model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation tf_efficientnet_l2_ns_475,62.3867,37.6133,87.1067,12.8933,480.31,475,0.936,bicubic tf_efficientnet_l2_ns,62.0267,37.9733,87.96,12.04,480.31,800,0.96,bicubic tf_efficientnet_b7_ns,45.72,54.28,74.2,25.8,66.35,600,0.949,bicubic ig_resnext101_32x48d,41.5733,58.4267,66.6133,33.3867,828.41,224,0.875,bilinear tf_efficientnet_b6_ns,40.4267,59.5733,68.84,31.16,43.04,528,0.942,bicubic ig_resnext101_32x32d,39.4133,60.5867,63.76,36.24,468.53,224,0.875,bilinear tf_efficientnet_b5_ns,39.0133,60.9867,68.04,31.96,30.39,456,0.934,bicubic ig_resnext101_32x16d,36.0533,63.9467,59.04,40.96,194.03,224,0.875,bilinear swsl_resnext101_32x8d,32.0667,67.9333,59.4,40.6,88.79,224,0.875,bilinear tf_efficientnet_b4_ns,30.8,69.2,59.44,40.56,19.34,380,0.922,bicubic tf_efficientnet_b8_ap,29.6,70.4,56.9333,43.0667,87.41,672,0.954,bicubic tf_efficientnet_b8,29.3733,70.6267,57.0667,42.9333,87.41,672,0.954,bicubic ig_resnext101_32x8d,28.7067,71.2933,52.32,47.68,88.79,224,0.875,bilinear swsl_resnext101_32x16d,27.9467,72.0533,52.32,47.68,194.03,224,0.875,bilinear tf_efficientnet_b7_ap,27.8133,72.1867,54.7733,45.2267,66.35,600,0.949,bicubic tresnet_xl_448,26.88,73.12,51.0933,48.9067,78.44,448,0.875,bilinear swsl_resnext101_32x4d,25.3467,74.6533,49.6267,50.3733,44.18,224,0.875,bilinear tf_efficientnet_b7,25.2533,74.7467,51.6667,48.3333,66.35,600,0.949,bicubic tresnet_l_448,24.5733,75.4267,48.6,51.4,55.99,448,0.875,bilinear tf_efficientnet_b6_ap,24.3467,75.6533,50.4267,49.5733,43.04,528,0.942,bicubic tf_efficientnet_b6,20.3733,79.6267,45.4933,54.5067,43.04,528,0.942,bicubic tresnet_m_448,19.68,80.32,42.76,57.24,31.39,448,0.875,bilinear tf_efficientnet_b5_ap,19.4667,80.5333,44.72,55.28,30.39,456,0.934,bicubic tf_efficientnet_b3_ns,19.4133,80.5867,44.6267,55.3733,12.23,300,0.904,bicubic swsl_resnext50_32x4d,18.0667,81.9333,41.8667,58.1333,25.03,224,0.875,bilinear ssl_resnext101_32x16d,17.2133,82.7867,39.9467,60.0533,194.03,224,0.875,bilinear tf_efficientnet_b5,17.0667,82.9333,41.9067,58.0933,30.39,456,0.934,bicubic swsl_resnet50,15.9867,84.0133,38.8533,61.1467,25.56,224,0.875,bilinear ssl_resnext101_32x8d,15.12,84.88,37.72,62.28,88.79,224,0.875,bilinear tf_efficientnet_b4_ap,13.68,86.32,35.92,64.08,19.34,380,0.922,bicubic ecaresnet101d,13.3067,86.6933,35.5333,64.4667,44.57,224,0.875,bicubic tf_efficientnet_b4,13.3067,86.6933,35.52,64.48,19.34,380,0.922,bicubic pnasnet5large,13.08,86.92,32.2133,67.7867,86.06,331,0.875,bicubic nasnetalarge,12.5733,87.4267,33.4133,66.5867,88.75,331,0.875,bicubic ssl_resnext101_32x4d,12.12,87.88,31.8933,68.1067,44.18,224,0.875,bilinear tf_efficientnet_b2_ns,11.7867,88.2133,32.96,67.04,9.11,260,0.89,bicubic gluon_senet154,9.9067,90.0933,26.4533,73.5467,115.09,224,0.875,bicubic ssl_resnext50_32x4d,9.6667,90.3333,28.4267,71.5733,25.03,224,0.875,bilinear senet154,9.4533,90.5467,26.44,73.56,115.09,224,0.875,bilinear tresnet_xl,9.3067,90.6933,28.4133,71.5867,78.44,224,0.875,bilinear efficientnet_b3a,9.2667,90.7333,28.4267,71.5733,12.23,320,1,bicubic efficientnet_b3,8.9467,91.0533,28.2133,71.7867,12.23,300,0.904,bicubic inception_v4,8.92,91.08,24.7067,75.2933,42.68,299,0.875,bicubic gluon_seresnext101_64x4d,8.8667,91.1333,27.32,72.68,88.23,224,0.875,bicubic tf_efficientnet_b1_ns,8.6133,91.3867,27.28,72.72,7.79,240,0.882,bicubic ecaresnet50d,8.5067,91.4933,26.2667,73.7333,25.58,224,0.875,bicubic gluon_xception65,8.4667,91.5333,25.1333,74.8667,39.92,299,0.875,bicubic gluon_resnet152_v1d,8.4133,91.5867,23.4533,76.5467,60.21,224,0.875,bicubic inception_resnet_v2,8.16,91.84,23.5333,76.4667,55.84,299,0.8975,bicubic tf_efficientnet_b3_ap,8.1333,91.8667,26.28,73.72,12.23,300,0.904,bicubic gluon_seresnext101_32x4d,8.04,91.96,24.7333,75.2667,48.96,224,0.875,bicubic tf_efficientnet_b3,8.0133,91.9867,25.4667,74.5333,12.23,300,0.904,bicubic ens_adv_inception_resnet_v2,7.9867,92.0133,23.8267,76.1733,55.84,299,0.8975,bicubic tf_efficientnet_lite4,7.9333,92.0667,25.56,74.44,13.01,380,0.92,bilinear tresnet_l,7.88,92.12,25.1867,74.8133,55.99,224,0.875,bilinear gluon_resnet152_v1s,7.8667,92.1333,23.1733,76.8267,60.32,224,0.875,bicubic gluon_resnext101_64x4d,7.7067,92.2933,23.24,76.76,83.46,224,0.875,bicubic skresnext50_32x4d,7.08,92.92,23.0267,76.9733,27.48,224,0.875,bicubic ssl_resnet50,7,93,23.92,76.08,25.56,224,0.875,bilinear ecaresnet101d_pruned,6.8,93.2,24.2,75.8,24.88,224,0.875,bicubic ecaresnetlight,6.76,93.24,22.56,77.44,30.16,224,0.875,bicubic efficientnet_b2a,6.76,93.24,23.4933,76.5067,9.11,288,1,bicubic seresnext101_32x4d,6.4133,93.5867,21.52,78.48,48.96,224,0.875,bilinear efficientnet_b2,6.0933,93.9067,21.9333,78.0667,9.11,260,0.875,bicubic gluon_resnext101_32x4d,6.04,93.96,21.1333,78.8667,44.18,224,0.875,bicubic gluon_resnet101_v1d,5.92,94.08,19.9467,80.0533,44.57,224,0.875,bicubic gluon_seresnext50_32x4d,5.7867,94.2133,21.4267,78.5733,27.56,224,0.875,bicubic gluon_inception_v3,5.5067,94.4933,19.9467,80.0533,23.83,299,0.875,bicubic mixnet_xl,5.48,94.52,21.0933,78.9067,11.9,224,0.875,bicubic tresnet_m,5.44,94.56,19.96,80.04,31.39,224,0.875,bilinear gluon_resnet101_v1s,5.28,94.72,19.5467,80.4533,44.67,224,0.875,bicubic hrnet_w64,5.1333,94.8667,19.4533,80.5467,128.06,224,0.875,bilinear dpn107,4.88,95.12,17.6133,82.3867,86.92,224,0.875,bicubic gluon_resnet152_v1c,4.8667,95.1333,17.7733,82.2267,60.21,224,0.875,bicubic adv_inception_v3,4.7467,95.2533,17.5467,82.4533,23.83,299,0.875,bicubic dla102x2,4.7467,95.2533,18.96,81.04,41.75,224,0.875,bilinear tf_inception_v3,4.7467,95.2533,17.7467,82.2533,23.83,299,0.875,bicubic hrnet_w48,4.72,95.28,18.44,81.56,77.47,224,0.875,bilinear dpn131,4.64,95.36,16.8667,83.1333,79.25,224,0.875,bicubic gluon_resnet152_v1b,4.5867,95.4133,16.5333,83.4667,60.19,224,0.875,bicubic ecaresnet50d_pruned,4.5467,95.4533,18.5467,81.4533,19.94,224,0.875,bicubic dpn92,4.4933,95.5067,18.2,81.8,37.67,224,0.875,bicubic hrnet_w44,4.4933,95.5067,17.3467,82.6533,67.06,224,0.875,bilinear resnext50d_32x4d,4.3467,95.6533,17.7733,82.2267,25.05,224,0.875,bicubic xception,4.3467,95.6533,16.76,83.24,22.86,299,0.8975,bicubic seresnext50_32x4d,4.28,95.72,17.8133,82.1867,27.56,224,0.875,bilinear resnext50_32x4d,4.2533,95.7467,18.3867,81.6133,25.03,224,0.875,bicubic tf_efficientnet_cc_b1_8e,4.24,95.76,15.9467,84.0533,39.72,240,0.882,bicubic tf_efficientnet_el,4.2267,95.7733,18.1733,81.8267,10.59,300,0.904,bicubic inception_v3,4.2,95.8,16.2933,83.7067,27.16,299,0.875,bicubic tf_efficientnet_b2_ap,4.1733,95.8267,18.32,81.68,9.11,260,0.89,bicubic seresnet152,4.1467,95.8533,15.8933,84.1067,66.82,224,0.875,bilinear resnext101_32x8d,4.1333,95.8667,16.9867,83.0133,88.79,224,0.875,bilinear tf_efficientnet_b0_ns,4.1333,95.8667,17.68,82.32,5.29,224,0.875,bicubic dpn98,4.08,95.92,15.9467,84.0533,61.57,224,0.875,bicubic res2net101_26w_4s,4,96,14.8267,85.1733,45.21,224,0.875,bilinear efficientnet_b1,3.9733,96.0267,15.76,84.24,7.79,240,0.875,bicubic tf_efficientnet_lite3,3.9333,96.0667,16.52,83.48,8.2,300,0.904,bilinear tf_efficientnet_b2,3.7733,96.2267,16.6133,83.3867,9.11,260,0.89,bicubic hrnet_w30,3.68,96.32,15.5733,84.4267,37.71,224,0.875,bilinear hrnet_w32,3.6533,96.3467,14.7867,85.2133,41.23,224,0.875,bilinear hrnet_w40,3.6533,96.3467,15.44,84.56,57.56,224,0.875,bilinear seresnext26t_32x4d,3.6133,96.3867,15.8933,84.1067,16.82,224,0.875,bicubic tf_efficientnet_b1_ap,3.5467,96.4533,15.0667,84.9333,7.79,240,0.882,bicubic seresnext26tn_32x4d,3.5067,96.4933,15.76,84.24,16.81,224,0.875,bicubic dla169,3.4667,96.5333,15.3333,84.6667,53.99,224,0.875,bilinear gluon_resnext50_32x4d,3.4533,96.5467,16.12,83.88,25.03,224,0.875,bicubic mixnet_l,3.44,96.56,15.3067,84.6933,7.33,224,0.875,bicubic seresnext26d_32x4d,3.4,96.6,16.16,83.84,16.81,224,0.875,bicubic resnetblur50,3.3333,96.6667,15.5867,84.4133,25.56,224,0.875,bicubic res2net50_26w_8s,3.3333,96.6667,14.04,85.96,48.4,224,0.875,bilinear dla102x,3.3067,96.6933,15.12,84.88,26.77,224,0.875,bilinear gluon_resnet101_v1c,3.3067,96.6933,14.12,85.88,44.57,224,0.875,bicubic seresnet101,3.2533,96.7467,15.4533,84.5467,49.33,224,0.875,bilinear dla60_res2next,3.04,96.96,14.4533,85.5467,17.33,224,0.875,bilinear gluon_resnet50_v1d,3.0133,96.9867,14.6267,85.3733,25.58,224,0.875,bicubic wide_resnet101_2,2.96,97.04,13.9467,86.0533,126.89,224,0.875,bilinear gluon_resnet50_v1s,2.92,97.08,13.12,86.88,25.68,224,0.875,bicubic tf_efficientnet_b1,2.8667,97.1333,13.5067,86.4933,7.79,240,0.882,bicubic res2net50_26w_6s,2.84,97.16,12.6,87.4,37.05,224,0.875,bilinear efficientnet_b0,2.8133,97.1867,13.9067,86.0933,5.29,224,0.875,bicubic tf_mixnet_l,2.8133,97.1867,13.04,86.96,7.33,224,0.875,bicubic dpn68b,2.7067,97.2933,12.64,87.36,12.61,224,0.875,bicubic selecsls60b,2.6933,97.3067,13.1733,86.8267,32.77,224,0.875,bicubic tf_efficientnet_cc_b0_8e,2.68,97.32,12.7733,87.2267,24.01,224,0.875,bicubic dla60_res2net,2.64,97.36,14.2,85.8,21.15,224,0.875,bilinear gluon_resnet101_v1b,2.6267,97.3733,13.5733,86.4267,44.55,224,0.875,bicubic dla60x,2.6133,97.3867,13.3333,86.6667,17.65,224,0.875,bilinear mixnet_m,2.5467,97.4533,12.4267,87.5733,5.01,224,0.875,bicubic skresnet34,2.52,97.48,12.7733,87.2267,22.28,224,0.875,bicubic efficientnet_es,2.3733,97.6267,13.88,86.12,5.44,224,0.875,bicubic resnet152,2.36,97.64,12.2,87.8,60.19,224,0.875,bilinear swsl_resnet18,2.3333,97.6667,11.2133,88.7867,11.69,224,0.875,bilinear wide_resnet50_2,2.32,97.68,11.8,88.2,68.88,224,0.875,bilinear seresnext26_32x4d,2.2933,97.7067,12.44,87.56,16.79,224,0.875,bicubic hrnet_w18,2.2667,97.7333,11.8533,88.1467,21.3,224,0.875,bilinear dla102,2.2533,97.7467,12.12,87.88,33.73,224,0.875,bilinear resnet50,2.2267,97.7733,11.3333,88.6667,25.56,224,0.875,bicubic selecsls60,2.08,97.92,12.84,87.16,30.67,224,0.875,bicubic tf_efficientnet_cc_b0_4e,2.08,97.92,10.9733,89.0267,13.31,224,0.875,bicubic res2next50,2.0667,97.9333,11.4533,88.5467,24.67,224,0.875,bilinear seresnet50,2.0667,97.9333,12.2667,87.7333,28.09,224,0.875,bilinear densenet161,1.9733,98.0267,10.5867,89.4133,28.68,224,0.875,bicubic tf_efficientnet_b0_ap,1.96,98.04,10.8,89.2,5.29,224,0.875,bicubic tf_efficientnet_em,1.8133,98.1867,11.6267,88.3733,6.9,240,0.882,bicubic tf_mixnet_m,1.8133,98.1867,10.5467,89.4533,5.01,224,0.875,bicubic tf_efficientnet_lite2,1.8,98.2,11.1467,88.8533,6.09,260,0.89,bicubic res2net50_14w_8s,1.7867,98.2133,10.3467,89.6533,25.06,224,0.875,bilinear res2net50_26w_4s,1.7733,98.2267,10.44,89.56,25.7,224,0.875,bilinear mobilenetv3_large_100,1.76,98.24,10.2933,89.7067,5.48,224,0.875,bicubic tf_efficientnet_b0,1.6933,98.3067,9.7333,90.2667,5.29,224,0.875,bicubic tv_resnext50_32x4d,1.68,98.32,10.6,89.4,25.03,224,0.875,bilinear mobilenetv3_rw,1.6667,98.3333,10.7333,89.2667,5.48,224,0.875,bicubic resnet101,1.6667,98.3333,9.8133,90.1867,44.55,224,0.875,bilinear mobilenetv2_120d,1.64,98.36,10.4533,89.5467,5.83,224,0.875,bicubic mixnet_s,1.5867,98.4133,10.2533,89.7467,4.13,224,0.875,bicubic densenet201,1.5467,98.4533,9.6267,90.3733,20.01,224,0.875,bicubic gluon_resnet50_v1c,1.5467,98.4533,10.6133,89.3867,25.58,224,0.875,bicubic semnasnet_100,1.5467,98.4533,9.32,90.68,3.89,224,0.875,bicubic selecsls42b,1.4667,98.5333,10.44,89.56,32.46,224,0.875,bicubic tf_efficientnet_lite1,1.4533,98.5467,9.7067,90.2933,5.42,240,0.882,bicubic ssl_resnet18,1.3867,98.6133,8.16,91.84,11.69,224,0.875,bilinear dla60,1.3467,98.6533,9.4667,90.5333,22.33,224,0.875,bilinear dpn68,1.3467,98.6533,8.8133,91.1867,12.61,224,0.875,bicubic res2net50_48w_2s,1.3067,98.6933,8.92,91.08,25.29,224,0.875,bilinear tf_mixnet_s,1.28,98.72,8.7467,91.2533,4.13,224,0.875,bicubic mobilenetv2_140,1.2533,98.7467,9.1067,90.8933,6.11,224,0.875,bicubic fbnetc_100,1.2267,98.7733,8.7467,91.2533,5.57,224,0.875,bilinear resnet26d,1.2267,98.7733,9.28,90.72,16.01,224,0.875,bicubic densenet169,1.1867,98.8133,8.32,91.68,14.15,224,0.875,bicubic tf_mobilenetv3_large_100,1.1867,98.8133,7.9467,92.0533,5.48,224,0.875,bilinear gluon_resnet50_v1b,1.16,98.84,9.0267,90.9733,25.56,224,0.875,bicubic seresnet34,1.12,98.88,7.4,92.6,21.96,224,0.875,bilinear tf_efficientnet_es,1.12,98.88,8.6,91.4,5.44,224,0.875,bicubic spnasnet_100,1.1067,98.8933,8.2533,91.7467,4.42,224,0.875,bilinear tf_efficientnet_lite0,1.1067,98.8933,7.4933,92.5067,4.65,224,0.875,bicubic dla34,1.08,98.92,7.6933,92.3067,15.78,224,0.875,bilinear resnet34,0.9867,99.0133,7.5333,92.4667,21.8,224,0.875,bilinear mobilenetv2_110d,0.9333,99.0667,8.1067,91.8933,4.52,224,0.875,bicubic 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 skresnet18,0.88,99.12,7.3867,92.6133,11.96,224,0.875,bicubic mnasnet_100,0.8667,99.1333,7.8667,92.1333,4.38,224,0.875,bicubic tf_mobilenetv3_large_075,0.8667,99.1333,6.72,93.28,3.99,224,0.875,bilinear tf_mobilenetv3_small_100,0.7467,99.2533,4.6667,95.3333,2.54,224,0.875,bilinear seresnet18,0.72,99.28,6.0267,93.9733,11.78,224,0.875,bicubic densenet121,0.68,99.32,6.9067,93.0933,7.98,224,0.875,bicubic tf_mobilenetv3_small_075,0.6267,99.3733,4.1733,95.8267,2.04,224,0.875,bilinear resnet26,0.6,99.4,6.88,93.12,16,224,0.875,bicubic tv_resnet34,0.6,99.4,5.52,94.48,21.8,224,0.875,bilinear mobilenetv2_100,0.5333,99.4667,6.1867,93.8133,3.5,224,0.875,bicubic dla46_c,0.52,99.48,4.1867,95.8133,1.31,224,0.875,bilinear tf_mobilenetv3_large_minimal_100,0.48,99.52,4.88,95.12,3.92,224,0.875,bilinear dla60x_c,0.4667,99.5333,5.2133,94.7867,1.34,224,0.875,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_resnet50,0,100,2.8933,97.1067,25.56,224,0.875,bilinear