ig_resnext101_32x32d,58.3859,41.6141,80.3808,19.6192,468.53,224,0.875,bilinear
+ig_resnext101_32x16d,57.6903,42.3097,79.9053,20.0947,194.03,224,0.875,bilinear
+swsl_resnext101_32x16d,57.4584,42.5416,80.3848,19.6152,194.03,224,0.875,bilinear
+swsl_resnext101_32x8d,56.4385,43.5615,78.9444,21.0556,88.79,224,0.875,bilinear
+ig_resnext101_32x8d,54.9176,45.0824,77.5335,22.4665,88.79,224,0.875,bilinear
+swsl_resnext101_32x4d,53.6029,46.3971,76.3466,23.6534,44.18,224,0.875,bilinear
+swsl_resnext50_32x4d,50.4372,49.5628,73.3675,26.6325,25.03,224,0.875,bilinear
+swsl_resnet50,49.5412,50.4588,72.3339,27.6661,25.56,224,0.875,bilinear
+tf_efficientnet_b8_ap,45.7741,54.2259,67.9106,32.0894,87.41,672,0.954,bicubic
+tf_efficientnet_b8,42.508,57.492,64.857,35.143,87.41,672,0.954,bicubic
+tf_efficientnet_b7,41.4314,58.5686,63.0175,36.9825,66.35,600,0.949,bicubic
+tf_efficientnet_b7_ap,41.4294,58.5706,62.8741,37.1259,66.35,600,0.949,bicubic
+tf_efficientnet_b5_ap,41.4176,58.5824,62.0841,37.9159,30.39,456,0.934,bicubic
+tf_efficientnet_b6_ap,41.0993,58.9007,62.3553,37.6447,43.04,528,0.942,bicubic
+tf_efficientnet_b4_ap,40.4842,59.5158,61.7226,38.2774,19.34,380,0.922,bicubic
+tf_efficientnet_b5,38.356,61.644,59.9128,40.0872,30.39,456,0.934,bicubic
+tf_efficientnet_b3_ap,37.0552,62.9448,57.2403,42.7597,12.23,300,0.904,bicubic
+swsl_resnet18,35.8584,64.1416,58.4547,41.5453,11.69,224,0.875,bilinear
+ssl_resnext101_32x16d,34.6028,65.3972,55.9315,44.0685,194.03,224,0.875,bilinear
+tf_efficientnet_b4,34.0643,65.9357,54.1984,45.8016,19.34,380,0.922,bicubic
+ssl_resnext101_32x8d,34.0172,65.9828,55.6014,44.3986,88.79,224,0.875,bilinear
+tf_efficientnet_b6,33.9975,66.0025,54.5442,45.4558,43.04,528,0.942,bicubic
+tf_efficientnet_b3,32.8598,67.1402,52.9505,47.0495,12.23,300,0.904,bicubic
+inception_resnet_v2,32.7379,67.2621,50.6475,49.3525,55.84,299,0.8975,bicubic
+gluon_resnet152_v1d,32.734,67.266,51.0877,48.9123,60.21,224,0.875,bicubic
+tf_efficientnet_b2_ap,32.6809,67.3191,52.2392,47.7608,9.11,260,0.89,bicubic
+nasnetalarge,32.5964,67.4036,49.7789,50.2211,88.75,331,0.875,bicubic
+pnasnet5large,32.5296,67.4704,50.1916,49.8084,86.06,331,0.875,bicubic
+ens_adv_inception_resnet_v2,32.3724,67.6276,50.4274,49.5726,55.84,299,0.8975,bicubic
+gluon_resnet152_v1s,32.3312,67.6688,50.5257,49.4743,60.32,224,0.875,bicubic
+gluon_seresnext101_64x4d,32.2054,67.7946,50.3193,49.6807,88.23,224,0.875,bicubic
+gluon_seresnext101_32x4d,32.1071,67.8929,51.237,48.763,48.96,224,0.875,bicubic
+efficientnet_b3a,31.7318,68.2682,51.3254,48.6746,12.23,320,1,bicubic
+efficientnet_b3,31.555,68.445,51.2763,48.7237,12.23,300,0.904,bicubic
+resnet50,31.5471,68.4529,50.17,49.83,25.56,224,0.875,bicubic
+ssl_resnext101_32x4d,31.4233,68.5767,52.1213,47.8787,44.18,224,0.875,bilinear
+inception_v4,31.3781,68.6219,49.2444,50.7556,42.68,299,0.875,bicubic
+gluon_resnet101_v1s,31.1148,68.8852,49.7927,50.2073,44.67,224,0.875,bicubic
+tf_efficientnet_cc_b0_8e,31.0873,68.9127,50.7615,49.2385,24.01,224,0.875,bicubic
+gluon_resnet152_v1c,30.991,69.009,48.9241,51.0759,60.21,224,0.875,bicubic
+gluon_resnext101_64x4d,30.9871,69.0129,48.5488,51.4512,83.46,224,0.875,bicubic
+tf_efficientnet_cc_b1_8e,30.8986,69.1014,50.0796,49.9204,39.72,240,0.882,bicubic
+gluon_resnext101_32x4d,30.877,69.123,48.537,51.463,44.18,224,0.875,bicubic
+dpn107,30.6785,69.3215,48.8102,51.1898,86.92,224,0.875,bicubic
+gluon_resnet152_v1b,30.6235,69.3765,48.5213,51.4787,60.19,224,0.875,bicubic
+ssl_resnext50_32x4d,30.594,69.406,50.6573,49.3427,25.03,224,0.875,bilinear
+gluon_resnet101_v1d,30.5233,69.4767,47.9495,52.0505,44.57,224,0.875,bicubic
+efficientnet_b2a,30.4349,69.5651,49.6984,50.3016,9.11,288,1,bicubic
+tf_efficientnet_b1_ap,30.4211,69.5789,49.5529,50.4471,7.79,240,0.882,bicubic
+dpn98,30.0674,69.9326,48.2442,51.7558,61.57,224,0.875,bicubic
+tf_efficientnet_b2,30.0261,69.9739,49.5805,50.4195,9.11,260,0.89,bicubic
+dpn131,30.0242,69.9758,48.146,51.854,79.25,224,0.875,bicubic
+senet154,30.0006,69.9994,48.034,51.966,115.09,224,0.875,bilinear
+dpn92,29.9534,70.0466,49.1619,50.8381,37.67,224,0.875,bicubic
+gluon_senet154,29.8768,70.1232,47.8944,52.1056,115.09,224,0.875,bicubic
+xception,29.865,70.135,48.6864,51.3136,22.86,299,0.8975,bicubic
+adv_inception_v3,29.8178,70.1822,47.8473,52.1527,23.83,299,0.875,bicubic
+efficientnet_b2,29.6154,70.3846,48.7767,51.2233,9.11,260,0.875,bicubic
+gluon_xception65,29.5506,70.4494,47.5054,52.4946,39.92,299,0.875,bicubic
+resnext101_32x8d,29.4386,70.5614,48.4859,51.5141,88.79,224,0.875,bilinear
+ssl_resnet50,29.4229,70.5771,49.7809,50.2191,25.56,224,0.875,bilinear
+gluon_inception_v3,29.1242,70.8758,46.9591,53.0409,23.83,299,0.875,bicubic
+hrnet_w64,28.9886,71.0114,47.1418,52.8582,128.06,224,0.875,bilinear
+tf_efficientnet_b1,28.8864,71.1136,47.5034,52.4966,7.79,240,0.882,bicubic
+gluon_resnet101_v1b,28.8785,71.1215,46.3892,53.6108,44.55,224,0.875,bicubic
+gluon_seresnext50_32x4d,28.6506,71.3494,46.4364,53.5636,27.56,224,0.875,bicubic
+hrnet_w40,28.6408,71.3592,47.4543,52.5457,57.56,224,0.875,bilinear
+resnet152,28.5327,71.4673,47.1182,52.8818,60.19,224,0.875,bilinear
+hrnet_w48,28.4128,71.5872,47.5859,52.4141,77.47,224,0.875,bilinear
+gluon_resnext50_32x4d,28.3755,71.6245,45.3281,54.6719,25.03,224,0.875,bicubic
+tf_efficientnet_b0_ap,28.346,71.654,47.5309,52.4691,5.29,224,0.875,bicubic
+tf_efficientnet_cc_b0_4e,28.3146,71.6854,47.3639,52.6361,13.31,224,0.875,bicubic
+dla102x2,28.3126,71.6874,46.7606,53.2394,41.75,224,0.875,bilinear
+dla169,28.3126,71.6874,47.3914,52.6086,53.99,224,0.875,bilinear
+mixnet_xl,28.2871,71.7129,46.7016,53.2984,11.9,224,0.875,bicubic
+gluon_resnet50_v1d,28.2458,71.7542,45.8783,54.1217,25.58,224,0.875,bicubic
+wide_resnet101_2,28.1082,71.8918,46.401,53.599,126.89,224,0.875,bilinear
+gluon_resnet101_v1c,28.1043,71.8957,45.9608,54.0392,44.57,224,0.875,bicubic
+densenet161,28.0807,71.9193,46.6407,53.3593,28.68,224,0.875,bicubic
+dpn68b,27.8842,72.1158,47.468,52.532,12.61,224,0.875,bicubic
+tf_inception_v3,27.7801,72.2199,45.7211,54.2789,23.83,299,0.875,bicubic
+res2net101_26w_4s,27.7683,72.2317,45.1787,54.8213,45.21,224,0.875,bilinear
+hrnet_w44,27.6209,72.3791,45.837,54.163,67.06,224,0.875,bilinear
+inception_v3,27.5561,72.4439,45.2652,54.7348,27.16,299,0.875,bicubic
+hrnet_w30,27.3812,72.6188,46.5543,53.4457,37.71,224,0.875,bilinear
+hrnet_w32,27.3694,72.6306,45.9942,54.0058,41.23,224,0.875,bilinear
+gluon_resnet50_v1s,27.3261,72.6739,45.222,54.778,25.68,224,0.875,bicubic
+densenet201,27.2652,72.7348,46.2222,53.7778,20.01,224,0.875,bicubic
+res2net50_26w_8s,27.0785,72.9215,44.4281,55.5719,48.4,224,0.875,bilinear
+dla102x,27.0609,72.9391,45.4754,54.5246,26.77,224,0.875,bilinear
+resnet101,26.9626,73.0374,45.2337,54.7663,44.55,224,0.875,bilinear
+resnext50d_32x4d,26.8761,73.1239,44.4359,55.5641,25.05,224,0.875,bicubic
+densenet169,26.829,73.171,45.3733,54.6267,14.15,224,0.875,bicubic
+seresnext101_32x4d,26.8113,73.1887,43.4966,56.5034,48.96,224,0.875,bilinear
+seresnet152,26.6757,73.3243,43.9466,56.0534,66.82,224,0.875,bilinear
+tf_efficientnet_el,26.6226,73.3774,44.6482,55.3518,10.59,300,0.904,bicubic
+res2net50_26w_6s,26.5951,73.4049,43.9899,56.0101,37.05,224,0.875,bilinear
+dla60x,26.5519,73.4481,45.0235,54.9765,17.65,224,0.875,bilinear
+tf_efficientnet_b0,26.4851,73.5149,45.6464,54.3536,5.29,224,0.875,bicubic
+res2net50_14w_8s,26.4831,73.5169,44.3711,55.6289,25.06,224,0.875,bilinear
+gluon_resnet50_v1b,26.436,73.564,44.0351,55.9649,25.56,224,0.875,bicubic
+dpn68,26.1294,73.8706,44.2276,55.7724,12.61,224,0.875,bicubic
+resnext50_32x4d,26.1157,73.8843,42.9798,57.0202,25.03,224,0.875,bicubic
+hrnet_w18,25.986,74.014,44.8132,55.1868,21.3,224,0.875,bilinear
+resnet34,25.8877,74.1123,43.982,56.018,21.8,224,0.875,bilinear
+res2net50_26w_4s,25.8661,74.1339,43.1547,56.8453,25.7,224,0.875,bilinear
+gluon_resnet50_v1c,25.7836,74.2164,43.0309,56.9691,25.58,224,0.875,bicubic
+selecsls60,25.7285,74.2715,44.0645,55.9355,30.67,224,0.875,bicubic
+dla60_res2net,25.6519,74.3481,43.5988,56.4012,21.15,224,0.875,bilinear
+dla60_res2next,25.6401,74.3599,43.6696,56.3304,17.33,224,0.875,bilinear
+mixnet_l,25.5124,74.4876,43.4554,56.5446,7.33,224,0.875,bicubic
+efficientnet_b1,25.4692,74.5308,43.2844,56.7156,7.79,240,0.875,bicubic
+tv_resnext50_32x4d,25.4554,74.5446,42.7872,57.2128,25.03,224,0.875,bilinear
+tf_mixnet_l,25.422,74.578,42.5337,57.4663,7.33,224,0.875,bicubic
+res2next50,25.3886,74.6114,42.5082,57.4918,24.67,224,0.875,bilinear
+seresnet101,25.3336,74.6664,42.8246,57.1754,49.33,224,0.875,bilinear
+selecsls60b,25.3316,74.6684,43.5595,56.4405,32.77,224,0.875,bicubic
+dla102,25.3159,74.6841,43.8268,56.1732,33.73,224,0.875,bilinear
+wide_resnet50_2,25.308,74.692,42.1781,57.8219,68.88,224,0.875,bilinear
+seresnext50_32x4d,25.2098,74.7902,41.9364,58.0636,27.56,224,0.875,bilinear
+res2net50_48w_2s,25.027,74.973,42.2075,57.7925,25.29,224,0.875,bilinear
+efficientnet_b0,25.0152,74.9848,42.7872,57.2128,5.29,224,0.875,bicubic
+gluon_resnet34_v1b,24.9386,75.0614,42.2429,57.7571,21.8,224,0.875,bicubic
+dla60,24.9327,75.0673,43.2962,56.7038,22.33,224,0.875,bilinear
+tf_efficientnet_em,24.5416,75.4584,42.4119,57.5881,6.9,240,0.882,bicubic
+tv_resnet50,24.07,75.93,41.3134,58.6866,25.56,224,0.875,bilinear
+seresnet34,24.0268,75.9732,41.9089,58.0911,21.96,224,0.875,bilinear
+densenet121,23.8441,76.1559,41.9246,58.0754,7.98,224,0.875,bicubic
+tf_efficientnet_es,23.8185,76.1815,41.3311,58.6689,5.44,224,0.875,bicubic
+mixnet_m,23.7104,76.2896,41.1405,58.8595,5.01,224,0.875,bicubic
+dla34,23.6692,76.3308,41.5512,58.4488,15.78,224,0.875,bilinear
+seresnet50,23.6515,76.3485,40.0912,59.9088,28.09,224,0.875,bilinear
+tf_mixnet_m,23.4844,76.5156,40.9892,59.0108,5.01,224,0.875,bicubic
+tv_resnet34,23.4727,76.5273,41.3665,58.6335,21.8,224,0.875,bilinear
+selecsls42b,23.3567,76.6433,40.6768,59.3232,32.46,224,0.875,bicubic
+mobilenetv3_rw,22.6296,77.3704,40.3741,59.6259,5.48,224,0.875,bicubic
+tf_mobilenetv3_large_100,22.5687,77.4313,39.7669,60.2331,5.48,224,0.875,bilinear
+hrnet_w18_small_v2,22.3369,77.6631,39.8613,60.1387,15.6,224,0.875,bilinear
+seresnext26tn_32x4d,21.991,78.009,38.4818,61.5182,16.81,224,0.875,bicubic
+seresnext26t_32x4d,21.9851,78.0149,38.5702,61.4298,16.82,224,0.875,bicubic
+resnet26d,21.9065,78.0935,38.6193,61.3807,16.01,224,0.875,bicubic
+semnasnet_100,21.9026,78.0974,38.5997,61.4003,3.89,224,0.875,bicubic
+gluon_resnet18_v1b,21.5489,78.4511,38.8689,61.1311,11.69,224,0.875,bicubic
+fbnetc_100,21.484,78.516,38.1615,61.8385,5.57,224,0.875,bilinear
+mnasnet_100,21.3504,78.6496,37.7193,62.2807,4.38,224,0.875,bicubic
+resnet26,21.2954,78.7046,38.018,61.982,16,224,0.875,bicubic
+ssl_resnet18,21.2777,78.7223,39.1126,60.8874,11.69,224,0.875,bilinear
+mixnet_s,21.2541,78.7459,38.187,61.813,4.13,224,0.875,bicubic
+seresnext26d_32x4d,21.2521,78.7479,37.3106,62.6894,16.81,224,0.875,bicubic
+seresnext26_32x4d,21.093,78.907,37.6329,62.3671,16.79,224,0.875,bicubic
+spnasnet_100,20.8631,79.1369,37.8962,62.1038,4.42,224,0.875,bilinear
+seresnet18,20.8375,79.1625,37.6191,62.3809,11.78,224,0.875,bicubic
+tf_mixnet_s,20.47,79.53,36.6071,63.3929,4.13,224,0.875,bicubic
+hrnet_w18_small,20.3679,79.6321,37.0925,62.9075,13.19,224,0.875,bilinear
+tf_mobilenetv3_large_075,20.3659,79.6341,36.7643,63.2357,3.99,224,0.875,bilinear
+resnet18,20.2283,79.7717,37.2615,62.7385,11.69,224,0.875,bilinear
+tf_mobilenetv3_large_minimal_100,20.1222,79.8778,36.9078,63.0922,3.92,224,0.875,bilinear
+dla60x_c,16.31,83.69,31.7613,68.2387,1.34,224,0.875,bilinear
+tf_mobilenetv3_small_100,16.2275,83.7725,31.2229,68.7771,2.54,224,0.875,bilinear
+tf_mobilenetv3_small_075,14.9443,85.0557,29.5722,70.4278,2.04,224,0.875,bilinear
+dla46_c,14.6574,85.3426,29.3796,70.6204,1.31,224,0.875,bilinear
+dla46x_c,14.3823,85.6177,29.191,70.809,1.08,224,0.875,bilinear
+tf_mobilenetv3_small_minimal_100,13.9637,86.0363,27.9884,72.0116,2.04,224,0.875,bilinear