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Update results with new models

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pull/136/head
Ross Wightman 4 years ago
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commit 779cb0fcc0
4 changed files with 797 additions and 705 deletions
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results/results-imagenet-a.csv
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model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
tf_efficientnet_l2_ns_475,62.3733,37.6267,87.0933,12.9067,480.31,475,0.936,bicubic
tf_efficientnet_l2_ns,62.0267,37.9733,87.96,12.04,480.31,800,0.96,bicubic
tf_efficientnet_b7_ns,45.76,54.24,74.2133,25.7867,66.35,600,0.949,bicubic
ig_resnext101_32x48d,41.56,58.44,66.5467,33.4533,828.41,224,0.875,bilinear
tf_efficientnet_b6_ns,40.4533,59.5467,68.8667,31.1333,43.04,528,0.942,bicubic
ig_resnext101_32x32d,39.4267,60.5733,63.7867,36.2133,468.53,224,0.875,bilinear
tf_efficientnet_b5_ns,39.0133,60.9867,68.08,31.92,30.39,456,0.934,bicubic
ig_resnext101_32x16d,36,64,59,41,194.03,224,0.875,bilinear
swsl_resnext101_32x8d,32.0133,67.9867,59.44,40.56,88.79,224,0.875,bilinear
tf_efficientnet_b4_ns,30.7867,69.2133,59.4667,40.5333,19.34,380,0.922,bicubic
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
tf_efficientnet_b3_ns,19.44,80.56,44.6533,55.3467,12.23,300,0.904,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
tf_efficientnet_b2_ns,11.7333,88.2667,32.96,67.04,9.11,260,0.89,bicubic
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,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
tf_efficientnet_b1_ns,8.6133,91.3867,27.2933,72.7067,7.79,240,0.882,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
skresnext50_32x4d,7.08,92.92,23.0667,76.9333,27.48,224,0.875,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,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_v3,5.5067,94.4933,20,80,23.83,299,0.875,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
tf_efficientnet_b0_ns,4.1333,95.8667,17.68,82.32,5.29,224,0.875,bicubic
dpn98,4.08,95.92,15.96,84.04,61.57,224,0.875,bicubic
res2net101_26w_4s,4,96,14.8667,85.1333,45.21,224,0.875,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
efficientnet_es,2.3733,97.6267,13.8267,86.1733,5.44,224,0.875,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,1.2667,98.7333,8.7333,91.2667,4.13,224,0.875,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
resnet34,1,99,7.5333,92.4667,21.8,224,0.875,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
skresnet18,0.88,99.12,7.3467,92.6533,11.96,224,0.875,bicubic
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
resnet26,0.5867,99.4133,6.8933,93.1067,16,224,0.875,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_resnet50,0,100,2.9067,97.0933,25.56,224,0.875,bilinear
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

1 model top1 top1_err top5 top5_err param_count img_size cropt_pct interpolation
2 tf_efficientnet_l2_ns_475 62.3733 62.3867 37.6267 37.6133 87.0933 87.1067 12.9067 12.8933 480.31 475 0.936 bicubic
3 tf_efficientnet_l2_ns 62.0267 37.9733 87.96 12.04 480.31 800 0.96 bicubic
4 tf_efficientnet_b7_ns 45.76 45.72 54.24 54.28 74.2133 74.2 25.7867 25.8 66.35 600 0.949 bicubic
5 ig_resnext101_32x48d 41.56 41.5733 58.44 58.4267 66.5467 66.6133 33.4533 33.3867 828.41 224 0.875 bilinear
6 tf_efficientnet_b6_ns 40.4533 40.4267 59.5467 59.5733 68.8667 68.84 31.1333 31.16 43.04 528 0.942 bicubic
7 ig_resnext101_32x32d 39.4267 39.4133 60.5733 60.5867 63.7867 63.76 36.2133 36.24 468.53 224 0.875 bilinear
8 tf_efficientnet_b5_ns 39.0133 60.9867 68.08 68.04 31.92 31.96 30.39 456 0.934 bicubic
9 ig_resnext101_32x16d 36 36.0533 64 63.9467 59 59.04 41 40.96 194.03 224 0.875 bilinear
10 swsl_resnext101_32x8d 32.0133 32.0667 67.9867 67.9333 59.44 59.4 40.56 40.6 88.79 224 0.875 bilinear
11 tf_efficientnet_b4_ns 30.7867 30.8 69.2133 69.2 59.4667 59.44 40.5333 40.56 19.34 380 0.922 bicubic
12 tf_efficientnet_b8_ap 29.5867 29.6 70.4133 70.4 56.9333 43.0667 87.41 672 0.954 bicubic
13 tf_efficientnet_b8 29.3867 29.3733 70.6133 70.6267 57.0533 57.0667 42.9467 42.9333 87.41 672 0.954 bicubic
14 ig_resnext101_32x8d 28.6667 28.7067 71.3333 71.2933 52.32 47.68 88.79 224 0.875 bilinear
15 swsl_resnext101_32x16d 27.9467 72.0533 52.2933 52.32 47.7067 47.68 194.03 224 0.875 bilinear
16 tf_efficientnet_b7_ap 27.8267 27.8133 72.1733 72.1867 54.7733 45.2267 66.35 600 0.949 bicubic
17 swsl_resnext101_32x4d tresnet_xl_448 25.3067 26.88 74.6933 73.12 49.6267 51.0933 50.3733 48.9067 44.18 78.44 224 448 0.875 bilinear
18 tf_efficientnet_b7 swsl_resnext101_32x4d 25.28 25.3467 74.72 74.6533 51.6667 49.6267 48.3333 50.3733 66.35 44.18 600 224 0.949 0.875 bicubic bilinear
19 tf_efficientnet_b6_ap tf_efficientnet_b7 24.3467 25.2533 75.6533 74.7467 50.44 51.6667 49.56 48.3333 43.04 66.35 528 600 0.942 0.949 bicubic
20 tf_efficientnet_b6 tresnet_l_448 20.3733 24.5733 79.6267 75.4267 45.48 48.6 54.52 51.4 43.04 55.99 528 448 0.942 0.875 bicubic bilinear
21 tf_efficientnet_b5_ap tf_efficientnet_b6_ap 19.4667 24.3467 80.5333 75.6533 44.7333 50.4267 55.2667 49.5733 30.39 43.04 456 528 0.934 0.942 bicubic
22 tf_efficientnet_b3_ns tf_efficientnet_b6 19.44 20.3733 80.56 79.6267 44.6533 45.4933 55.3467 54.5067 12.23 43.04 300 528 0.904 0.942 bicubic
23 swsl_resnext50_32x4d tresnet_m_448 18.04 19.68 81.96 80.32 41.9733 42.76 58.0267 57.24 25.03 31.39 224 448 0.875 bilinear
24 ssl_resnext101_32x16d tf_efficientnet_b5_ap 17.1867 19.4667 82.8133 80.5333 39.9333 44.72 60.0667 55.28 194.03 30.39 224 456 0.875 0.934 bilinear bicubic
25 tf_efficientnet_b5 tf_efficientnet_b3_ns 17.0533 19.4133 82.9467 80.5867 41.92 44.6267 58.08 55.3733 30.39 12.23 456 300 0.934 0.904 bicubic
26 swsl_resnet50 swsl_resnext50_32x4d 15.9467 18.0667 84.0533 81.9333 38.8533 41.8667 61.1467 58.1333 25.56 25.03 224 0.875 bilinear
27 ssl_resnext101_32x8d ssl_resnext101_32x16d 15.12 17.2133 84.88 82.7867 37.6933 39.9467 62.3067 60.0533 88.79 194.03 224 0.875 bilinear
28 tf_efficientnet_b4_ap tf_efficientnet_b5 13.6667 17.0667 86.3333 82.9333 35.9467 41.9067 64.0533 58.0933 19.34 30.39 380 456 0.922 0.934 bicubic
29 tf_efficientnet_b4 swsl_resnet50 13.32 15.9867 86.68 84.0133 35.5333 38.8533 64.4667 61.1467 19.34 25.56 380 224 0.922 0.875 bicubic bilinear
30 pnasnet5large ssl_resnext101_32x8d 13.0533 15.12 86.9467 84.88 32.2267 37.72 67.7733 62.28 86.06 88.79 331 224 0.875 bicubic bilinear
31 nasnetalarge tf_efficientnet_b4_ap 12.56 13.68 87.44 86.32 33.4267 35.92 66.5733 64.08 88.75 19.34 331 380 0.875 0.922 bicubic
32 ssl_resnext101_32x4d ecaresnet101d 12.1067 13.3067 87.8933 86.6933 31.8933 35.5333 68.1067 64.4667 44.18 44.57 224 0.875 bilinear bicubic
33 tf_efficientnet_b2_ns tf_efficientnet_b4 11.7333 13.3067 88.2667 86.6933 32.96 35.52 67.04 64.48 9.11 19.34 260 380 0.89 0.922 bicubic
34 gluon_senet154 pnasnet5large 9.8933 13.08 90.1067 86.92 26.4267 32.2133 73.5733 67.7867 115.09 86.06 224 331 0.875 bicubic
35 ssl_resnext50_32x4d nasnetalarge 9.6533 12.5733 90.3467 87.4267 28.4667 33.4133 71.5333 66.5867 25.03 88.75 224 331 0.875 bilinear bicubic
36 senet154 ssl_resnext101_32x4d 9.4667 12.12 90.5333 87.88 26.44 31.8933 73.56 68.1067 115.09 44.18 224 0.875 bilinear
37 efficientnet_b3a tf_efficientnet_b2_ns 9.2533 11.7867 90.7467 88.2133 28.4267 32.96 71.5733 67.04 12.23 9.11 320 260 1 0.89 bicubic
38 efficientnet_b3 gluon_senet154 8.9733 9.9067 91.0267 90.0933 28.2267 26.4533 71.7733 73.5467 12.23 115.09 300 224 0.904 0.875 bicubic
39 inception_v4 ssl_resnext50_32x4d 8.8933 9.6667 91.1067 90.3333 24.68 28.4267 75.32 71.5733 42.68 25.03 299 224 0.875 bicubic bilinear
40 gluon_seresnext101_64x4d senet154 8.8667 9.4533 91.1333 90.5467 27.28 26.44 72.72 73.56 88.23 115.09 224 0.875 bicubic bilinear
41 tf_efficientnet_b1_ns tresnet_xl 8.6133 9.3067 91.3867 90.6933 27.2933 28.4133 72.7067 71.5867 7.79 78.44 240 224 0.882 0.875 bicubic bilinear
42 gluon_xception65 efficientnet_b3a 8.44 9.2667 91.56 90.7333 25.12 28.4267 74.88 71.5733 39.92 12.23 299 320 0.875 1 bicubic
43 gluon_resnet152_v1d efficientnet_b3 8.36 8.9467 91.64 91.0533 23.4267 28.2133 76.5733 71.7867 60.21 12.23 224 300 0.875 0.904 bicubic
44 inception_resnet_v2 inception_v4 8.1733 8.92 91.8267 91.08 23.5733 24.7067 76.4267 75.2933 55.84 42.68 299 0.8975 0.875 bicubic
45 tf_efficientnet_b3_ap gluon_seresnext101_64x4d 8.1067 8.8667 91.8933 91.1333 26.28 27.32 73.72 72.68 12.23 88.23 300 224 0.904 0.875 bicubic
46 gluon_seresnext101_32x4d tf_efficientnet_b1_ns 8.04 8.6133 91.96 91.3867 24.6933 27.28 75.3067 72.72 48.96 7.79 224 240 0.875 0.882 bicubic
47 tf_efficientnet_b3 ecaresnet50d 8.0133 8.5067 91.9867 91.4933 25.48 26.2667 74.52 73.7333 12.23 25.58 300 224 0.904 0.875 bicubic
48 ens_adv_inception_resnet_v2 gluon_xception65 7.9733 8.4667 92.0267 91.5333 23.8667 25.1333 76.1333 74.8667 55.84 39.92 299 0.8975 0.875 bicubic
49 gluon_resnet152_v1s gluon_resnet152_v1d 7.8533 8.4133 92.1467 91.5867 23.1867 23.4533 76.8133 76.5467 60.32 60.21 224 0.875 bicubic
50 gluon_resnext101_64x4d inception_resnet_v2 7.72 8.16 92.28 91.84 23.3067 23.5333 76.6933 76.4667 83.46 55.84 224 299 0.875 0.8975 bicubic
51 skresnext50_32x4d tf_efficientnet_b3_ap 7.08 8.1333 92.92 91.8667 23.0667 26.28 76.9333 73.72 27.48 12.23 224 300 0.875 0.904 bicubic
52 ssl_resnet50 gluon_seresnext101_32x4d 7.04 8.04 92.96 91.96 23.9067 24.7333 76.0933 75.2667 25.56 48.96 224 0.875 bilinear bicubic
53 efficientnet_b2a tf_efficientnet_b3 6.7467 8.0133 93.2533 91.9867 23.5067 25.4667 76.4933 74.5333 9.11 12.23 288 300 1 0.904 bicubic
54 seresnext101_32x4d ens_adv_inception_resnet_v2 6.4 7.9867 93.6 92.0133 21.4933 23.8267 78.5067 76.1733 48.96 55.84 224 299 0.875 0.8975 bilinear bicubic
55 efficientnet_b2 tf_efficientnet_lite4 6.0933 7.9333 93.9067 92.0667 21.96 25.56 78.04 74.44 9.11 13.01 260 380 0.875 0.92 bicubic bilinear
56 gluon_resnext101_32x4d tresnet_l 6.0133 7.88 93.9867 92.12 21.12 25.1867 78.88 74.8133 44.18 55.99 224 0.875 bicubic bilinear
57 gluon_resnet101_v1d gluon_resnet152_v1s 5.92 7.8667 94.08 92.1333 19.9467 23.1733 80.0533 76.8267 44.57 60.32 224 0.875 bicubic
58 gluon_seresnext50_32x4d gluon_resnext101_64x4d 5.7867 7.7067 94.2133 92.2933 21.4533 23.24 78.5467 76.76 27.56 83.46 224 0.875 bicubic
59 gluon_inception_v3 skresnext50_32x4d 5.5067 7.08 94.4933 92.92 20 23.0267 80 76.9733 23.83 27.48 299 224 0.875 bicubic
60 mixnet_xl ssl_resnet50 5.4667 7 94.5333 93 21.08 23.92 78.92 76.08 11.9 25.56 224 0.875 bicubic bilinear
61 gluon_resnet101_v1s ecaresnet101d_pruned 5.28 6.8 94.72 93.2 19.56 24.2 80.44 75.8 44.67 24.88 224 0.875 bicubic
62 hrnet_w64 ecaresnetlight 5.16 6.76 94.84 93.24 19.4933 22.56 80.5067 77.44 128.06 30.16 224 0.875 bilinear bicubic
63 dpn107 efficientnet_b2a 4.8933 6.76 95.1067 93.24 17.6133 23.4933 82.3867 76.5067 86.92 9.11 224 288 0.875 1 bicubic
64 gluon_resnet152_v1c seresnext101_32x4d 4.8667 6.4133 95.1333 93.5867 17.72 21.52 82.28 78.48 60.21 48.96 224 0.875 bicubic bilinear
65 dla102x2 efficientnet_b2 4.7467 6.0933 95.2533 93.9067 18.9067 21.9333 81.0933 78.0667 41.75 9.11 224 260 0.875 bilinear bicubic
66 tf_inception_v3 gluon_resnext101_32x4d 4.7467 6.04 95.2533 93.96 17.7733 21.1333 82.2267 78.8667 23.83 44.18 299 224 0.875 bicubic
67 adv_inception_v3 gluon_resnet101_v1d 4.7333 5.92 95.2667 94.08 17.56 19.9467 82.44 80.0533 23.83 44.57 299 224 0.875 bicubic
68 hrnet_w48 gluon_seresnext50_32x4d 4.72 5.7867 95.28 94.2133 18.4133 21.4267 81.5867 78.5733 77.47 27.56 224 0.875 bilinear bicubic
69 dpn131 gluon_inception_v3 4.6533 5.5067 95.3467 94.4933 16.8533 19.9467 83.1467 80.0533 79.25 23.83 224 299 0.875 bicubic
70 gluon_resnet152_v1b mixnet_xl 4.5867 5.48 95.4133 94.52 16.5333 21.0933 83.4667 78.9067 60.19 11.9 224 0.875 bicubic
71 dpn92 tresnet_m 4.5067 5.44 95.4933 94.56 18.2133 19.96 81.7867 80.04 37.67 31.39 224 0.875 bicubic bilinear
72 hrnet_w44 gluon_resnet101_v1s 4.4933 5.28 95.5067 94.72 17.36 19.5467 82.64 80.4533 67.06 44.67 224 0.875 bilinear bicubic
73 resnext50d_32x4d hrnet_w64 4.36 5.1333 95.64 94.8667 17.7867 19.4533 82.2133 80.5467 25.05 128.06 224 0.875 bicubic bilinear
74 xception dpn107 4.3333 4.88 95.6667 95.12 16.7867 17.6133 83.2133 82.3867 22.86 86.92 299 224 0.8975 0.875 bicubic
75 seresnext50_32x4d gluon_resnet152_v1c 4.28 4.8667 95.72 95.1333 17.8133 17.7733 82.1867 82.2267 27.56 60.21 224 0.875 bilinear bicubic
76 tf_efficientnet_cc_b1_8e adv_inception_v3 4.24 4.7467 95.76 95.2533 15.9467 17.5467 84.0533 82.4533 39.72 23.83 240 299 0.882 0.875 bicubic
77 tf_efficientnet_el dla102x2 4.2267 4.7467 95.7733 95.2533 18.1867 18.96 81.8133 81.04 10.59 41.75 300 224 0.904 0.875 bicubic bilinear
78 inception_v3 tf_inception_v3 4.1867 4.7467 95.8133 95.2533 16.2933 17.7467 83.7067 82.2533 27.16 23.83 299 0.875 bicubic
79 tf_efficientnet_b2_ap hrnet_w48 4.16 4.72 95.84 95.28 18.3467 18.44 81.6533 81.56 9.11 77.47 260 224 0.89 0.875 bicubic bilinear
80 seresnet152 dpn131 4.1467 4.64 95.8533 95.36 15.9333 16.8667 84.0667 83.1333 66.82 79.25 224 0.875 bilinear bicubic
81 resnext101_32x8d gluon_resnet152_v1b 4.1333 4.5867 95.8667 95.4133 16.92 16.5333 83.08 83.4667 88.79 60.19 224 0.875 bilinear bicubic
82 tf_efficientnet_b0_ns ecaresnet50d_pruned 4.1333 4.5467 95.8667 95.4533 17.68 18.5467 82.32 81.4533 5.29 19.94 224 0.875 bicubic
83 dpn98 dpn92 4.08 4.4933 95.92 95.5067 15.96 18.2 84.04 81.8 61.57 37.67 224 0.875 bicubic
84 res2net101_26w_4s hrnet_w44 4 4.4933 96 95.5067 14.8667 17.3467 85.1333 82.6533 45.21 67.06 224 0.875 bilinear
85 efficientnet_b1 resnext50d_32x4d 3.9733 4.3467 96.0267 95.6533 15.7733 17.7733 84.2267 82.2267 7.79 25.05 240 224 0.875 bicubic
86 tf_efficientnet_b2 xception 3.76 4.3467 96.24 95.6533 16.5867 16.76 83.4133 83.24 9.11 22.86 260 299 0.89 0.8975 bicubic
87 hrnet_w30 seresnext50_32x4d 3.68 4.28 96.32 95.72 15.5733 17.8133 84.4267 82.1867 37.71 27.56 224 0.875 bilinear
88 hrnet_w32 resnext50_32x4d 3.64 4.2533 96.36 95.7467 14.8133 18.3867 85.1867 81.6133 41.23 25.03 224 0.875 bilinear bicubic
89 seresnext26t_32x4d tf_efficientnet_cc_b1_8e 3.64 4.24 96.36 95.76 15.9467 84.0533 16.82 39.72 224 240 0.875 0.882 bicubic
90 hrnet_w40 tf_efficientnet_el 3.6133 4.2267 96.3867 95.7733 15.4267 18.1733 84.5733 81.8267 57.56 10.59 224 300 0.875 0.904 bilinear bicubic
91 tf_efficientnet_b1_ap inception_v3 3.5467 4.2 96.4533 95.8 15.0533 16.2933 84.9467 83.7067 7.79 27.16 240 299 0.882 0.875 bicubic
92 dla169 tf_efficientnet_b2_ap 3.4933 4.1733 96.5067 95.8267 15.36 18.32 84.64 81.68 53.99 9.11 224 260 0.875 0.89 bilinear bicubic
93 seresnext26tn_32x4d seresnet152 3.4933 4.1467 96.5067 95.8533 15.7733 15.8933 84.2267 84.1067 16.81 66.82 224 0.875 bicubic bilinear
94 gluon_resnext50_32x4d resnext101_32x8d 3.44 4.1333 96.56 95.8667 16.04 16.9867 83.96 83.0133 25.03 88.79 224 0.875 bicubic bilinear
95 mixnet_l tf_efficientnet_b0_ns 3.4267 4.1333 96.5733 95.8667 15.3067 17.68 84.6933 82.32 7.33 5.29 224 0.875 bicubic
96 seresnext26d_32x4d dpn98 3.4 4.08 96.6 95.92 16.1867 15.9467 83.8133 84.0533 16.81 61.57 224 0.875 bicubic
97 res2net50_26w_8s res2net101_26w_4s 3.3333 4 96.6667 96 13.9867 14.8267 86.0133 85.1733 48.4 45.21 224 0.875 bilinear
98 gluon_resnet101_v1c efficientnet_b1 3.32 3.9733 96.68 96.0267 14.12 15.76 85.88 84.24 44.57 7.79 224 240 0.875 bicubic
99 dla102x tf_efficientnet_lite3 3.28 3.9333 96.72 96.0667 15.16 16.52 84.84 83.48 26.77 8.2 224 300 0.875 0.904 bilinear
100 seresnet101 tf_efficientnet_b2 3.2533 3.7733 96.7467 96.2267 15.4533 16.6133 84.5467 83.3867 49.33 9.11 224 260 0.875 0.89 bilinear bicubic
101 dla60_res2next hrnet_w30 3.0533 3.68 96.9467 96.32 14.4533 15.5733 85.5467 84.4267 17.33 37.71 224 0.875 bilinear
102 gluon_resnet50_v1d hrnet_w32 3.0267 3.6533 96.9733 96.3467 14.6667 14.7867 85.3333 85.2133 25.58 41.23 224 0.875 bicubic bilinear
103 wide_resnet101_2 hrnet_w40 2.9467 3.6533 97.0533 96.3467 13.9733 15.44 86.0267 84.56 126.89 57.56 224 0.875 bilinear
104 gluon_resnet50_v1s seresnext26t_32x4d 2.88 3.6133 97.12 96.3867 13.1067 15.8933 86.8933 84.1067 25.68 16.82 224 0.875 bicubic
105 res2net50_26w_6s tf_efficientnet_b1_ap 2.8533 3.5467 97.1467 96.4533 12.6133 15.0667 87.3867 84.9333 37.05 7.79 224 240 0.875 0.882 bilinear bicubic
106 tf_efficientnet_b1 seresnext26tn_32x4d 2.8533 3.5067 97.1467 96.4933 13.48 15.76 86.52 84.24 7.79 16.81 240 224 0.882 0.875 bicubic
107 efficientnet_b0 dla169 2.8267 3.4667 97.1733 96.5333 13.8933 15.3333 86.1067 84.6667 5.29 53.99 224 0.875 bicubic bilinear
108 tf_mixnet_l gluon_resnext50_32x4d 2.8133 3.4533 97.1867 96.5467 13.0533 16.12 86.9467 83.88 7.33 25.03 224 0.875 bicubic
109 dpn68b mixnet_l 2.7067 3.44 97.2933 96.56 12.6933 15.3067 87.3067 84.6933 12.61 7.33 224 0.875 bicubic
110 selecsls60b seresnext26d_32x4d 2.7067 3.4 97.2933 96.6 13.2267 16.16 86.7733 83.84 32.77 16.81 224 0.875 bicubic
111 tf_efficientnet_cc_b0_8e resnetblur50 2.68 3.3333 97.32 96.6667 12.7867 15.5867 87.2133 84.4133 24.01 25.56 224 0.875 bicubic
112 dla60_res2net res2net50_26w_8s 2.64 3.3333 97.36 96.6667 14.1733 14.04 85.8267 85.96 21.15 48.4 224 0.875 bilinear
113 gluon_resnet101_v1b dla102x 2.6133 3.3067 97.3867 96.6933 13.56 15.12 86.44 84.88 44.55 26.77 224 0.875 bicubic bilinear
114 dla60x gluon_resnet101_v1c 2.6 3.3067 97.4 96.6933 13.3467 14.12 86.6533 85.88 17.65 44.57 224 0.875 bilinear bicubic
115 mixnet_m seresnet101 2.5467 3.2533 97.4533 96.7467 12.4133 15.4533 87.5867 84.5467 5.01 49.33 224 0.875 bicubic bilinear
116 efficientnet_es dla60_res2next 2.3733 3.04 97.6267 96.96 13.8267 14.4533 86.1733 85.5467 5.44 17.33 224 0.875 bicubic bilinear
117 resnet152 gluon_resnet50_v1d 2.36 3.0133 97.64 96.9867 12.2 14.6267 87.8 85.3733 60.19 25.58 224 0.875 bilinear bicubic
118 swsl_resnet18 wide_resnet101_2 2.3467 2.96 97.6533 97.04 11.2267 13.9467 88.7733 86.0533 11.69 126.89 224 0.875 bilinear
119 wide_resnet50_2 gluon_resnet50_v1s 2.32 2.92 97.68 97.08 11.8267 13.12 88.1733 86.88 68.88 25.68 224 0.875 bilinear bicubic
120 hrnet_w18 tf_efficientnet_b1 2.28 2.8667 97.72 97.1333 11.84 13.5067 88.16 86.4933 21.3 7.79 224 240 0.875 0.882 bilinear bicubic
121 seresnext26_32x4d res2net50_26w_6s 2.28 2.84 97.72 97.16 12.44 12.6 87.56 87.4 16.79 37.05 224 0.875 bicubic bilinear
122 dla102 efficientnet_b0 2.2667 2.8133 97.7333 97.1867 12.1467 13.9067 87.8533 86.0933 33.73 5.29 224 0.875 bilinear bicubic
123 resnet50 tf_mixnet_l 2.2133 2.8133 97.7867 97.1867 11.3067 13.04 88.6933 86.96 25.56 7.33 224 0.875 bicubic
124 resnext50_32x4d dpn68b 2.12 2.7067 97.88 97.2933 12.3067 12.64 87.6933 87.36 25.03 12.61 224 0.875 bicubic
125 selecsls60 selecsls60b 2.1067 2.6933 97.8933 97.3067 12.8533 13.1733 87.1467 86.8267 30.67 32.77 224 0.875 bicubic
126 tf_efficientnet_cc_b0_4e tf_efficientnet_cc_b0_8e 2.0933 2.68 97.9067 97.32 10.9867 12.7733 89.0133 87.2267 13.31 24.01 224 0.875 bicubic
127 res2next50 dla60_res2net 2.0667 2.64 97.9333 97.36 11.4133 14.2 88.5867 85.8 24.67 21.15 224 0.875 bilinear
128 seresnet50 gluon_resnet101_v1b 2.0667 2.6267 97.9333 97.3733 12.2667 13.5733 87.7333 86.4267 28.09 44.55 224 0.875 bilinear bicubic
129 densenet161 dla60x 1.9733 2.6133 98.0267 97.3867 10.5733 13.3333 89.4267 86.6667 28.68 17.65 224 0.875 bicubic bilinear
130 tf_efficientnet_b0_ap mixnet_m 1.96 2.5467 98.04 97.4533 10.8 12.4267 89.2 87.5733 5.29 5.01 224 0.875 bicubic
131 tf_mixnet_m skresnet34 1.84 2.52 98.16 97.48 10.56 12.7733 89.44 87.2267 5.01 22.28 224 0.875 bicubic
132 tf_efficientnet_em efficientnet_es 1.8133 2.3733 98.1867 97.6267 11.6 13.88 88.4 86.12 6.9 5.44 240 224 0.882 0.875 bicubic
133 res2net50_14w_8s resnet152 1.8 2.36 98.2 97.64 10.3467 12.2 89.6533 87.8 25.06 60.19 224 0.875 bilinear
134 res2net50_26w_4s swsl_resnet18 1.7733 2.3333 98.2267 97.6667 10.4267 11.2133 89.5733 88.7867 25.7 11.69 224 0.875 bilinear
135 tf_efficientnet_b0 wide_resnet50_2 1.6933 2.32 98.3067 97.68 9.7467 11.8 90.2533 88.2 5.29 68.88 224 0.875 bicubic bilinear
136 tv_resnext50_32x4d seresnext26_32x4d 1.6933 2.2933 98.3067 97.7067 10.6 12.44 89.4 87.56 25.03 16.79 224 0.875 bilinear bicubic
137 resnet101 hrnet_w18 1.6667 2.2667 98.3333 97.7333 9.8 11.8533 90.2 88.1467 44.55 21.3 224 0.875 bilinear
138 mobilenetv3_rw dla102 1.6533 2.2533 98.3467 97.7467 10.7333 12.12 89.2667 87.88 5.48 33.73 224 0.875 bicubic bilinear
139 mixnet_s resnet50 1.5867 2.2267 98.4133 97.7733 10.24 11.3333 89.76 88.6667 4.13 25.56 224 0.875 bicubic
140 densenet201 selecsls60 1.5467 2.08 98.4533 97.92 9.6267 12.84 90.3733 87.16 20.01 30.67 224 0.875 bicubic
141 semnasnet_100 tf_efficientnet_cc_b0_4e 1.5467 2.08 98.4533 97.92 9.28 10.9733 90.72 89.0267 3.89 13.31 224 0.875 bicubic
142 gluon_resnet50_v1c res2next50 1.5333 2.0667 98.4667 97.9333 10.6533 11.4533 89.3467 88.5467 25.58 24.67 224 0.875 bicubic bilinear
143 selecsls42b seresnet50 1.44 2.0667 98.56 97.9333 10.4533 12.2667 89.5467 87.7333 32.46 28.09 224 0.875 bicubic bilinear
144 ssl_resnet18 densenet161 1.3867 1.9733 98.6133 98.0267 8.2 10.5867 91.8 89.4133 11.69 28.68 224 0.875 bilinear bicubic
145 dla60 tf_efficientnet_b0_ap 1.3333 1.96 98.6667 98.04 9.4667 10.8 90.5333 89.2 22.33 5.29 224 0.875 bilinear bicubic
146 dpn68 tf_efficientnet_em 1.32 1.8133 98.68 98.1867 8.8267 11.6267 91.1733 88.3733 12.61 6.9 224 240 0.875 0.882 bicubic
147 res2net50_48w_2s tf_mixnet_m 1.2933 1.8133 98.7067 98.1867 8.9333 10.5467 91.0667 89.4533 25.29 5.01 224 0.875 bilinear bicubic
148 tf_mixnet_s tf_efficientnet_lite2 1.2667 1.8 98.7333 98.2 8.7333 11.1467 91.2667 88.8533 4.13 6.09 224 260 0.875 0.89 bicubic
149 fbnetc_100 res2net50_14w_8s 1.24 1.7867 98.76 98.2133 8.76 10.3467 91.24 89.6533 5.57 25.06 224 0.875 bilinear
150 resnet26d res2net50_26w_4s 1.24 1.7733 98.76 98.2267 9.32 10.44 90.68 89.56 16.01 25.7 224 0.875 bicubic bilinear
151 tf_mobilenetv3_large_100 mobilenetv3_large_100 1.1867 1.76 98.8133 98.24 7.9467 10.2933 92.0533 89.7067 5.48 224 0.875 bilinear bicubic
152 densenet169 tf_efficientnet_b0 1.1733 1.6933 98.8267 98.3067 8.3067 9.7333 91.6933 90.2667 14.15 5.29 224 0.875 bicubic
153 gluon_resnet50_v1b tv_resnext50_32x4d 1.16 1.68 98.84 98.32 9.08 10.6 90.92 89.4 25.56 25.03 224 0.875 bicubic bilinear
154 seresnet34 mobilenetv3_rw 1.12 1.6667 98.88 98.3333 7.4267 10.7333 92.5733 89.2667 21.96 5.48 224 0.875 bilinear bicubic
155 tf_efficientnet_es resnet101 1.12 1.6667 98.88 98.3333 8.5867 9.8133 91.4133 90.1867 5.44 44.55 224 0.875 bicubic bilinear
156 spnasnet_100 mobilenetv2_120d 1.1067 1.64 98.8933 98.36 8.2133 10.4533 91.7867 89.5467 4.42 5.83 224 0.875 bilinear bicubic
157 dla34 mixnet_s 1.08 1.5867 98.92 98.4133 7.68 10.2533 92.32 89.7467 15.78 4.13 224 0.875 bilinear bicubic
158 resnet34 densenet201 1 1.5467 99 98.4533 7.5333 9.6267 92.4667 90.3733 21.8 20.01 224 0.875 bilinear bicubic
159 gluon_resnet34_v1b gluon_resnet50_v1c 0.8933 1.5467 99.1067 98.4533 6.6 10.6133 93.4 89.3867 21.8 25.58 224 0.875 bicubic
160 hrnet_w18_small_v2 semnasnet_100 0.8933 1.5467 99.1067 98.4533 7.3867 9.32 92.6133 90.68 15.6 3.89 224 0.875 bilinear bicubic
161 skresnet18 selecsls42b 0.88 1.4667 99.12 98.5333 7.3467 10.44 92.6533 89.56 11.96 32.46 224 0.875 bicubic
162 tf_mobilenetv3_large_075 tf_efficientnet_lite1 0.88 1.4533 99.12 98.5467 6.72 9.7067 93.28 90.2933 3.99 5.42 224 240 0.875 0.882 bilinear bicubic
163 mnasnet_100 ssl_resnet18 0.8667 1.3867 99.1333 98.6133 7.8267 8.16 92.1733 91.84 4.38 11.69 224 0.875 bicubic bilinear
164 tf_mobilenetv3_small_100 dla60 0.7467 1.3467 99.2533 98.6533 4.6667 9.4667 95.3333 90.5333 2.54 22.33 224 0.875 bilinear
165 seresnet18 dpn68 0.7333 1.3467 99.2667 98.6533 6.0267 8.8133 93.9733 91.1867 11.78 12.61 224 0.875 bicubic
166 densenet121 res2net50_48w_2s 0.68 1.3067 99.32 98.6933 6.8933 8.92 93.1067 91.08 7.98 25.29 224 0.875 bicubic bilinear
167 tf_mobilenetv3_small_075 tf_mixnet_s 0.6533 1.28 99.3467 98.72 4.1867 8.7467 95.8133 91.2533 2.04 4.13 224 0.875 bilinear bicubic
168 tv_resnet34 mobilenetv2_140 0.6 1.2533 99.4 98.7467 5.5333 9.1067 94.4667 90.8933 21.8 6.11 224 0.875 bilinear bicubic
169 resnet26 fbnetc_100 0.5867 1.2267 99.4133 98.7733 6.8933 8.7467 93.1067 91.2533 16 5.57 224 0.875 bicubic bilinear
170 dla46_c resnet26d 0.52 1.2267 99.48 98.7733 4.1733 9.28 95.8267 90.72 1.31 16.01 224 0.875 bilinear bicubic
171 dla60x_c densenet169 0.48 1.1867 99.52 98.8133 5.2133 8.32 94.7867 91.68 1.34 14.15 224 0.875 bilinear bicubic
172 tf_mobilenetv3_large_minimal_100 tf_mobilenetv3_large_100 0.48 1.1867 99.52 98.8133 4.88 7.9467 95.12 92.0533 3.92 5.48 224 0.875 bilinear
173 hrnet_w18_small gluon_resnet50_v1b 0.4533 1.16 99.5467 98.84 4.84 9.0267 95.16 90.9733 13.19 25.56 224 0.875 bilinear bicubic
174 dla46x_c seresnet34 0.4133 1.12 99.5867 98.88 4.44 7.4 95.56 92.6 1.08 21.96 224 0.875 bilinear
175 gluon_resnet18_v1b tf_efficientnet_es 0.3867 1.12 99.6133 98.88 4.7867 8.6 95.2133 91.4 11.69 5.44 224 0.875 bicubic
176 tf_mobilenetv3_small_minimal_100 spnasnet_100 0.36 1.1067 99.64 98.8933 2.8667 8.2533 97.1333 91.7467 2.04 4.42 224 0.875 bilinear
177 resnet18 tf_efficientnet_lite0 0.2933 1.1067 99.7067 98.8933 4.04 7.4933 95.96 92.5067 11.69 4.65 224 0.875 bilinear bicubic
178 tv_resnet50 dla34 0 1.08 100 98.92 2.9067 7.6933 97.0933 92.3067 25.56 15.78 224 0.875 bilinear
179 resnet34 0.9867 99.0133 7.5333 92.4667 21.8 224 0.875 bilinear
180 mobilenetv2_110d 0.9333 99.0667 8.1067 91.8933 4.52 224 0.875 bicubic
181 gluon_resnet34_v1b 0.8933 99.1067 6.6 93.4 21.8 224 0.875 bicubic
182 hrnet_w18_small_v2 0.8933 99.1067 7.3867 92.6133 15.6 224 0.875 bilinear
183 skresnet18 0.88 99.12 7.3867 92.6133 11.96 224 0.875 bicubic
184 mnasnet_100 0.8667 99.1333 7.8667 92.1333 4.38 224 0.875 bicubic
185 tf_mobilenetv3_large_075 0.8667 99.1333 6.72 93.28 3.99 224 0.875 bilinear
186 tf_mobilenetv3_small_100 0.7467 99.2533 4.6667 95.3333 2.54 224 0.875 bilinear
187 seresnet18 0.72 99.28 6.0267 93.9733 11.78 224 0.875 bicubic
188 densenet121 0.68 99.32 6.9067 93.0933 7.98 224 0.875 bicubic
189 tf_mobilenetv3_small_075 0.6267 99.3733 4.1733 95.8267 2.04 224 0.875 bilinear
190 resnet26 0.6 99.4 6.88 93.12 16 224 0.875 bicubic
191 tv_resnet34 0.6 99.4 5.52 94.48 21.8 224 0.875 bilinear
192 mobilenetv2_100 0.5333 99.4667 6.1867 93.8133 3.5 224 0.875 bicubic
193 dla46_c 0.52 99.48 4.1867 95.8133 1.31 224 0.875 bilinear
194 tf_mobilenetv3_large_minimal_100 0.48 99.52 4.88 95.12 3.92 224 0.875 bilinear
195 dla60x_c 0.4667 99.5333 5.2133 94.7867 1.34 224 0.875 bilinear
196 hrnet_w18_small 0.4533 99.5467 4.84 95.16 13.19 224 0.875 bilinear
197 dla46x_c 0.4133 99.5867 4.44 95.56 1.08 224 0.875 bilinear
198 gluon_resnet18_v1b 0.3867 99.6133 4.7867 95.2133 11.69 224 0.875 bicubic
199 tf_mobilenetv3_small_minimal_100 0.36 99.64 2.8667 97.1333 2.04 224 0.875 bilinear
200 resnet18 0.2933 99.7067 4.04 95.96 11.69 224 0.875 bilinear
201 tv_resnet50 0 100 2.8933 97.1067 25.56 224 0.875 bilinear

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model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
tf_efficientnet_l2_ns,88.352,11.648,98.65,1.35,480.31,800,0.961,bicubic
tf_efficientnet_l2_ns,88.352,11.648,98.648,1.352,480.31,800,0.96,bicubic
tf_efficientnet_l2_ns_475,88.234,11.766,98.546,1.454,480.31,475,0.936,bicubic
tf_efficientnet_b7_ns,86.84,13.16,98.094,1.906,66.35,600,0.949,bicubic
tf_efficientnet_b6_ns,86.452,13.548,97.882,2.118,43.04,528,0.942,bicubic
tf_efficientnet_b5_ns,86.088,13.912,97.752,2.248,30.39,456,0.934,bicubic
ig_resnext101_32x48d,85.428,14.572,97.572,2.428,828.41,224,0.875,bilinear
tf_efficientnet_b8,85.37,14.63,97.39,2.61,87.41,672,0.954,bicubic
tf_efficientnet_b8_ap,85.37,14.63,97.294,2.706,87.41,672,0.954,bicubic
tf_efficientnet_b4_ns,85.162,14.838,97.47,2.53,19.34,380,0.922,bicubic
tf_efficientnet_b7_ap,85.12,14.88,97.252,2.748,66.35,600,0.949,bicubic
ig_resnext101_32x32d,85.094,14.906,97.438,2.562,468.53,224,0.875,bilinear
tf_efficientnet_b7,84.936,15.064,97.204,2.796,66.35,600,0.949,bicubic
tf_efficientnet_b6_ap,84.788,15.212,97.138,2.862,43.04,528,0.942,bicubic
swsl_resnext101_32x8d,84.284,15.716,97.176,2.824,88.79,224,0.875,bilinear
tf_efficientnet_b5_ap,84.252,15.748,96.974,3.026,30.39,456,0.934,bicubic
ig_resnext101_32x16d,84.17,15.83,97.196,2.804,194.03,224,0.875,bilinear
tf_efficientnet_b6,84.11,15.89,96.886,3.114,43.04,528,0.942,bicubic
tf_efficientnet_b3_ns,84.048,15.952,96.91,3.09,12.23,300,0.904,bicubic
tf_efficientnet_b5,83.812,16.188,96.748,3.252,30.39,456,0.934,bicubic
swsl_resnext101_32x16d,83.346,16.654,96.846,3.154,194.03,224,0.875,bilinear
tf_efficientnet_b4_ap,83.248,16.752,96.392,3.608,19.34,380,0.922,bicubic
swsl_resnext101_32x4d,83.23,16.77,96.76,3.24,44.18,224,0.875,bilinear
tf_efficientnet_b4,83.022,16.978,96.3,3.7,19.34,380,0.922,bicubic
pnasnet5large,82.736,17.264,96.046,3.954,86.06,331,0.875,bicubic
ig_resnext101_32x8d,82.688,17.312,96.636,3.364,88.79,224,0.875,bilinear
nasnetalarge,82.554,17.446,96.038,3.962,88.75,331,0.875,bicubic
tf_efficientnet_b2_ns,82.38,17.62,96.248,3.752,9.11,260,0.89,bicubic
swsl_resnext50_32x4d,82.182,17.818,96.23,3.77,25.03,224,0.875,bilinear
efficientnet_b3a,81.866,18.134,95.836,4.164,12.23,320,1,bicubic
ssl_resnext101_32x16d,81.844,18.156,96.096,3.904,194.03,224,0.875,bilinear
tf_efficientnet_b3_ap,81.822,18.178,95.624,4.376,12.23,300,0.904,bicubic
tf_efficientnet_b3,81.636,18.364,95.718,4.282,12.23,300,0.904,bicubic
ssl_resnext101_32x8d,81.616,18.384,96.038,3.962,88.79,224,0.875,bilinear
efficientnet_b3,81.494,18.506,95.716,4.284,12.23,300,0.904,bicubic
tf_efficientnet_b1_ns,81.388,18.612,95.738,4.262,7.79,240,0.882,bicubic
senet154,81.31,18.69,95.496,4.504,115.09,224,0.875,bilinear
gluon_senet154,81.234,18.766,95.348,4.652,115.09,224,0.875,bicubic
swsl_resnet50,81.166,18.834,95.972,4.028,25.56,224,0.875,bilinear
gluon_resnet152_v1s,81.016,18.984,95.412,4.588,60.32,224,0.875,bicubic
ssl_resnext101_32x4d,80.924,19.076,95.728,4.272,44.18,224,0.875,bilinear
gluon_seresnext101_32x4d,80.904,19.096,95.294,4.706,48.96,224,0.875,bicubic
gluon_seresnext101_64x4d,80.894,19.106,95.308,4.692,88.23,224,0.875,bicubic
efficientnet_b2a,80.612,19.388,95.318,4.682,9.11,288,1,bicubic
gluon_resnext101_64x4d,80.604,19.396,94.988,5.012,83.46,224,0.875,bicubic
mixnet_xl,80.476,19.524,94.936,5.064,11.9,224,0.875,bicubic
gluon_resnet152_v1d,80.474,19.526,95.206,4.794,60.21,224,0.875,bicubic
inception_resnet_v2,80.458,19.542,95.306,4.694,55.84,299,0.8975,bicubic
tf_efficientnet_el,80.44,19.56,95.164,4.836,10.59,300,0.904,bicubic
gluon_resnet101_v1d,80.414,19.586,95.014,4.986,44.57,224,0.875,bicubic
efficientnet_b2,80.392,19.608,95.076,4.924,9.11,260,0.875,bicubic
tf_efficientnet_b7_ns,86.838,13.162,98.094,1.906,66.35,600,0.949,bicubic
tf_efficientnet_b6_ns,86.462,13.538,97.884,2.116,43.04,528,0.942,bicubic
tf_efficientnet_b5_ns,86.08,13.92,97.754,2.246,30.39,456,0.934,bicubic
ig_resnext101_32x48d,85.442,14.558,97.572,2.428,828.41,224,0.875,bilinear
tf_efficientnet_b8,85.37,14.63,97.392,2.608,87.41,672,0.954,bicubic
tf_efficientnet_b8_ap,85.368,14.632,97.294,2.706,87.41,672,0.954,bicubic
tf_efficientnet_b4_ns,85.158,14.842,97.468,2.532,19.34,380,0.922,bicubic
tf_efficientnet_b7_ap,85.118,14.882,97.252,2.748,66.35,600,0.949,bicubic
ig_resnext101_32x32d,85.092,14.908,97.436,2.564,468.53,224,0.875,bilinear
tf_efficientnet_b7,84.932,15.068,97.208,2.792,66.35,600,0.949,bicubic
tf_efficientnet_b6_ap,84.786,15.214,97.138,2.862,43.04,528,0.942,bicubic
swsl_resnext101_32x8d,84.294,15.706,97.174,2.826,88.79,224,0.875,bilinear
tf_efficientnet_b5_ap,84.254,15.746,96.976,3.024,30.39,456,0.934,bicubic
ig_resnext101_32x16d,84.176,15.824,97.196,2.804,194.03,224,0.875,bilinear
tf_efficientnet_b6,84.112,15.888,96.884,3.116,43.04,528,0.942,bicubic
tf_efficientnet_b3_ns,84.054,15.946,96.912,3.088,12.23,300,0.904,bicubic
tf_efficientnet_b5,83.816,16.184,96.75,3.25,30.39,456,0.934,bicubic
swsl_resnext101_32x16d,83.338,16.662,96.852,3.148,194.03,224,0.875,bilinear
tf_efficientnet_b4_ap,83.248,16.752,96.388,3.612,19.34,380,0.922,bicubic
swsl_resnext101_32x4d,83.234,16.766,96.756,3.244,44.18,224,0.875,bilinear
tresnet_xl_448,83.048,16.952,96.174,3.826,78.44,448,0.875,bilinear
tf_efficientnet_b4,83.016,16.984,96.298,3.702,19.34,380,0.922,bicubic
pnasnet5large,82.74,17.26,96.04,3.96,86.06,331,0.875,bicubic
ig_resnext101_32x8d,82.688,17.312,96.632,3.368,88.79,224,0.875,bilinear
nasnetalarge,82.558,17.442,96.036,3.964,88.75,331,0.875,bicubic
tf_efficientnet_b2_ns,82.38,17.62,96.252,3.748,9.11,260,0.89,bicubic
tresnet_l_448,82.268,17.732,95.978,4.022,55.99,448,0.875,bilinear
swsl_resnext50_32x4d,82.18,17.82,96.228,3.772,25.03,224,0.875,bilinear
ecaresnet101d,82.166,17.834,96.052,3.948,44.57,224,0.875,bicubic
tresnet_xl,82.07,17.93,95.928,4.072,78.44,224,0.875,bilinear
efficientnet_b3a,81.874,18.126,95.84,4.16,12.23,320,1,bicubic
ssl_resnext101_32x16d,81.836,18.164,96.094,3.906,194.03,224,0.875,bilinear
tf_efficientnet_b3_ap,81.828,18.172,95.624,4.376,12.23,300,0.904,bicubic
tresnet_m_448,81.712,18.288,95.57,4.43,31.39,448,0.875,bilinear
tf_efficientnet_b3,81.64,18.36,95.722,4.278,12.23,300,0.904,bicubic
ssl_resnext101_32x8d,81.626,18.374,96.038,3.962,88.79,224,0.875,bilinear
tf_efficientnet_lite4,81.528,18.472,95.668,4.332,13.01,380,0.92,bilinear
efficientnet_b3,81.498,18.502,95.718,4.282,12.23,300,0.904,bicubic
tresnet_l,81.488,18.512,95.628,4.372,55.99,224,0.875,bilinear
tf_efficientnet_b1_ns,81.386,18.614,95.738,4.262,7.79,240,0.882,bicubic
senet154,81.304,18.696,95.498,4.502,115.09,224,0.875,bilinear
gluon_senet154,81.224,18.776,95.356,4.644,115.09,224,0.875,bicubic
swsl_resnet50,81.18,18.82,95.986,4.014,25.56,224,0.875,bilinear
gluon_resnet152_v1s,81.012,18.988,95.416,4.584,60.32,224,0.875,bicubic
ssl_resnext101_32x4d,80.928,19.072,95.728,4.272,44.18,224,0.875,bilinear
gluon_seresnext101_32x4d,80.902,19.098,95.294,4.706,48.96,224,0.875,bicubic
gluon_seresnext101_64x4d,80.89,19.11,95.304,4.696,88.23,224,0.875,bicubic
ecaresnet101d_pruned,80.808,19.192,95.628,4.372,24.88,224,0.875,bicubic
tresnet_m,80.796,19.204,94.856,5.144,31.39,224,0.875,bilinear
efficientnet_b2a,80.608,19.392,95.31,4.69,9.11,288,1,bicubic
ecaresnet50d,80.604,19.396,95.322,4.678,25.58,224,0.875,bicubic
gluon_resnext101_64x4d,80.602,19.398,94.994,5.006,83.46,224,0.875,bicubic
mixnet_xl,80.478,19.522,94.932,5.068,11.9,224,0.875,bicubic
gluon_resnet152_v1d,80.47,19.53,95.206,4.794,60.21,224,0.875,bicubic
inception_resnet_v2,80.46,19.54,95.31,4.69,55.84,299,0.8975,bicubic
ecaresnetlight,80.454,19.546,95.256,4.744,30.16,224,0.875,bicubic
tf_efficientnet_el,80.448,19.552,95.16,4.84,10.59,300,0.904,bicubic
gluon_resnet101_v1d,80.424,19.576,95.02,4.98,44.57,224,0.875,bicubic
efficientnet_b2,80.402,19.598,95.076,4.924,9.11,260,0.875,bicubic
gluon_resnext101_32x4d,80.334,19.666,94.926,5.074,44.18,224,0.875,bicubic
ssl_resnext50_32x4d,80.318,19.682,95.406,4.594,25.03,224,0.875,bilinear
gluon_resnet101_v1s,80.302,19.698,95.16,4.84,44.67,224,0.875,bicubic
tf_efficientnet_b2_ap,80.3,19.7,95.028,4.972,9.11,260,0.89,bicubic
seresnext101_32x4d,80.228,19.772,95.018,4.982,48.96,224,0.875,bilinear
inception_v4,80.168,19.832,94.968,5.032,42.68,299,0.875,bicubic
dpn107,80.156,19.844,94.91,5.09,86.92,224,0.875,bicubic
skresnext50_32x4d,80.156,19.844,94.642,5.358,27.48,224,0.875,bicubic
tf_efficientnet_b2,80.086,19.914,94.908,5.092,9.11,260,0.89,bicubic
dpn92,80.008,19.992,94.836,5.164,37.67,224,0.875,bicubic
ens_adv_inception_resnet_v2,79.982,20.018,94.936,5.064,55.84,299,0.8975,bicubic
gluon_seresnext50_32x4d,79.918,20.082,94.822,5.178,27.56,224,0.875,bicubic
gluon_resnet152_v1c,79.91,20.09,94.84,5.16,60.21,224,0.875,bicubic
dpn131,79.822,20.178,94.71,5.29,79.25,224,0.875,bicubic
gluon_resnet152_v1b,79.686,20.314,94.736,5.264,60.19,224,0.875,bicubic
resnext50d_32x4d,79.676,20.324,94.866,5.134,25.05,224,0.875,bicubic
dpn98,79.642,20.358,94.598,5.402,61.57,224,0.875,bicubic
gluon_xception65,79.588,20.412,94.756,5.244,39.92,299,0.875,bicubic
gluon_resnet101_v1c,79.534,20.466,94.578,5.422,44.57,224,0.875,bicubic
hrnet_w64,79.474,20.526,94.652,5.348,128.06,224,0.875,bilinear
dla102x2,79.448,20.552,94.64,5.36,41.75,224,0.875,bilinear
gluon_resnext50_32x4d,79.354,20.646,94.426,5.574,25.03,224,0.875,bicubic
resnext101_32x8d,79.308,20.692,94.518,5.482,88.79,224,0.875,bilinear
tf_efficientnet_cc_b1_8e,79.308,20.692,94.37,5.63,39.72,240,0.882,bicubic
gluon_resnet101_v1b,79.306,20.694,94.524,5.476,44.55,224,0.875,bicubic
hrnet_w48,79.3,20.7,94.512,5.488,77.47,224,0.875,bilinear
tf_efficientnet_b1_ap,79.28,20.72,94.306,5.694,7.79,240,0.882,bicubic
ssl_resnet50,79.222,20.778,94.832,5.168,25.56,224,0.875,bilinear
res2net50_26w_8s,79.198,20.802,94.368,5.632,48.4,224,0.875,bilinear
res2net101_26w_4s,79.198,20.802,94.432,5.568,45.21,224,0.875,bilinear
seresnext50_32x4d,79.078,20.922,94.436,5.564,27.56,224,0.875,bilinear
gluon_resnet50_v1d,79.074,20.926,94.47,5.53,25.58,224,0.875,bicubic
xception,79.052,20.948,94.392,5.608,22.86,299,0.8975,bicubic
resnet50,79.038,20.962,94.39,5.61,25.56,224,0.875,bicubic
mixnet_l,78.976,21.024,94.182,5.818,7.33,224,0.875,bicubic
hrnet_w40,78.92,21.08,94.47,5.53,57.56,224,0.875,bilinear
hrnet_w44,78.896,21.104,94.368,5.632,67.06,224,0.875,bilinear
wide_resnet101_2,78.856,21.144,94.282,5.718,126.89,224,0.875,bilinear
tf_efficientnet_b1,78.826,21.174,94.198,5.802,7.79,240,0.882,bicubic
gluon_inception_v3,78.806,21.194,94.37,5.63,23.83,299,0.875,bicubic
tf_mixnet_l,78.774,21.226,93.998,6.002,7.33,224,0.875,bicubic
gluon_resnet50_v1s,78.712,21.288,94.238,5.762,25.68,224,0.875,bicubic
tf_efficientnet_em,78.708,21.292,94.314,5.686,6.9,240,0.882,bicubic
efficientnet_b1,78.698,21.302,94.144,5.856,7.79,240,0.875,bicubic
dla169,78.688,21.312,94.336,5.664,53.99,224,0.875,bilinear
seresnet152,78.66,21.34,94.37,5.63,66.82,224,0.875,bilinear
tf_efficientnet_b0_ns,78.658,21.342,94.376,5.624,5.29,224,0.875,bicubic
res2net50_26w_6s,78.57,21.43,94.124,5.876,37.05,224,0.875,bilinear
resnext50_32x4d,78.512,21.488,94.042,5.958,25.03,224,0.875,bicubic
dla102x,78.51,21.49,94.228,5.772,26.77,224,0.875,bilinear
wide_resnet50_2,78.478,21.522,94.094,5.906,68.88,224,0.875,bilinear
dla60_res2net,78.464,21.536,94.206,5.794,21.15,224,0.875,bilinear
hrnet_w32,78.45,21.55,94.186,5.814,41.23,224,0.875,bilinear
dla60_res2next,78.44,21.56,94.152,5.848,17.33,224,0.875,bilinear
selecsls60b,78.412,21.588,94.174,5.826,32.77,224,0.875,bicubic
seresnet101,78.382,21.618,94.264,5.736,49.33,224,0.875,bilinear
resnet152,78.312,21.688,94.038,5.962,60.19,224,0.875,bilinear
dla60x,78.246,21.754,94.018,5.982,17.65,224,0.875,bilinear
res2next50,78.246,21.754,93.892,6.108,24.67,224,0.875,bilinear
hrnet_w30,78.206,21.794,94.222,5.778,37.71,224,0.875,bilinear
res2net50_14w_8s,78.15,21.85,93.848,6.152,25.06,224,0.875,bilinear
efficientnet_es,78.066,21.934,93.926,6.074,5.44,224,0.875,bicubic
dla102,78.032,21.968,93.946,6.054,33.73,224,0.875,bilinear
gluon_resnet50_v1c,78.012,21.988,93.988,6.012,25.58,224,0.875,bicubic
seresnext26t_32x4d,77.998,22.002,93.708,6.292,16.82,224,0.875,bicubic
seresnext26tn_32x4d,77.986,22.014,93.746,6.254,16.81,224,0.875,bicubic
selecsls60,77.982,22.018,93.828,6.172,30.67,224,0.875,bicubic
res2net50_26w_4s,77.964,22.036,93.854,6.146,25.7,224,0.875,bilinear
tf_efficientnet_cc_b0_8e,77.908,22.092,93.654,6.346,24.01,224,0.875,bicubic
tf_inception_v3,77.86,22.14,93.64,6.36,23.83,299,0.875,bicubic
efficientnet_b0,77.698,22.302,93.532,6.468,5.29,224,0.875,bicubic
seresnet50,77.63,22.37,93.748,6.252,28.09,224,0.875,bilinear
tv_resnext50_32x4d,77.62,22.38,93.696,6.304,25.03,224,0.875,bilinear
seresnext26d_32x4d,77.602,22.398,93.608,6.392,16.81,224,0.875,bicubic
adv_inception_v3,77.582,22.418,93.736,6.264,23.83,299,0.875,bicubic
gluon_resnet50_v1b,77.58,22.42,93.716,6.284,25.56,224,0.875,bicubic
res2net50_48w_2s,77.522,22.478,93.554,6.446,25.29,224,0.875,bilinear
dpn68b,77.512,22.488,93.822,6.178,12.61,224,0.875,bicubic
inception_v3,77.44,22.56,93.474,6.526,27.16,299,0.875,bicubic
resnet101,77.374,22.626,93.54,6.46,44.55,224,0.875,bilinear
densenet161,77.358,22.642,93.638,6.362,28.68,224,0.875,bicubic
tf_efficientnet_cc_b0_4e,77.306,22.694,93.334,6.666,13.31,224,0.875,bicubic
densenet201,77.286,22.714,93.478,6.522,20.01,224,0.875,bicubic
mixnet_m,77.26,22.74,93.424,6.576,5.01,224,0.875,bicubic
tf_efficientnet_es,77.258,22.742,93.594,6.406,5.44,224,0.875,bicubic
selecsls42b,77.174,22.826,93.39,6.61,32.46,224,0.875,bicubic
seresnext26_32x4d,77.104,22.896,93.316,6.684,16.79,224,0.875,bicubic
tf_efficientnet_b0_ap,77.086,22.914,93.256,6.744,5.29,224,0.875,bicubic
dla60,77.032,22.968,93.318,6.682,22.33,224,0.875,bilinear
tf_mixnet_m,76.942,23.058,93.152,6.848,5.01,224,0.875,bicubic
tf_efficientnet_b0,76.848,23.152,93.228,6.772,5.29,224,0.875,bicubic
hrnet_w18,76.758,23.242,93.444,6.556,21.3,224,0.875,bilinear
resnet26d,76.696,23.304,93.15,6.85,16.01,224,0.875,bicubic
dpn68,76.318,23.682,92.978,7.022,12.61,224,0.875,bicubic
tv_resnet50,76.138,23.862,92.864,7.136,25.56,224,0.875,bilinear
mixnet_s,75.992,24.008,92.796,7.204,4.13,224,0.875,bicubic
densenet169,75.906,24.094,93.026,6.974,14.15,224,0.875,bicubic
tf_mixnet_s,75.65,24.35,92.63,7.37,4.13,224,0.875,bicubic
mobilenetv3_rw,75.634,24.366,92.708,7.292,5.48,224,0.875,bicubic
tf_mobilenetv3_large_100,75.518,24.482,92.606,7.394,5.48,224,0.875,bilinear
semnasnet_100,75.448,24.552,92.604,7.396,3.89,224,0.875,bicubic
ssl_resnext50_32x4d,80.328,19.672,95.404,4.596,25.03,224,0.875,bilinear
tf_efficientnet_b2_ap,80.306,19.694,95.028,4.972,9.11,260,0.89,bicubic
gluon_resnet101_v1s,80.3,19.7,95.15,4.85,44.67,224,0.875,bicubic
seresnext101_32x4d,80.236,19.764,95.028,4.972,48.96,224,0.875,bilinear
dpn107,80.164,19.836,94.912,5.088,86.92,224,0.875,bicubic
inception_v4,80.156,19.844,94.974,5.026,42.68,299,0.875,bicubic
skresnext50_32x4d,80.15,19.85,94.644,5.356,27.48,224,0.875,bicubic
tf_efficientnet_b2,80.09,19.91,94.906,5.094,9.11,260,0.89,bicubic
dpn92,80.016,19.984,94.838,5.162,37.67,224,0.875,bicubic
ens_adv_inception_resnet_v2,79.976,20.024,94.946,5.054,55.84,299,0.8975,bicubic
gluon_resnet152_v1c,79.916,20.084,94.842,5.158,60.21,224,0.875,bicubic
gluon_seresnext50_32x4d,79.912,20.088,94.818,5.182,27.56,224,0.875,bicubic
dpn131,79.828,20.172,94.704,5.296,79.25,224,0.875,bicubic
tf_efficientnet_lite3,79.812,20.188,94.914,5.086,8.2,300,0.904,bilinear
resnext50_32x4d,79.762,20.238,94.6,5.4,25.03,224,0.875,bicubic
ecaresnet50d_pruned,79.718,20.282,94.89,5.11,19.94,224,0.875,bicubic
gluon_resnet152_v1b,79.692,20.308,94.738,5.262,60.19,224,0.875,bicubic
resnext50d_32x4d,79.674,20.326,94.868,5.132,25.05,224,0.875,bicubic
dpn98,79.636,20.364,94.594,5.406,61.57,224,0.875,bicubic
gluon_xception65,79.604,20.396,94.748,5.252,39.92,299,0.875,bicubic
gluon_resnet101_v1c,79.544,20.456,94.586,5.414,44.57,224,0.875,bicubic
hrnet_w64,79.472,20.528,94.65,5.35,128.06,224,0.875,bilinear
dla102x2,79.452,20.548,94.644,5.356,41.75,224,0.875,bilinear
gluon_resnext50_32x4d,79.356,20.644,94.424,5.576,25.03,224,0.875,bicubic
resnext101_32x8d,79.312,20.688,94.526,5.474,88.79,224,0.875,bilinear
hrnet_w48,79.31,20.69,94.518,5.482,77.47,224,0.875,bilinear
gluon_resnet101_v1b,79.304,20.696,94.524,5.476,44.55,224,0.875,bicubic
tf_efficientnet_cc_b1_8e,79.298,20.702,94.364,5.636,39.72,240,0.882,bicubic
resnetblur50,79.29,20.71,94.632,5.368,25.56,224,0.875,bicubic
tf_efficientnet_b1_ap,79.278,20.722,94.308,5.692,7.79,240,0.882,bicubic
ssl_resnet50,79.228,20.772,94.832,5.168,25.56,224,0.875,bilinear
res2net50_26w_8s,79.21,20.79,94.362,5.638,48.4,224,0.875,bilinear
res2net101_26w_4s,79.196,20.804,94.44,5.56,45.21,224,0.875,bilinear
seresnext50_32x4d,79.076,20.924,94.434,5.566,27.56,224,0.875,bilinear
gluon_resnet50_v1d,79.074,20.926,94.476,5.524,25.58,224,0.875,bicubic
xception,79.048,20.952,94.392,5.608,22.86,299,0.8975,bicubic
resnet50,79.032,20.968,94.384,5.616,25.56,224,0.875,bicubic
mixnet_l,78.976,21.024,94.184,5.816,7.33,224,0.875,bicubic
hrnet_w40,78.934,21.066,94.466,5.534,57.56,224,0.875,bilinear
hrnet_w44,78.894,21.106,94.37,5.63,67.06,224,0.875,bilinear
wide_resnet101_2,78.846,21.154,94.284,5.716,126.89,224,0.875,bilinear
tf_efficientnet_b1,78.832,21.168,94.196,5.804,7.79,240,0.882,bicubic
gluon_inception_v3,78.804,21.196,94.38,5.62,23.83,299,0.875,bicubic
tf_mixnet_l,78.77,21.23,94.004,5.996,7.33,224,0.875,bicubic
gluon_resnet50_v1s,78.712,21.288,94.242,5.758,25.68,224,0.875,bicubic
dla169,78.71,21.29,94.338,5.662,53.99,224,0.875,bilinear
efficientnet_b1,78.698,21.302,94.152,5.848,7.79,240,0.875,bicubic
tf_efficientnet_em,78.698,21.302,94.32,5.68,6.9,240,0.882,bicubic
seresnet152,78.658,21.342,94.374,5.626,66.82,224,0.875,bilinear
tf_efficientnet_b0_ns,78.652,21.348,94.368,5.632,5.29,224,0.875,bicubic
res2net50_26w_6s,78.574,21.426,94.126,5.874,37.05,224,0.875,bilinear
dla102x,78.508,21.492,94.234,5.766,26.77,224,0.875,bilinear
dla60_res2net,78.472,21.528,94.204,5.796,21.15,224,0.875,bilinear
wide_resnet50_2,78.468,21.532,94.086,5.914,68.88,224,0.875,bilinear
dla60_res2next,78.448,21.552,94.144,5.856,17.33,224,0.875,bilinear
hrnet_w32,78.448,21.552,94.188,5.812,41.23,224,0.875,bilinear
selecsls60b,78.418,21.582,94.166,5.834,32.77,224,0.875,bicubic
seresnet101,78.396,21.604,94.258,5.742,49.33,224,0.875,bilinear
resnet152,78.312,21.688,94.046,5.954,60.19,224,0.875,bilinear
dla60x,78.242,21.758,94.022,5.978,17.65,224,0.875,bilinear
res2next50,78.242,21.758,93.892,6.108,24.67,224,0.875,bilinear
hrnet_w30,78.196,21.804,94.218,5.782,37.71,224,0.875,bilinear
res2net50_14w_8s,78.152,21.848,93.842,6.158,25.06,224,0.875,bilinear
efficientnet_es,78.054,21.946,93.93,6.07,5.44,224,0.875,bicubic
dla102,78.026,21.974,93.95,6.05,33.73,224,0.875,bilinear
gluon_resnet50_v1c,78.01,21.99,93.988,6.012,25.58,224,0.875,bicubic
seresnext26tn_32x4d,77.99,22.01,93.748,6.252,16.81,224,0.875,bicubic
seresnext26t_32x4d,77.988,22.012,93.706,6.294,16.82,224,0.875,bicubic
selecsls60,77.982,22.018,93.832,6.168,30.67,224,0.875,bicubic
res2net50_26w_4s,77.946,22.054,93.852,6.148,25.7,224,0.875,bilinear
tf_efficientnet_cc_b0_8e,77.908,22.092,93.656,6.344,24.01,224,0.875,bicubic
tf_inception_v3,77.856,22.144,93.644,6.356,23.83,299,0.875,bicubic
efficientnet_b0,77.692,22.308,93.532,6.468,5.29,224,0.875,bicubic
seresnet50,77.636,22.364,93.752,6.248,28.09,224,0.875,bilinear
tv_resnext50_32x4d,77.618,22.382,93.698,6.302,25.03,224,0.875,bilinear
seresnext26d_32x4d,77.604,22.396,93.612,6.388,16.81,224,0.875,bicubic
gluon_resnet50_v1b,77.578,22.422,93.718,6.282,25.56,224,0.875,bicubic
adv_inception_v3,77.576,22.424,93.724,6.276,23.83,299,0.875,bicubic
dpn68b,77.514,22.486,93.822,6.178,12.61,224,0.875,bicubic
res2net50_48w_2s,77.514,22.486,93.548,6.452,25.29,224,0.875,bilinear
tf_efficientnet_lite2,77.46,22.54,93.746,6.254,6.09,260,0.89,bicubic
inception_v3,77.434,22.566,93.478,6.522,27.16,299,0.875,bicubic
resnet101,77.374,22.626,93.546,6.454,44.55,224,0.875,bilinear
densenet161,77.348,22.652,93.648,6.352,28.68,224,0.875,bicubic
tf_efficientnet_cc_b0_4e,77.304,22.696,93.332,6.668,13.31,224,0.875,bicubic
mobilenetv2_120d,77.294,22.706,93.502,6.498,5.83,224,0.875,bicubic
densenet201,77.29,22.71,93.478,6.522,20.01,224,0.875,bicubic
tf_efficientnet_es,77.264,22.736,93.6,6.4,5.44,224,0.875,bicubic
mixnet_m,77.256,22.744,93.418,6.582,5.01,224,0.875,bicubic
selecsls42b,77.176,22.824,93.392,6.608,32.46,224,0.875,bicubic
seresnext26_32x4d,77.1,22.9,93.31,6.69,16.79,224,0.875,bicubic
tf_efficientnet_b0_ap,77.084,22.916,93.254,6.746,5.29,224,0.875,bicubic
dla60,77.022,22.978,93.308,6.692,22.33,224,0.875,bilinear
tf_mixnet_m,76.95,23.05,93.156,6.844,5.01,224,0.875,bicubic
skresnet34,76.91,23.09,93.316,6.684,22.28,224,0.875,bicubic
tf_efficientnet_b0,76.84,23.16,93.226,6.774,5.29,224,0.875,bicubic
hrnet_w18,76.756,23.244,93.442,6.558,21.3,224,0.875,bilinear
resnet26d,76.68,23.32,93.166,6.834,16.01,224,0.875,bicubic
tf_efficientnet_lite1,76.638,23.362,93.232,6.768,5.42,240,0.882,bicubic
mobilenetv2_140,76.524,23.476,92.99,7.01,6.11,224,0.875,bicubic
dpn68,76.306,23.694,92.97,7.03,12.61,224,0.875,bicubic
tv_resnet50,76.13,23.87,92.862,7.138,25.56,224,0.875,bilinear
mixnet_s,75.988,24.012,92.794,7.206,4.13,224,0.875,bicubic
densenet169,75.912,24.088,93.024,6.976,14.15,224,0.875,bicubic
mobilenetv3_large_100,75.768,24.232,92.54,7.46,5.48,224,0.875,bicubic
tf_mixnet_s,75.648,24.352,92.636,7.364,4.13,224,0.875,bicubic
mobilenetv3_rw,75.628,24.372,92.708,7.292,5.48,224,0.875,bicubic
tf_mobilenetv3_large_100,75.516,24.484,92.6,7.4,5.48,224,0.875,bilinear
semnasnet_100,75.456,24.544,92.592,7.408,3.89,224,0.875,bicubic
resnet26,75.292,24.708,92.57,7.43,16,224,0.875,bicubic
fbnetc_100,75.124,24.876,92.386,7.614,5.57,224,0.875,bilinear
hrnet_w18_small_v2,75.114,24.886,92.416,7.584,15.6,224,0.875,bilinear
resnet34,75.11,24.89,92.284,7.716,21.8,224,0.875,bilinear
seresnet34,74.808,25.192,92.124,7.876,21.96,224,0.875,bilinear
densenet121,74.738,25.262,92.15,7.85,7.98,224,0.875,bicubic
mnasnet_100,74.658,25.342,92.114,7.886,4.38,224,0.875,bicubic
dla34,74.63,25.37,92.078,7.922,15.78,224,0.875,bilinear
gluon_resnet34_v1b,74.588,25.412,91.99,8.01,21.8,224,0.875,bicubic
spnasnet_100,74.084,25.916,91.818,8.182,4.42,224,0.875,bilinear
tf_mobilenetv3_large_075,73.438,26.562,91.35,8.65,3.99,224,0.875,bilinear
tv_resnet34,73.312,26.688,91.426,8.574,21.8,224,0.875,bilinear
swsl_resnet18,73.276,26.724,91.734,8.266,11.69,224,0.875,bilinear
skresnet18,73.038,26.962,91.168,8.832,11.96,224,0.875,bicubic
ssl_resnet18,72.61,27.39,91.416,8.584,11.69,224,0.875,bilinear
hrnet_w18_small,72.342,27.658,90.678,9.322,13.19,224,0.875,bilinear
tf_mobilenetv3_large_minimal_100,72.248,27.752,90.63,9.37,3.92,224,0.875,bilinear
seresnet18,71.742,28.258,90.334,9.666,11.78,224,0.875,bicubic
gluon_resnet18_v1b,70.836,29.164,89.762,10.238,11.69,224,0.875,bicubic
resnet18,69.748,30.252,89.078,10.922,11.69,224,0.875,bilinear
tf_mobilenetv3_small_100,67.922,32.078,87.664,12.336,2.54,224,0.875,bilinear
dla60x_c,67.892,32.108,88.426,11.574,1.34,224,0.875,bilinear
dla46x_c,65.97,34.03,86.98,13.02,1.08,224,0.875,bilinear
tf_mobilenetv3_small_075,65.716,34.284,86.13,13.87,2.04,224,0.875,bilinear
dla46_c,64.866,35.134,86.292,13.708,1.31,224,0.875,bilinear
tf_mobilenetv3_small_minimal_100,62.906,37.094,84.23,15.77,2.04,224,0.875,bilinear
hrnet_w18_small_v2,75.126,24.874,92.416,7.584,15.6,224,0.875,bilinear
fbnetc_100,75.12,24.88,92.386,7.614,5.57,224,0.875,bilinear
resnet34,75.112,24.888,92.288,7.712,21.8,224,0.875,bilinear
mobilenetv2_110d,75.052,24.948,92.18,7.82,4.52,224,0.875,bicubic
tf_efficientnet_lite0,74.842,25.158,92.17,7.83,4.65,224,0.875,bicubic
seresnet34,74.808,25.192,92.126,7.874,21.96,224,0.875,bilinear
densenet121,74.752,25.248,92.152,7.848,7.98,224,0.875,bicubic
mnasnet_100,74.656,25.344,92.126,7.874,4.38,224,0.875,bicubic
dla34,74.636,25.364,92.064,7.936,15.78,224,0.875,bilinear
gluon_resnet34_v1b,74.58,25.42,91.988,8.012,21.8,224,0.875,bicubic
spnasnet_100,74.08,25.92,91.832,8.168,4.42,224,0.875,bilinear
tf_mobilenetv3_large_075,73.442,26.558,91.352,8.648,3.99,224,0.875,bilinear
tv_resnet34,73.314,26.686,91.42,8.58,21.8,224,0.875,bilinear
swsl_resnet18,73.286,26.714,91.732,8.268,11.69,224,0.875,bilinear
skresnet18,73.044,26.956,91.178,8.822,11.96,224,0.875,bicubic
mobilenetv2_100,72.978,27.022,91.016,8.984,3.5,224,0.875,bicubic
ssl_resnet18,72.6,27.4,91.418,8.582,11.69,224,0.875,bilinear
hrnet_w18_small,72.342,27.658,90.672,9.328,13.19,224,0.875,bilinear
tf_mobilenetv3_large_minimal_100,72.244,27.756,90.636,9.364,3.92,224,0.875,bilinear
seresnet18,71.758,28.242,90.334,9.666,11.78,224,0.875,bicubic
gluon_resnet18_v1b,70.83,29.17,89.756,10.244,11.69,224,0.875,bicubic
resnet18,69.758,30.242,89.078,10.922,11.69,224,0.875,bilinear
tf_mobilenetv3_small_100,67.918,32.082,87.662,12.338,2.54,224,0.875,bilinear
dla60x_c,67.908,32.092,88.434,11.566,1.34,224,0.875,bilinear
dla46x_c,65.98,34.02,86.98,13.02,1.08,224,0.875,bilinear
tf_mobilenetv3_small_075,65.718,34.282,86.136,13.864,2.04,224,0.875,bilinear
dla46_c,64.878,35.122,86.286,13.714,1.31,224,0.875,bilinear
tf_mobilenetv3_small_minimal_100,62.898,37.102,84.23,15.77,2.04,224,0.875,bilinear

1 model top1 top1_err top5 top5_err param_count img_size cropt_pct interpolation
2 tf_efficientnet_l2_ns 88.352 11.648 98.65 98.648 1.35 1.352 480.31 800 0.961 0.96 bicubic
3 tf_efficientnet_l2_ns_475 88.234 11.766 98.546 1.454 480.31 475 0.936 bicubic
4 tf_efficientnet_b7_ns 86.84 86.838 13.16 13.162 98.094 1.906 66.35 600 0.949 bicubic
5 tf_efficientnet_b6_ns 86.452 86.462 13.548 13.538 97.882 97.884 2.118 2.116 43.04 528 0.942 bicubic
6 tf_efficientnet_b5_ns 86.088 86.08 13.912 13.92 97.752 97.754 2.248 2.246 30.39 456 0.934 bicubic
7 ig_resnext101_32x48d 85.428 85.442 14.572 14.558 97.572 2.428 828.41 224 0.875 bilinear
8 tf_efficientnet_b8 85.37 14.63 97.39 97.392 2.61 2.608 87.41 672 0.954 bicubic
9 tf_efficientnet_b8_ap 85.37 85.368 14.63 14.632 97.294 2.706 87.41 672 0.954 bicubic
10 tf_efficientnet_b4_ns 85.162 85.158 14.838 14.842 97.47 97.468 2.53 2.532 19.34 380 0.922 bicubic
11 tf_efficientnet_b7_ap 85.12 85.118 14.88 14.882 97.252 2.748 66.35 600 0.949 bicubic
12 ig_resnext101_32x32d 85.094 85.092 14.906 14.908 97.438 97.436 2.562 2.564 468.53 224 0.875 bilinear
13 tf_efficientnet_b7 84.936 84.932 15.064 15.068 97.204 97.208 2.796 2.792 66.35 600 0.949 bicubic
14 tf_efficientnet_b6_ap 84.788 84.786 15.212 15.214 97.138 2.862 43.04 528 0.942 bicubic
15 swsl_resnext101_32x8d 84.284 84.294 15.716 15.706 97.176 97.174 2.824 2.826 88.79 224 0.875 bilinear
16 tf_efficientnet_b5_ap 84.252 84.254 15.748 15.746 96.974 96.976 3.026 3.024 30.39 456 0.934 bicubic
17 ig_resnext101_32x16d 84.17 84.176 15.83 15.824 97.196 2.804 194.03 224 0.875 bilinear
18 tf_efficientnet_b6 84.11 84.112 15.89 15.888 96.886 96.884 3.114 3.116 43.04 528 0.942 bicubic
19 tf_efficientnet_b3_ns 84.048 84.054 15.952 15.946 96.91 96.912 3.09 3.088 12.23 300 0.904 bicubic
20 tf_efficientnet_b5 83.812 83.816 16.188 16.184 96.748 96.75 3.252 3.25 30.39 456 0.934 bicubic
21 swsl_resnext101_32x16d 83.346 83.338 16.654 16.662 96.846 96.852 3.154 3.148 194.03 224 0.875 bilinear
22 tf_efficientnet_b4_ap 83.248 16.752 96.392 96.388 3.608 3.612 19.34 380 0.922 bicubic
23 swsl_resnext101_32x4d 83.23 83.234 16.77 16.766 96.76 96.756 3.24 3.244 44.18 224 0.875 bilinear
24 tf_efficientnet_b4 tresnet_xl_448 83.022 83.048 16.978 16.952 96.3 96.174 3.7 3.826 19.34 78.44 380 448 0.922 0.875 bicubic bilinear
25 pnasnet5large tf_efficientnet_b4 82.736 83.016 17.264 16.984 96.046 96.298 3.954 3.702 86.06 19.34 331 380 0.875 0.922 bicubic
26 ig_resnext101_32x8d pnasnet5large 82.688 82.74 17.312 17.26 96.636 96.04 3.364 3.96 88.79 86.06 224 331 0.875 bilinear bicubic
27 nasnetalarge ig_resnext101_32x8d 82.554 82.688 17.446 17.312 96.038 96.632 3.962 3.368 88.75 88.79 331 224 0.875 bicubic bilinear
28 tf_efficientnet_b2_ns nasnetalarge 82.38 82.558 17.62 17.442 96.248 96.036 3.752 3.964 9.11 88.75 260 331 0.89 0.875 bicubic
29 swsl_resnext50_32x4d tf_efficientnet_b2_ns 82.182 82.38 17.818 17.62 96.23 96.252 3.77 3.748 25.03 9.11 224 260 0.875 0.89 bilinear bicubic
30 efficientnet_b3a tresnet_l_448 81.866 82.268 18.134 17.732 95.836 95.978 4.164 4.022 12.23 55.99 320 448 1 0.875 bicubic bilinear
31 ssl_resnext101_32x16d swsl_resnext50_32x4d 81.844 82.18 18.156 17.82 96.096 96.228 3.904 3.772 194.03 25.03 224 0.875 bilinear
32 tf_efficientnet_b3_ap ecaresnet101d 81.822 82.166 18.178 17.834 95.624 96.052 4.376 3.948 12.23 44.57 300 224 0.904 0.875 bicubic
33 tf_efficientnet_b3 tresnet_xl 81.636 82.07 18.364 17.93 95.718 95.928 4.282 4.072 12.23 78.44 300 224 0.904 0.875 bicubic bilinear
34 ssl_resnext101_32x8d efficientnet_b3a 81.616 81.874 18.384 18.126 96.038 95.84 3.962 4.16 88.79 12.23 224 320 0.875 1 bilinear bicubic
35 efficientnet_b3 ssl_resnext101_32x16d 81.494 81.836 18.506 18.164 95.716 96.094 4.284 3.906 12.23 194.03 300 224 0.904 0.875 bicubic bilinear
36 tf_efficientnet_b1_ns tf_efficientnet_b3_ap 81.388 81.828 18.612 18.172 95.738 95.624 4.262 4.376 7.79 12.23 240 300 0.882 0.904 bicubic
37 senet154 tresnet_m_448 81.31 81.712 18.69 18.288 95.496 95.57 4.504 4.43 115.09 31.39 224 448 0.875 bilinear
38 gluon_senet154 tf_efficientnet_b3 81.234 81.64 18.766 18.36 95.348 95.722 4.652 4.278 115.09 12.23 224 300 0.875 0.904 bicubic
39 swsl_resnet50 ssl_resnext101_32x8d 81.166 81.626 18.834 18.374 95.972 96.038 4.028 3.962 25.56 88.79 224 0.875 bilinear
40 gluon_resnet152_v1s tf_efficientnet_lite4 81.016 81.528 18.984 18.472 95.412 95.668 4.588 4.332 60.32 13.01 224 380 0.875 0.92 bicubic bilinear
41 ssl_resnext101_32x4d efficientnet_b3 80.924 81.498 19.076 18.502 95.728 95.718 4.272 4.282 44.18 12.23 224 300 0.875 0.904 bilinear bicubic
42 gluon_seresnext101_32x4d tresnet_l 80.904 81.488 19.096 18.512 95.294 95.628 4.706 4.372 48.96 55.99 224 0.875 bicubic bilinear
43 gluon_seresnext101_64x4d tf_efficientnet_b1_ns 80.894 81.386 19.106 18.614 95.308 95.738 4.692 4.262 88.23 7.79 224 240 0.875 0.882 bicubic
44 efficientnet_b2a senet154 80.612 81.304 19.388 18.696 95.318 95.498 4.682 4.502 9.11 115.09 288 224 1 0.875 bicubic bilinear
45 gluon_resnext101_64x4d gluon_senet154 80.604 81.224 19.396 18.776 94.988 95.356 5.012 4.644 83.46 115.09 224 0.875 bicubic
46 mixnet_xl swsl_resnet50 80.476 81.18 19.524 18.82 94.936 95.986 5.064 4.014 11.9 25.56 224 0.875 bicubic bilinear
47 gluon_resnet152_v1d gluon_resnet152_v1s 80.474 81.012 19.526 18.988 95.206 95.416 4.794 4.584 60.21 60.32 224 0.875 bicubic
48 inception_resnet_v2 ssl_resnext101_32x4d 80.458 80.928 19.542 19.072 95.306 95.728 4.694 4.272 55.84 44.18 299 224 0.8975 0.875 bicubic bilinear
49 tf_efficientnet_el gluon_seresnext101_32x4d 80.44 80.902 19.56 19.098 95.164 95.294 4.836 4.706 10.59 48.96 300 224 0.904 0.875 bicubic
50 gluon_resnet101_v1d gluon_seresnext101_64x4d 80.414 80.89 19.586 19.11 95.014 95.304 4.986 4.696 44.57 88.23 224 0.875 bicubic
51 efficientnet_b2 ecaresnet101d_pruned 80.392 80.808 19.608 19.192 95.076 95.628 4.924 4.372 9.11 24.88 260 224 0.875 bicubic
52 tresnet_m 80.796 19.204 94.856 5.144 31.39 224 0.875 bilinear
53 efficientnet_b2a 80.608 19.392 95.31 4.69 9.11 288 1 bicubic
54 ecaresnet50d 80.604 19.396 95.322 4.678 25.58 224 0.875 bicubic
55 gluon_resnext101_64x4d 80.602 19.398 94.994 5.006 83.46 224 0.875 bicubic
56 mixnet_xl 80.478 19.522 94.932 5.068 11.9 224 0.875 bicubic
57 gluon_resnet152_v1d 80.47 19.53 95.206 4.794 60.21 224 0.875 bicubic
58 inception_resnet_v2 80.46 19.54 95.31 4.69 55.84 299 0.8975 bicubic
59 ecaresnetlight 80.454 19.546 95.256 4.744 30.16 224 0.875 bicubic
60 tf_efficientnet_el 80.448 19.552 95.16 4.84 10.59 300 0.904 bicubic
61 gluon_resnet101_v1d 80.424 19.576 95.02 4.98 44.57 224 0.875 bicubic
62 efficientnet_b2 80.402 19.598 95.076 4.924 9.11 260 0.875 bicubic
63 gluon_resnext101_32x4d 80.334 19.666 94.926 5.074 44.18 224 0.875 bicubic
64 ssl_resnext50_32x4d 80.318 80.328 19.682 19.672 95.406 95.404 4.594 4.596 25.03 224 0.875 bilinear
65 gluon_resnet101_v1s tf_efficientnet_b2_ap 80.302 80.306 19.698 19.694 95.16 95.028 4.84 4.972 44.67 9.11 224 260 0.875 0.89 bicubic
66 tf_efficientnet_b2_ap gluon_resnet101_v1s 80.3 19.7 95.028 95.15 4.972 4.85 9.11 44.67 260 224 0.89 0.875 bicubic
67 seresnext101_32x4d 80.228 80.236 19.772 19.764 95.018 95.028 4.982 4.972 48.96 224 0.875 bilinear
68 inception_v4 dpn107 80.168 80.164 19.832 19.836 94.968 94.912 5.032 5.088 42.68 86.92 299 224 0.875 bicubic
69 dpn107 inception_v4 80.156 19.844 94.91 94.974 5.09 5.026 86.92 42.68 224 299 0.875 bicubic
70 skresnext50_32x4d 80.156 80.15 19.844 19.85 94.642 94.644 5.358 5.356 27.48 224 0.875 bicubic
71 tf_efficientnet_b2 80.086 80.09 19.914 19.91 94.908 94.906 5.092 5.094 9.11 260 0.89 bicubic
72 dpn92 80.008 80.016 19.992 19.984 94.836 94.838 5.164 5.162 37.67 224 0.875 bicubic
73 ens_adv_inception_resnet_v2 79.982 79.976 20.018 20.024 94.936 94.946 5.064 5.054 55.84 299 0.8975 bicubic
74 gluon_seresnext50_32x4d gluon_resnet152_v1c 79.918 79.916 20.082 20.084 94.822 94.842 5.178 5.158 27.56 60.21 224 0.875 bicubic
75 gluon_resnet152_v1c gluon_seresnext50_32x4d 79.91 79.912 20.09 20.088 94.84 94.818 5.16 5.182 60.21 27.56 224 0.875 bicubic
76 dpn131 79.822 79.828 20.178 20.172 94.71 94.704 5.29 5.296 79.25 224 0.875 bicubic
77 gluon_resnet152_v1b tf_efficientnet_lite3 79.686 79.812 20.314 20.188 94.736 94.914 5.264 5.086 60.19 8.2 224 300 0.875 0.904 bicubic bilinear
78 resnext50d_32x4d resnext50_32x4d 79.676 79.762 20.324 20.238 94.866 94.6 5.134 5.4 25.05 25.03 224 0.875 bicubic
79 dpn98 ecaresnet50d_pruned 79.642 79.718 20.358 20.282 94.598 94.89 5.402 5.11 61.57 19.94 224 0.875 bicubic
80 gluon_xception65 gluon_resnet152_v1b 79.588 79.692 20.412 20.308 94.756 94.738 5.244 5.262 39.92 60.19 299 224 0.875 bicubic
81 gluon_resnet101_v1c resnext50d_32x4d 79.534 79.674 20.466 20.326 94.578 94.868 5.422 5.132 44.57 25.05 224 0.875 bicubic
82 hrnet_w64 dpn98 79.474 79.636 20.526 20.364 94.652 94.594 5.348 5.406 128.06 61.57 224 0.875 bilinear bicubic
83 dla102x2 gluon_xception65 79.448 79.604 20.552 20.396 94.64 94.748 5.36 5.252 41.75 39.92 224 299 0.875 bilinear bicubic
84 gluon_resnext50_32x4d gluon_resnet101_v1c 79.354 79.544 20.646 20.456 94.426 94.586 5.574 5.414 25.03 44.57 224 0.875 bicubic
85 resnext101_32x8d hrnet_w64 79.308 79.472 20.692 20.528 94.518 94.65 5.482 5.35 88.79 128.06 224 0.875 bilinear
86 tf_efficientnet_cc_b1_8e dla102x2 79.308 79.452 20.692 20.548 94.37 94.644 5.63 5.356 39.72 41.75 240 224 0.882 0.875 bicubic bilinear
87 gluon_resnet101_v1b gluon_resnext50_32x4d 79.306 79.356 20.694 20.644 94.524 94.424 5.476 5.576 44.55 25.03 224 0.875 bicubic
88 hrnet_w48 resnext101_32x8d 79.3 79.312 20.7 20.688 94.512 94.526 5.488 5.474 77.47 88.79 224 0.875 bilinear
89 tf_efficientnet_b1_ap hrnet_w48 79.28 79.31 20.72 20.69 94.306 94.518 5.694 5.482 7.79 77.47 240 224 0.882 0.875 bicubic bilinear
90 ssl_resnet50 gluon_resnet101_v1b 79.222 79.304 20.778 20.696 94.832 94.524 5.168 5.476 25.56 44.55 224 0.875 bilinear bicubic
91 res2net50_26w_8s tf_efficientnet_cc_b1_8e 79.198 79.298 20.802 20.702 94.368 94.364 5.632 5.636 48.4 39.72 224 240 0.875 0.882 bilinear bicubic
92 res2net101_26w_4s resnetblur50 79.198 79.29 20.802 20.71 94.432 94.632 5.568 5.368 45.21 25.56 224 0.875 bilinear bicubic
93 seresnext50_32x4d tf_efficientnet_b1_ap 79.078 79.278 20.922 20.722 94.436 94.308 5.564 5.692 27.56 7.79 224 240 0.875 0.882 bilinear bicubic
94 gluon_resnet50_v1d ssl_resnet50 79.074 79.228 20.926 20.772 94.47 94.832 5.53 5.168 25.58 25.56 224 0.875 bicubic bilinear
95 xception res2net50_26w_8s 79.052 79.21 20.948 20.79 94.392 94.362 5.608 5.638 22.86 48.4 299 224 0.8975 0.875 bicubic bilinear
96 resnet50 res2net101_26w_4s 79.038 79.196 20.962 20.804 94.39 94.44 5.61 5.56 25.56 45.21 224 0.875 bicubic bilinear
97 mixnet_l seresnext50_32x4d 78.976 79.076 21.024 20.924 94.182 94.434 5.818 5.566 7.33 27.56 224 0.875 bicubic bilinear
98 hrnet_w40 gluon_resnet50_v1d 78.92 79.074 21.08 20.926 94.47 94.476 5.53 5.524 57.56 25.58 224 0.875 bilinear bicubic
99 hrnet_w44 xception 78.896 79.048 21.104 20.952 94.368 94.392 5.632 5.608 67.06 22.86 224 299 0.875 0.8975 bilinear bicubic
100 wide_resnet101_2 resnet50 78.856 79.032 21.144 20.968 94.282 94.384 5.718 5.616 126.89 25.56 224 0.875 bilinear bicubic
101 tf_efficientnet_b1 mixnet_l 78.826 78.976 21.174 21.024 94.198 94.184 5.802 5.816 7.79 7.33 240 224 0.882 0.875 bicubic
102 gluon_inception_v3 hrnet_w40 78.806 78.934 21.194 21.066 94.37 94.466 5.63 5.534 23.83 57.56 299 224 0.875 bicubic bilinear
103 tf_mixnet_l hrnet_w44 78.774 78.894 21.226 21.106 93.998 94.37 6.002 5.63 7.33 67.06 224 0.875 bicubic bilinear
104 gluon_resnet50_v1s wide_resnet101_2 78.712 78.846 21.288 21.154 94.238 94.284 5.762 5.716 25.68 126.89 224 0.875 bicubic bilinear
105 tf_efficientnet_em tf_efficientnet_b1 78.708 78.832 21.292 21.168 94.314 94.196 5.686 5.804 6.9 7.79 240 0.882 bicubic
106 efficientnet_b1 gluon_inception_v3 78.698 78.804 21.302 21.196 94.144 94.38 5.856 5.62 7.79 23.83 240 299 0.875 bicubic
107 dla169 tf_mixnet_l 78.688 78.77 21.312 21.23 94.336 94.004 5.664 5.996 53.99 7.33 224 0.875 bilinear bicubic
108 seresnet152 gluon_resnet50_v1s 78.66 78.712 21.34 21.288 94.37 94.242 5.63 5.758 66.82 25.68 224 0.875 bilinear bicubic
109 tf_efficientnet_b0_ns dla169 78.658 78.71 21.342 21.29 94.376 94.338 5.624 5.662 5.29 53.99 224 0.875 bicubic bilinear
110 res2net50_26w_6s efficientnet_b1 78.57 78.698 21.43 21.302 94.124 94.152 5.876 5.848 37.05 7.79 224 240 0.875 bilinear bicubic
111 resnext50_32x4d tf_efficientnet_em 78.512 78.698 21.488 21.302 94.042 94.32 5.958 5.68 25.03 6.9 224 240 0.875 0.882 bicubic
112 dla102x seresnet152 78.51 78.658 21.49 21.342 94.228 94.374 5.772 5.626 26.77 66.82 224 0.875 bilinear
113 wide_resnet50_2 tf_efficientnet_b0_ns 78.478 78.652 21.522 21.348 94.094 94.368 5.906 5.632 68.88 5.29 224 0.875 bilinear bicubic
114 dla60_res2net res2net50_26w_6s 78.464 78.574 21.536 21.426 94.206 94.126 5.794 5.874 21.15 37.05 224 0.875 bilinear
115 hrnet_w32 dla102x 78.45 78.508 21.55 21.492 94.186 94.234 5.814 5.766 41.23 26.77 224 0.875 bilinear
116 dla60_res2next dla60_res2net 78.44 78.472 21.56 21.528 94.152 94.204 5.848 5.796 17.33 21.15 224 0.875 bilinear
117 selecsls60b wide_resnet50_2 78.412 78.468 21.588 21.532 94.174 94.086 5.826 5.914 32.77 68.88 224 0.875 bicubic bilinear
118 seresnet101 dla60_res2next 78.382 78.448 21.618 21.552 94.264 94.144 5.736 5.856 49.33 17.33 224 0.875 bilinear
119 resnet152 hrnet_w32 78.312 78.448 21.688 21.552 94.038 94.188 5.962 5.812 60.19 41.23 224 0.875 bilinear
120 dla60x selecsls60b 78.246 78.418 21.754 21.582 94.018 94.166 5.982 5.834 17.65 32.77 224 0.875 bilinear bicubic
121 res2next50 seresnet101 78.246 78.396 21.754 21.604 93.892 94.258 6.108 5.742 24.67 49.33 224 0.875 bilinear
122 hrnet_w30 resnet152 78.206 78.312 21.794 21.688 94.222 94.046 5.778 5.954 37.71 60.19 224 0.875 bilinear
123 res2net50_14w_8s dla60x 78.15 78.242 21.85 21.758 93.848 94.022 6.152 5.978 25.06 17.65 224 0.875 bilinear
124 efficientnet_es res2next50 78.066 78.242 21.934 21.758 93.926 93.892 6.074 6.108 5.44 24.67 224 0.875 bicubic bilinear
125 dla102 hrnet_w30 78.032 78.196 21.968 21.804 93.946 94.218 6.054 5.782 33.73 37.71 224 0.875 bilinear
126 gluon_resnet50_v1c res2net50_14w_8s 78.012 78.152 21.988 21.848 93.988 93.842 6.012 6.158 25.58 25.06 224 0.875 bicubic bilinear
127 seresnext26t_32x4d efficientnet_es 77.998 78.054 22.002 21.946 93.708 93.93 6.292 6.07 16.82 5.44 224 0.875 bicubic
128 seresnext26tn_32x4d dla102 77.986 78.026 22.014 21.974 93.746 93.95 6.254 6.05 16.81 33.73 224 0.875 bicubic bilinear
129 selecsls60 gluon_resnet50_v1c 77.982 78.01 22.018 21.99 93.828 93.988 6.172 6.012 30.67 25.58 224 0.875 bicubic
130 res2net50_26w_4s seresnext26tn_32x4d 77.964 77.99 22.036 22.01 93.854 93.748 6.146 6.252 25.7 16.81 224 0.875 bilinear bicubic
131 tf_efficientnet_cc_b0_8e seresnext26t_32x4d 77.908 77.988 22.092 22.012 93.654 93.706 6.346 6.294 24.01 16.82 224 0.875 bicubic
132 tf_inception_v3 selecsls60 77.86 77.982 22.14 22.018 93.64 93.832 6.36 6.168 23.83 30.67 299 224 0.875 bicubic
133 efficientnet_b0 res2net50_26w_4s 77.698 77.946 22.302 22.054 93.532 93.852 6.468 6.148 5.29 25.7 224 0.875 bicubic bilinear
134 seresnet50 tf_efficientnet_cc_b0_8e 77.63 77.908 22.37 22.092 93.748 93.656 6.252 6.344 28.09 24.01 224 0.875 bilinear bicubic
135 tv_resnext50_32x4d tf_inception_v3 77.62 77.856 22.38 22.144 93.696 93.644 6.304 6.356 25.03 23.83 224 299 0.875 bilinear bicubic
136 seresnext26d_32x4d efficientnet_b0 77.602 77.692 22.398 22.308 93.608 93.532 6.392 6.468 16.81 5.29 224 0.875 bicubic
137 adv_inception_v3 seresnet50 77.582 77.636 22.418 22.364 93.736 93.752 6.264 6.248 23.83 28.09 299 224 0.875 bicubic bilinear
138 gluon_resnet50_v1b tv_resnext50_32x4d 77.58 77.618 22.42 22.382 93.716 93.698 6.284 6.302 25.56 25.03 224 0.875 bicubic bilinear
139 res2net50_48w_2s seresnext26d_32x4d 77.522 77.604 22.478 22.396 93.554 93.612 6.446 6.388 25.29 16.81 224 0.875 bilinear bicubic
140 dpn68b gluon_resnet50_v1b 77.512 77.578 22.488 22.422 93.822 93.718 6.178 6.282 12.61 25.56 224 0.875 bicubic
141 inception_v3 adv_inception_v3 77.44 77.576 22.56 22.424 93.474 93.724 6.526 6.276 27.16 23.83 299 0.875 bicubic
142 resnet101 dpn68b 77.374 77.514 22.626 22.486 93.54 93.822 6.46 6.178 44.55 12.61 224 0.875 bilinear bicubic
143 densenet161 res2net50_48w_2s 77.358 77.514 22.642 22.486 93.638 93.548 6.362 6.452 28.68 25.29 224 0.875 bicubic bilinear
144 tf_efficientnet_cc_b0_4e tf_efficientnet_lite2 77.306 77.46 22.694 22.54 93.334 93.746 6.666 6.254 13.31 6.09 224 260 0.875 0.89 bicubic
145 densenet201 inception_v3 77.286 77.434 22.714 22.566 93.478 6.522 20.01 27.16 224 299 0.875 bicubic
146 mixnet_m resnet101 77.26 77.374 22.74 22.626 93.424 93.546 6.576 6.454 5.01 44.55 224 0.875 bicubic bilinear
147 tf_efficientnet_es densenet161 77.258 77.348 22.742 22.652 93.594 93.648 6.406 6.352 5.44 28.68 224 0.875 bicubic
148 selecsls42b tf_efficientnet_cc_b0_4e 77.174 77.304 22.826 22.696 93.39 93.332 6.61 6.668 32.46 13.31 224 0.875 bicubic
149 seresnext26_32x4d mobilenetv2_120d 77.104 77.294 22.896 22.706 93.316 93.502 6.684 6.498 16.79 5.83 224 0.875 bicubic
150 tf_efficientnet_b0_ap densenet201 77.086 77.29 22.914 22.71 93.256 93.478 6.744 6.522 5.29 20.01 224 0.875 bicubic
151 dla60 tf_efficientnet_es 77.032 77.264 22.968 22.736 93.318 93.6 6.682 6.4 22.33 5.44 224 0.875 bilinear bicubic
152 tf_mixnet_m mixnet_m 76.942 77.256 23.058 22.744 93.152 93.418 6.848 6.582 5.01 224 0.875 bicubic
153 tf_efficientnet_b0 selecsls42b 76.848 77.176 23.152 22.824 93.228 93.392 6.772 6.608 5.29 32.46 224 0.875 bicubic
154 hrnet_w18 seresnext26_32x4d 76.758 77.1 23.242 22.9 93.444 93.31 6.556 6.69 21.3 16.79 224 0.875 bilinear bicubic
155 resnet26d tf_efficientnet_b0_ap 76.696 77.084 23.304 22.916 93.15 93.254 6.85 6.746 16.01 5.29 224 0.875 bicubic
156 dpn68 dla60 76.318 77.022 23.682 22.978 92.978 93.308 7.022 6.692 12.61 22.33 224 0.875 bicubic bilinear
157 tv_resnet50 tf_mixnet_m 76.138 76.95 23.862 23.05 92.864 93.156 7.136 6.844 25.56 5.01 224 0.875 bilinear bicubic
158 mixnet_s skresnet34 75.992 76.91 24.008 23.09 92.796 93.316 7.204 6.684 4.13 22.28 224 0.875 bicubic
159 densenet169 tf_efficientnet_b0 75.906 76.84 24.094 23.16 93.026 93.226 6.974 6.774 14.15 5.29 224 0.875 bicubic
160 tf_mixnet_s hrnet_w18 75.65 76.756 24.35 23.244 92.63 93.442 7.37 6.558 4.13 21.3 224 0.875 bicubic bilinear
161 mobilenetv3_rw resnet26d 75.634 76.68 24.366 23.32 92.708 93.166 7.292 6.834 5.48 16.01 224 0.875 bicubic
162 tf_mobilenetv3_large_100 tf_efficientnet_lite1 75.518 76.638 24.482 23.362 92.606 93.232 7.394 6.768 5.48 5.42 224 240 0.875 0.882 bilinear bicubic
163 semnasnet_100 mobilenetv2_140 75.448 76.524 24.552 23.476 92.604 92.99 7.396 7.01 3.89 6.11 224 0.875 bicubic
164 dpn68 76.306 23.694 92.97 7.03 12.61 224 0.875 bicubic
165 tv_resnet50 76.13 23.87 92.862 7.138 25.56 224 0.875 bilinear
166 mixnet_s 75.988 24.012 92.794 7.206 4.13 224 0.875 bicubic
167 densenet169 75.912 24.088 93.024 6.976 14.15 224 0.875 bicubic
168 mobilenetv3_large_100 75.768 24.232 92.54 7.46 5.48 224 0.875 bicubic
169 tf_mixnet_s 75.648 24.352 92.636 7.364 4.13 224 0.875 bicubic
170 mobilenetv3_rw 75.628 24.372 92.708 7.292 5.48 224 0.875 bicubic
171 tf_mobilenetv3_large_100 75.516 24.484 92.6 7.4 5.48 224 0.875 bilinear
172 semnasnet_100 75.456 24.544 92.592 7.408 3.89 224 0.875 bicubic
173 resnet26 75.292 24.708 92.57 7.43 16 224 0.875 bicubic
174 fbnetc_100 hrnet_w18_small_v2 75.124 75.126 24.876 24.874 92.386 92.416 7.614 7.584 5.57 15.6 224 0.875 bilinear
175 hrnet_w18_small_v2 fbnetc_100 75.114 75.12 24.886 24.88 92.416 92.386 7.584 7.614 15.6 5.57 224 0.875 bilinear
176 resnet34 75.11 75.112 24.89 24.888 92.284 92.288 7.716 7.712 21.8 224 0.875 bilinear
177 seresnet34 mobilenetv2_110d 74.808 75.052 25.192 24.948 92.124 92.18 7.876 7.82 21.96 4.52 224 0.875 bilinear bicubic
178 densenet121 tf_efficientnet_lite0 74.738 74.842 25.262 25.158 92.15 92.17 7.85 7.83 7.98 4.65 224 0.875 bicubic
179 mnasnet_100 seresnet34 74.658 74.808 25.342 25.192 92.114 92.126 7.886 7.874 4.38 21.96 224 0.875 bicubic bilinear
180 dla34 densenet121 74.63 74.752 25.37 25.248 92.078 92.152 7.922 7.848 15.78 7.98 224 0.875 bilinear bicubic
181 gluon_resnet34_v1b mnasnet_100 74.588 74.656 25.412 25.344 91.99 92.126 8.01 7.874 21.8 4.38 224 0.875 bicubic
182 spnasnet_100 dla34 74.084 74.636 25.916 25.364 91.818 92.064 8.182 7.936 4.42 15.78 224 0.875 bilinear
183 tf_mobilenetv3_large_075 gluon_resnet34_v1b 73.438 74.58 26.562 25.42 91.35 91.988 8.65 8.012 3.99 21.8 224 0.875 bilinear bicubic
184 tv_resnet34 spnasnet_100 73.312 74.08 26.688 25.92 91.426 91.832 8.574 8.168 21.8 4.42 224 0.875 bilinear
185 swsl_resnet18 tf_mobilenetv3_large_075 73.276 73.442 26.724 26.558 91.734 91.352 8.266 8.648 11.69 3.99 224 0.875 bilinear
186 skresnet18 tv_resnet34 73.038 73.314 26.962 26.686 91.168 91.42 8.832 8.58 11.96 21.8 224 0.875 bicubic bilinear
187 ssl_resnet18 swsl_resnet18 72.61 73.286 27.39 26.714 91.416 91.732 8.584 8.268 11.69 224 0.875 bilinear
188 hrnet_w18_small skresnet18 72.342 73.044 27.658 26.956 90.678 91.178 9.322 8.822 13.19 11.96 224 0.875 bilinear bicubic
189 tf_mobilenetv3_large_minimal_100 mobilenetv2_100 72.248 72.978 27.752 27.022 90.63 91.016 9.37 8.984 3.92 3.5 224 0.875 bilinear bicubic
190 seresnet18 ssl_resnet18 71.742 72.6 28.258 27.4 90.334 91.418 9.666 8.582 11.78 11.69 224 0.875 bicubic bilinear
191 gluon_resnet18_v1b hrnet_w18_small 70.836 72.342 29.164 27.658 89.762 90.672 10.238 9.328 11.69 13.19 224 0.875 bicubic bilinear
192 resnet18 tf_mobilenetv3_large_minimal_100 69.748 72.244 30.252 27.756 89.078 90.636 10.922 9.364 11.69 3.92 224 0.875 bilinear
193 tf_mobilenetv3_small_100 seresnet18 67.922 71.758 32.078 28.242 87.664 90.334 12.336 9.666 2.54 11.78 224 0.875 bilinear bicubic
194 dla60x_c gluon_resnet18_v1b 67.892 70.83 32.108 29.17 88.426 89.756 11.574 10.244 1.34 11.69 224 0.875 bilinear bicubic
195 dla46x_c resnet18 65.97 69.758 34.03 30.242 86.98 89.078 13.02 10.922 1.08 11.69 224 0.875 bilinear
196 tf_mobilenetv3_small_075 tf_mobilenetv3_small_100 65.716 67.918 34.284 32.082 86.13 87.662 13.87 12.338 2.04 2.54 224 0.875 bilinear
197 dla46_c dla60x_c 64.866 67.908 35.134 32.092 86.292 88.434 13.708 11.566 1.31 1.34 224 0.875 bilinear
198 tf_mobilenetv3_small_minimal_100 dla46x_c 62.906 65.98 37.094 34.02 84.23 86.98 15.77 13.02 2.04 1.08 224 0.875 bilinear
199 tf_mobilenetv3_small_075 65.718 34.282 86.136 13.864 2.04 224 0.875 bilinear
200 dla46_c 64.878 35.122 86.286 13.714 1.31 224 0.875 bilinear
201 tf_mobilenetv3_small_minimal_100 62.898 37.102 84.23 15.77 2.04 224 0.875 bilinear

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results/results-imagenetv2-matched-frequency.csv
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model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
tf_efficientnet_l2_ns_475,80.46,19.54,95.73,4.27,480.31,475,0.936,bicubic
tf_efficientnet_l2_ns,80.25,19.75,95.84,4.16,480.31,800,0.96,bicubic
tf_efficientnet_b7_ns,78.51,21.49,94.38,5.62,66.35,600,0.949,bicubic
tf_efficientnet_b6_ns,77.28,22.72,93.89,6.11,43.04,528,0.942,bicubic
ig_resnext101_32x48d,76.87,23.13,93.31,6.69,828.41,224,0.875,bilinear
ig_resnext101_32x32d,76.84,23.16,93.2,6.8,468.53,224,0.875,bilinear
tf_efficientnet_b5_ns,76.81,23.19,93.58,6.42,30.39,456,0.934,bicubic
tf_efficientnet_b7_ap,76.09,23.91,92.97,7.03,66.35,600,0.949,bicubic
tf_efficientnet_b8_ap,76.09,23.91,92.73,7.27,87.41,672,0.954,bicubic
ig_resnext101_32x16d,75.72,24.28,92.91,7.09,194.03,224,0.875,bilinear
tf_efficientnet_b4_ns,75.67,24.33,93.05,6.95,19.34,380,0.922,bicubic
swsl_resnext101_32x8d,75.43,24.57,92.76,7.24,88.79,224,0.875,bilinear
tf_efficientnet_b6_ap,75.38,24.62,92.44,7.56,43.04,528,0.942,bicubic
tf_efficientnet_b8,74.94,25.06,92.31,7.69,87.41,672,0.954,bicubic
tf_efficientnet_b7,74.72,25.28,92.22,7.78,66.35,600,0.949,bicubic
tf_efficientnet_b5_ap,74.6,25.4,91.99,8.01,30.39,456,0.934,bicubic
swsl_resnext101_32x4d,74.14,25.86,91.99,8.01,44.18,224,0.875,bilinear
swsl_resnext101_32x16d,74.02,25.98,92.16,7.84,194.03,224,0.875,bilinear
tf_efficientnet_b6,73.9,26.1,91.75,8.25,43.04,528,0.942,bicubic
tf_efficientnet_b3_ns,73.89,26.11,91.87,8.13,12.23,300,0.904,bicubic
ig_resnext101_32x8d,73.65,26.35,92.19,7.81,88.79,224,0.875,bilinear
tf_efficientnet_b5,73.55,26.45,91.46,8.54,30.39,456,0.934,bicubic
tf_efficientnet_b4_ap,72.89,27.11,90.98,9.02,19.34,380,0.922,bicubic
swsl_resnext50_32x4d,72.56,27.44,90.87,9.13,25.03,224,0.875,bilinear
pnasnet5large,72.38,27.62,90.24,9.76,86.06,331,0.875,bicubic
nasnetalarge,72.32,27.68,90.53,9.47,88.75,331,0.875,bicubic
tf_efficientnet_b4,72.29,27.71,90.59,9.41,19.34,380,0.922,bicubic
tf_efficientnet_b2_ns,72.28,27.72,91.09,8.91,9.11,260,0.89,bicubic
swsl_resnet50,71.7,28.3,90.5,9.5,25.56,224,0.875,bilinear
ssl_resnext101_32x8d,71.5,28.5,90.46,9.54,88.79,224,0.875,bilinear
ssl_resnext101_32x16d,71.41,28.59,90.56,9.44,194.03,224,0.875,bilinear
tf_efficientnet_b3_ap,70.92,29.08,89.43,10.57,12.23,300,0.904,bicubic
efficientnet_b3a,70.87,29.13,89.72,10.28,12.23,320,1.0,bicubic
tf_efficientnet_b1_ns,70.87,29.13,90.12,9.88,7.79,240,0.882,bicubic
efficientnet_b3,70.76,29.24,89.85,10.15,12.23,300,0.904,bicubic
tf_efficientnet_b3,70.64,29.36,89.44,10.56,12.23,300,0.904,bicubic
gluon_senet154,70.6,29.4,88.92,11.08,115.09,224,0.875,bicubic
ssl_resnext101_32x4d,70.53,29.47,89.76,10.24,44.18,224,0.875,bilinear
senet154,70.5,29.5,89.01,10.99,115.09,224,0.875,bilinear
gluon_seresnext101_64x4d,70.43,29.57,89.35,10.65,88.23,224,0.875,bicubic
gluon_resnet152_v1s,70.29,29.71,88.85,11.15,60.32,224,0.875,bicubic
inception_resnet_v2,70.12,29.88,88.7,11.3,55.84,299,0.8975,bicubic
gluon_seresnext101_32x4d,70.01,29.99,88.9,11.1,48.96,224,0.875,bicubic
gluon_resnet152_v1d,69.96,30.04,88.49,11.51,60.21,224,0.875,bicubic
ssl_resnext50_32x4d,69.71,30.29,89.44,10.56,25.03,224,0.875,bilinear
gluon_resnext101_64x4d,69.68,30.32,88.27,11.73,83.46,224,0.875,bicubic
ens_adv_inception_resnet_v2,69.52,30.48,88.51,11.49,55.84,299,0.8975,bicubic
efficientnet_b2a,69.5,30.5,88.68,11.32,9.11,288,1.0,bicubic
inception_v4,69.36,30.64,88.78,11.22,42.68,299,0.875,bicubic
seresnext101_32x4d,69.36,30.64,88.07,11.93,48.96,224,0.875,bilinear
gluon_resnet152_v1c,69.14,30.86,87.87,12.13,60.21,224,0.875,bicubic
mixnet_xl,69.1,30.9,88.31,11.69,11.9,224,0.875,bicubic
gluon_resnet101_v1d,69.01,30.99,88.1,11.9,44.57,224,0.875,bicubic
efficientnet_b2,68.97,31.03,88.63,11.37,9.11,260,0.875,bicubic
gluon_resnext101_32x4d,68.96,31.04,88.36,11.64,44.18,224,0.875,bicubic
gluon_xception65,68.92,31.08,88.33,11.67,39.92,299,0.875,bicubic
tf_efficientnet_b2_ap,68.92,31.08,88.35,11.65,9.11,260,0.89,bicubic
gluon_resnet152_v1b,68.82,31.18,87.71,12.29,60.19,224,0.875,bicubic
dpn131,68.77,31.23,87.47,12.53,79.25,224,0.875,bicubic
tf_efficientnet_b2,68.75,31.25,87.99,12.01,9.11,260,0.89,bicubic
resnext50d_32x4d,68.74,31.26,88.3,11.7,25.05,224,0.875,bicubic
gluon_resnet101_v1s,68.71,31.29,87.91,12.09,44.67,224,0.875,bicubic
dpn107,68.69,31.31,88.13,11.87,86.92,224,0.875,bicubic
gluon_seresnext50_32x4d,68.67,31.33,88.31,11.69,27.56,224,0.875,bicubic
hrnet_w64,68.64,31.36,88.05,11.95,128.06,224,0.875,bilinear
dpn98,68.59,31.41,87.68,12.32,61.57,224,0.875,bicubic
ssl_resnet50,68.41,31.59,88.56,11.44,25.56,224,0.875,bilinear
skresnext50_32x4d,68.35,31.65,87.57,12.43,27.48,224,0.875,bicubic
dla102x2,68.33,31.67,87.89,12.11,41.75,224,0.875,bilinear
gluon_resnext50_32x4d,68.31,31.69,87.3,12.7,25.03,224,0.875,bicubic
tf_efficientnet_el,68.18,31.82,88.35,11.65,10.59,300,0.904,bicubic
dpn92,67.99,32.01,87.58,12.42,37.67,224,0.875,bicubic
gluon_resnet50_v1d,67.94,32.06,87.13,12.87,25.58,224,0.875,bicubic
resnext101_32x8d,67.86,32.14,87.49,12.51,88.79,224,0.875,bilinear
seresnext50_32x4d,67.84,32.16,87.62,12.38,27.56,224,0.875,bilinear
hrnet_w48,67.77,32.23,87.42,12.58,77.47,224,0.875,bilinear
hrnet_w44,67.74,32.26,87.56,12.44,67.06,224,0.875,bilinear
tf_efficientnet_b0_ns,67.71,32.29,88.07,11.93,5.29,224,0.875,bicubic
xception,67.65,32.35,87.57,12.43,22.86,299,0.8975,bicubic
dla169,67.61,32.39,87.59,12.41,53.99,224,0.875,bilinear
gluon_inception_v3,67.59,32.41,87.47,12.53,23.83,299,0.875,bicubic
gluon_resnet101_v1c,67.58,32.42,87.18,12.82,44.57,224,0.875,bicubic
res2net50_26w_8s,67.57,32.43,87.28,12.72,48.4,224,0.875,bilinear
hrnet_w40,67.56,32.44,87.14,12.86,57.56,224,0.875,bilinear
seresnet152,67.52,32.48,87.39,12.61,66.82,224,0.875,bilinear
tf_efficientnet_b1_ap,67.52,32.48,87.76,12.24,7.79,240,0.882,bicubic
gluon_resnet101_v1b,67.46,32.54,87.24,12.76,44.55,224,0.875,bicubic
tf_efficientnet_cc_b1_8e,67.45,32.55,87.31,12.69,39.72,240,0.882,bicubic
res2net101_26w_4s,67.44,32.56,87.01,12.99,45.21,224,0.875,bilinear
resnet50,67.44,32.56,87.42,12.58,25.56,224,0.875,bicubic
efficientnet_b1,67.17,32.83,87.15,12.85,7.79,240,0.875,bicubic
seresnet101,67.16,32.84,87.06,12.94,49.33,224,0.875,bilinear
dla60x,67.1,32.9,87.19,12.81,17.65,224,0.875,bilinear
gluon_resnet50_v1s,67.06,32.94,86.86,13.14,25.68,224,0.875,bicubic
resnet152,67.05,32.95,87.55,12.45,60.19,224,0.875,bilinear
dla60_res2net,67.02,32.98,87.16,12.84,21.15,224,0.875,bilinear
dla102x,67.01,32.99,86.77,13.23,26.77,224,0.875,bilinear
mixnet_l,66.94,33.06,86.91,13.09,7.33,224,0.875,bicubic
res2net50_26w_6s,66.91,33.09,86.86,13.14,37.05,224,0.875,bilinear
efficientnet_es,66.88,33.12,86.73,13.27,5.44,224,0.875,bicubic
tf_efficientnet_b1,66.88,33.12,87.01,12.99,7.79,240,0.882,bicubic
tf_efficientnet_em,66.88,33.12,86.97,13.03,6.9,240,0.882,bicubic
resnext50_32x4d,66.87,33.13,86.34,13.66,25.03,224,0.875,bicubic
hrnet_w30,66.78,33.22,86.8,13.2,37.71,224,0.875,bilinear
tf_mixnet_l,66.78,33.22,86.47,13.53,7.33,224,0.875,bicubic
selecsls60b,66.76,33.24,86.53,13.47,32.77,224,0.875,bicubic
hrnet_w32,66.75,33.25,87.3,12.7,41.23,224,0.875,bilinear
wide_resnet101_2,66.73,33.27,87.03,12.97,126.89,224,0.875,bilinear
adv_inception_v3,66.65,33.35,86.54,13.46,23.83,299,0.875,bicubic
wide_resnet50_2,66.65,33.35,86.8,13.2,68.88,224,0.875,bilinear
dla60_res2next,66.64,33.36,87.03,12.97,17.33,224,0.875,bilinear
gluon_resnet50_v1c,66.56,33.44,86.18,13.82,25.58,224,0.875,bicubic
dla102,66.54,33.46,86.91,13.09,33.73,224,0.875,bilinear
tf_inception_v3,66.41,33.59,86.66,13.34,23.83,299,0.875,bicubic
efficientnet_b0,66.29,33.71,85.96,14.04,5.29,224,0.875,bicubic
seresnet50,66.25,33.75,86.33,13.67,28.09,224,0.875,bilinear
selecsls60,66.21,33.79,86.34,13.66,30.67,224,0.875,bicubic
tv_resnext50_32x4d,66.18,33.82,86.04,13.96,25.03,224,0.875,bilinear
tf_efficientnet_cc_b0_8e,66.17,33.83,86.24,13.76,24.01,224,0.875,bicubic
inception_v3,66.16,33.84,86.32,13.68,27.16,299,0.875,bicubic
res2net50_26w_4s,66.14,33.86,86.6,13.4,25.7,224,0.875,bilinear
gluon_resnet50_v1b,66.07,33.93,86.26,13.74,25.56,224,0.875,bicubic
res2net50_14w_8s,66.02,33.98,86.25,13.75,25.06,224,0.875,bilinear
seresnext26tn_32x4d,65.88,34.12,85.68,14.32,16.81,224,0.875,bicubic
res2next50,65.85,34.15,85.84,14.16,24.67,224,0.875,bilinear
densenet161,65.84,34.16,86.45,13.55,28.68,224,0.875,bicubic
resnet101,65.69,34.31,85.98,14.02,44.55,224,0.875,bilinear
selecsls42b,65.61,34.39,85.81,14.19,32.46,224,0.875,bicubic
seresnext26t_32x4d,65.6,34.4,86.08,13.92,16.82,224,0.875,bicubic
dpn68b,65.57,34.43,85.93,14.07,12.61,224,0.875,bicubic
tf_efficientnet_b0_ap,65.49,34.51,85.58,14.42,5.29,224,0.875,bicubic
seresnext26d_32x4d,65.41,34.59,85.97,14.03,16.81,224,0.875,bicubic
res2net50_48w_2s,65.35,34.65,85.96,14.04,25.29,224,0.875,bilinear
densenet201,65.29,34.71,85.69,14.31,20.01,224,0.875,bicubic
tf_efficientnet_es,65.22,34.78,85.55,14.45,5.44,224,0.875,bicubic
dla60,65.2,34.8,85.76,14.24,22.33,224,0.875,bilinear
tf_efficientnet_cc_b0_4e,65.15,34.85,85.16,14.84,13.31,224,0.875,bicubic
seresnext26_32x4d,65.05,34.95,85.66,14.34,16.79,224,0.875,bicubic
hrnet_w18,64.92,35.08,85.74,14.26,21.3,224,0.875,bilinear
densenet169,64.76,35.24,85.24,14.76,14.15,224,0.875,bicubic
mixnet_m,64.7,35.3,85.45,14.55,5.01,224,0.875,bicubic
resnet26d,64.68,35.32,85.12,14.88,16.01,224,0.875,bicubic
tf_efficientnet_b0,64.31,35.69,85.28,14.72,5.29,224,0.875,bicubic
tf_mixnet_m,64.27,35.73,85.09,14.91,5.01,224,0.875,bicubic
dpn68,64.23,35.77,85.18,14.82,12.61,224,0.875,bicubic
tf_mixnet_s,63.56,36.44,84.27,15.73,4.13,224,0.875,bicubic
resnet26,63.47,36.53,84.26,15.74,16.0,224,0.875,bicubic
mixnet_s,63.39,36.61,84.74,15.26,4.13,224,0.875,bicubic
tv_resnet50,63.33,36.67,84.64,15.36,25.56,224,0.875,bilinear
mobilenetv3_rw,63.22,36.78,84.51,15.49,5.48,224,0.875,bicubic
semnasnet_100,63.15,36.85,84.52,15.48,3.89,224,0.875,bicubic
densenet121,62.94,37.06,84.25,15.75,7.98,224,0.875,bicubic
resnet34,62.87,37.13,84.14,15.86,21.8,224,0.875,bilinear
seresnet34,62.85,37.15,84.21,15.79,21.96,224,0.875,bilinear
hrnet_w18_small_v2,62.8,37.2,83.98,16.02,15.6,224,0.875,bilinear
swsl_resnet18,62.76,37.24,84.3,15.7,11.69,224,0.875,bilinear
gluon_resnet34_v1b,62.57,37.43,83.99,16.01,21.8,224,0.875,bicubic
dla34,62.48,37.52,83.91,16.09,15.78,224,0.875,bilinear
tf_mobilenetv3_large_100,62.46,37.54,83.97,16.03,5.48,224,0.875,bilinear
fbnetc_100,62.44,37.56,83.38,16.62,5.57,224,0.875,bilinear
mnasnet_100,61.9,38.1,83.71,16.29,4.38,224,0.875,bicubic
ssl_resnet18,61.48,38.52,83.3,16.7,11.69,224,0.875,bilinear
spnasnet_100,61.22,38.78,82.79,17.21,4.42,224,0.875,bilinear
tv_resnet34,61.19,38.81,82.71,17.29,21.8,224,0.875,bilinear
skresnet18,60.86,39.14,82.88,17.12,11.96,224,0.875,bicubic
tf_mobilenetv3_large_075,60.4,39.6,81.95,18.05,3.99,224,0.875,bilinear
seresnet18,59.8,40.2,81.69,18.31,11.78,224,0.875,bicubic
tf_mobilenetv3_large_minimal_100,59.07,40.93,81.15,18.85,3.92,224,0.875,bilinear
hrnet_w18_small,58.95,41.05,81.34,18.66,13.19,224,0.875,bilinear
gluon_resnet18_v1b,58.34,41.66,80.97,19.03,11.69,224,0.875,bicubic
resnet18,57.17,42.83,80.2,19.8,11.69,224,0.875,bilinear
dla60x_c,56.0,44.0,78.93,21.07,1.34,224,0.875,bilinear
tf_mobilenetv3_small_100,54.53,45.47,77.06,22.94,2.54,224,0.875,bilinear
dla46x_c,53.05,46.95,76.87,23.13,1.08,224,0.875,bilinear
tf_mobilenetv3_small_075,52.16,47.84,75.47,24.53,2.04,224,0.875,bilinear
dla46_c,52.13,47.87,75.69,24.31,1.31,224,0.875,bilinear
tf_mobilenetv3_small_minimal_100,49.5,50.5,73.05,26.95,2.04,224,0.875,bilinear
model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
tf_efficientnet_l2_ns_475,80.47,19.53,95.73,4.27,480.31,475,0.936,bicubic
tf_efficientnet_l2_ns,80.25,19.75,95.85,4.15,480.31,800,0.96,bicubic
tf_efficientnet_b7_ns,78.52,21.48,94.37,5.63,66.35,600,0.949,bicubic
tf_efficientnet_b6_ns,77.28,22.72,93.89,6.11,43.04,528,0.942,bicubic
ig_resnext101_32x48d,76.87,23.13,93.32,6.68,828.41,224,0.875,bilinear
ig_resnext101_32x32d,76.84,23.16,93.19,6.81,468.53,224,0.875,bilinear
tf_efficientnet_b5_ns,76.82,23.18,93.58,6.42,30.39,456,0.934,bicubic
tf_efficientnet_b7_ap,76.09,23.91,92.97,7.03,66.35,600,0.949,bicubic
tf_efficientnet_b8_ap,76.09,23.91,92.73,7.27,87.41,672,0.954,bicubic
ig_resnext101_32x16d,75.71,24.29,92.9,7.1,194.03,224,0.875,bilinear
tf_efficientnet_b4_ns,75.69,24.31,93.04,6.96,19.34,380,0.922,bicubic
swsl_resnext101_32x8d,75.45,24.55,92.75,7.25,88.79,224,0.875,bilinear
tf_efficientnet_b6_ap,75.38,24.62,92.44,7.56,43.04,528,0.942,bicubic
tf_efficientnet_b8,74.93,25.07,92.32,7.68,87.41,672,0.954,bicubic
tf_efficientnet_b7,74.72,25.28,92.22,7.78,66.35,600,0.949,bicubic
tf_efficientnet_b5_ap,74.59,25.41,91.99,8.01,30.39,456,0.934,bicubic
swsl_resnext101_32x4d,74.15,25.85,91.99,8.01,44.18,224,0.875,bilinear
swsl_resnext101_32x16d,74.01,25.99,92.17,7.83,194.03,224,0.875,bilinear
tf_efficientnet_b6,73.9,26.1,91.75,8.25,43.04,528,0.942,bicubic
tf_efficientnet_b3_ns,73.87,26.13,91.86,8.14,12.23,300,0.904,bicubic
ig_resnext101_32x8d,73.66,26.34,92.15,7.85,88.79,224,0.875,bilinear
tf_efficientnet_b5,73.54,26.46,91.46,8.54,30.39,456,0.934,bicubic
tf_efficientnet_b4_ap,72.89,27.11,90.98,9.02,19.34,380,0.922,bicubic
swsl_resnext50_32x4d,72.58,27.42,90.84,9.16,25.03,224,0.875,bilinear
tresnet_xl_448,72.55,27.45,90.31,9.69,78.44,448,0.875,bilinear
pnasnet5large,72.37,27.63,90.26,9.74,86.06,331,0.875,bicubic
nasnetalarge,72.31,27.69,90.51,9.49,88.75,331,0.875,bicubic
tf_efficientnet_b4,72.28,27.72,90.6,9.4,19.34,380,0.922,bicubic
tf_efficientnet_b2_ns,72.27,27.73,91.09,8.91,9.11,260,0.89,bicubic
swsl_resnet50,71.69,28.31,90.51,9.49,25.56,224,0.875,bilinear
tresnet_xl,71.65,28.35,89.63,10.37,78.44,224,0.875,bilinear
tresnet_l_448,71.6,28.4,90.06,9.94,55.99,448,0.875,bilinear
ecaresnet101d,71.5,28.5,90.31,9.69,44.57,224,0.875,bicubic
ssl_resnext101_32x8d,71.49,28.51,90.47,9.53,88.79,224,0.875,bilinear
ssl_resnext101_32x16d,71.4,28.6,90.55,9.45,194.03,224,0.875,bilinear
tresnet_m_448,71,29,88.68,11.32,31.39,448,0.875,bilinear
tf_efficientnet_b3_ap,70.92,29.08,89.43,10.57,12.23,300,0.904,bicubic
efficientnet_b3a,70.87,29.13,89.72,10.28,12.23,320,1,bicubic
tf_efficientnet_b1_ns,70.85,29.15,90.11,9.89,7.79,240,0.882,bicubic
tresnet_l,70.83,29.17,89.61,10.39,55.99,224,0.875,bilinear
efficientnet_b3,70.76,29.24,89.84,10.16,12.23,300,0.904,bicubic
tf_efficientnet_b3,70.62,29.38,89.44,10.56,12.23,300,0.904,bicubic
gluon_senet154,70.6,29.4,88.92,11.08,115.09,224,0.875,bicubic
ssl_resnext101_32x4d,70.5,29.5,89.76,10.24,44.18,224,0.875,bilinear
senet154,70.48,29.52,88.99,11.01,115.09,224,0.875,bilinear
gluon_seresnext101_64x4d,70.44,29.56,89.35,10.65,88.23,224,0.875,bicubic
tf_efficientnet_lite4,70.43,29.57,89.12,10.88,13.01,380,0.92,bilinear
gluon_resnet152_v1s,70.32,29.68,88.87,11.13,60.32,224,0.875,bicubic
ecaresnet101d_pruned,70.12,29.88,89.58,10.42,24.88,224,0.875,bicubic
inception_resnet_v2,70.12,29.88,88.68,11.32,55.84,299,0.8975,bicubic
gluon_seresnext101_32x4d,70.01,29.99,88.91,11.09,48.96,224,0.875,bicubic
gluon_resnet152_v1d,69.95,30.05,88.47,11.53,60.21,224,0.875,bicubic
ecaresnet50d,69.83,30.17,89.37,10.63,25.58,224,0.875,bicubic
gluon_resnext101_64x4d,69.69,30.31,88.26,11.74,83.46,224,0.875,bicubic
ssl_resnext50_32x4d,69.69,30.31,89.42,10.58,25.03,224,0.875,bilinear
tresnet_m,69.65,30.35,88,12,31.39,224,0.875,bilinear
ens_adv_inception_resnet_v2,69.52,30.48,88.5,11.5,55.84,299,0.8975,bicubic
efficientnet_b2a,69.49,30.51,88.68,11.32,9.11,288,1,bicubic
inception_v4,69.35,30.65,88.78,11.22,42.68,299,0.875,bicubic
seresnext101_32x4d,69.34,30.66,88.05,11.95,48.96,224,0.875,bilinear
ecaresnetlight,69.33,30.67,89.22,10.78,30.16,224,0.875,bicubic
gluon_resnet152_v1c,69.13,30.87,87.89,12.11,60.21,224,0.875,bicubic
mixnet_xl,69.08,30.92,88.31,11.69,11.9,224,0.875,bicubic
efficientnet_b2,69,31,88.62,11.38,9.11,260,0.875,bicubic
gluon_resnet101_v1d,68.99,31.01,88.08,11.92,44.57,224,0.875,bicubic
gluon_xception65,68.98,31.02,88.32,11.68,39.92,299,0.875,bicubic
gluon_resnext101_32x4d,68.96,31.04,88.34,11.66,44.18,224,0.875,bicubic
tf_efficientnet_b2_ap,68.93,31.07,88.34,11.66,9.11,260,0.89,bicubic
gluon_resnet152_v1b,68.81,31.19,87.71,12.29,60.19,224,0.875,bicubic
dpn131,68.76,31.24,87.48,12.52,79.25,224,0.875,bicubic
resnext50d_32x4d,68.75,31.25,88.31,11.69,25.05,224,0.875,bicubic
tf_efficientnet_b2,68.75,31.25,87.95,12.05,9.11,260,0.89,bicubic
gluon_resnet101_v1s,68.72,31.28,87.9,12.1,44.67,224,0.875,bicubic
dpn107,68.71,31.29,88.13,11.87,86.92,224,0.875,bicubic
gluon_seresnext50_32x4d,68.67,31.33,88.32,11.68,27.56,224,0.875,bicubic
hrnet_w64,68.63,31.37,88.07,11.93,128.06,224,0.875,bilinear
resnext50_32x4d,68.61,31.39,87.57,12.43,25.03,224,0.875,bicubic
dpn98,68.58,31.42,87.66,12.34,61.57,224,0.875,bicubic
ssl_resnet50,68.42,31.58,88.58,11.42,25.56,224,0.875,bilinear
ecaresnet50d_pruned,68.39,31.61,88.37,11.63,19.94,224,0.875,bicubic
skresnext50_32x4d,68.39,31.61,87.59,12.41,27.48,224,0.875,bicubic
dla102x2,68.34,31.66,87.87,12.13,41.75,224,0.875,bilinear
gluon_resnext50_32x4d,68.28,31.72,87.32,12.68,25.03,224,0.875,bicubic
tf_efficientnet_lite3,68.23,31.77,87.72,12.28,8.2,300,0.904,bilinear
tf_efficientnet_el,68.18,31.82,88.35,11.65,10.59,300,0.904,bicubic
dpn92,68.01,31.99,87.59,12.41,37.67,224,0.875,bicubic
gluon_resnet50_v1d,67.91,32.09,87.12,12.88,25.58,224,0.875,bicubic
seresnext50_32x4d,67.87,32.13,87.62,12.38,27.56,224,0.875,bilinear
resnext101_32x8d,67.85,32.15,87.48,12.52,88.79,224,0.875,bilinear
hrnet_w44,67.77,32.23,87.53,12.47,67.06,224,0.875,bilinear
hrnet_w48,67.77,32.23,87.42,12.58,77.47,224,0.875,bilinear
tf_efficientnet_b0_ns,67.72,32.28,88.08,11.92,5.29,224,0.875,bicubic
xception,67.67,32.33,87.57,12.43,22.86,299,0.8975,bicubic
dla169,67.61,32.39,87.56,12.44,53.99,224,0.875,bilinear
gluon_inception_v3,67.59,32.41,87.46,12.54,23.83,299,0.875,bicubic
hrnet_w40,67.59,32.41,87.13,12.87,57.56,224,0.875,bilinear
gluon_resnet101_v1c,67.56,32.44,87.16,12.84,44.57,224,0.875,bicubic
seresnet152,67.55,32.45,87.39,12.61,66.82,224,0.875,bilinear
res2net50_26w_8s,67.53,32.47,87.27,12.73,48.4,224,0.875,bilinear
tf_efficientnet_b1_ap,67.52,32.48,87.77,12.23,7.79,240,0.882,bicubic
tf_efficientnet_cc_b1_8e,67.48,32.52,87.31,12.69,39.72,240,0.882,bicubic
gluon_resnet101_v1b,67.45,32.55,87.23,12.77,44.55,224,0.875,bicubic
res2net101_26w_4s,67.45,32.55,87.01,12.99,45.21,224,0.875,bilinear
resnetblur50,67.44,32.56,87.43,12.57,25.56,224,0.875,bicubic
resnet50,67.44,32.56,87.42,12.58,25.56,224,0.875,bicubic
efficientnet_b1,67.16,32.84,87.15,12.85,7.79,240,0.875,bicubic
seresnet101,67.15,32.85,87.05,12.95,49.33,224,0.875,bilinear
gluon_resnet50_v1s,67.1,32.9,86.86,13.14,25.68,224,0.875,bicubic
dla60x,67.08,32.92,87.17,12.83,17.65,224,0.875,bilinear
dla60_res2net,67.03,32.97,87.14,12.86,21.15,224,0.875,bilinear
resnet152,67.02,32.98,87.57,12.43,60.19,224,0.875,bilinear
dla102x,67,33,86.77,13.23,26.77,224,0.875,bilinear
mixnet_l,66.97,33.03,86.94,13.06,7.33,224,0.875,bicubic
res2net50_26w_6s,66.91,33.09,86.9,13.1,37.05,224,0.875,bilinear
efficientnet_es,66.89,33.11,86.73,13.27,5.44,224,0.875,bicubic
tf_efficientnet_b1,66.89,33.11,87.04,12.96,7.79,240,0.882,bicubic
tf_efficientnet_em,66.87,33.13,86.98,13.02,6.9,240,0.882,bicubic
hrnet_w32,66.79,33.21,87.29,12.71,41.23,224,0.875,bilinear
tf_mixnet_l,66.78,33.22,86.46,13.54,7.33,224,0.875,bicubic
hrnet_w30,66.76,33.24,86.79,13.21,37.71,224,0.875,bilinear
selecsls60b,66.72,33.28,86.54,13.46,32.77,224,0.875,bicubic
wide_resnet101_2,66.68,33.32,87.04,12.96,126.89,224,0.875,bilinear
wide_resnet50_2,66.65,33.35,86.81,13.19,68.88,224,0.875,bilinear
dla60_res2next,66.64,33.36,87.02,12.98,17.33,224,0.875,bilinear
adv_inception_v3,66.6,33.4,86.56,13.44,23.83,299,0.875,bicubic
dla102,66.55,33.45,86.91,13.09,33.73,224,0.875,bilinear
gluon_resnet50_v1c,66.54,33.46,86.16,13.84,25.58,224,0.875,bicubic
tf_inception_v3,66.41,33.59,86.68,13.32,23.83,299,0.875,bicubic
efficientnet_b0,66.25,33.75,85.95,14.05,5.29,224,0.875,bicubic
seresnet50,66.24,33.76,86.33,13.67,28.09,224,0.875,bilinear
selecsls60,66.22,33.78,86.33,13.67,30.67,224,0.875,bicubic
tf_efficientnet_cc_b0_8e,66.21,33.79,86.22,13.78,24.01,224,0.875,bicubic
tv_resnext50_32x4d,66.18,33.82,86.04,13.96,25.03,224,0.875,bilinear
res2net50_26w_4s,66.17,33.83,86.6,13.4,25.7,224,0.875,bilinear
inception_v3,66.12,33.88,86.34,13.66,27.16,299,0.875,bicubic
gluon_resnet50_v1b,66.04,33.96,86.27,13.73,25.56,224,0.875,bicubic
res2net50_14w_8s,66.02,33.98,86.24,13.76,25.06,224,0.875,bilinear
densenet161,65.85,34.15,86.46,13.54,28.68,224,0.875,bicubic
res2next50,65.85,34.15,85.83,14.17,24.67,224,0.875,bilinear
seresnext26tn_32x4d,65.85,34.15,85.68,14.32,16.81,224,0.875,bicubic
skresnet34,65.77,34.23,85.96,14.04,22.28,224,0.875,bicubic
resnet101,65.68,34.32,85.98,14.02,44.55,224,0.875,bilinear
dpn68b,65.6,34.4,85.94,14.06,12.61,224,0.875,bicubic
seresnext26t_32x4d,65.6,34.4,86.09,13.91,16.82,224,0.875,bicubic
selecsls42b,65.59,34.41,85.83,14.17,32.46,224,0.875,bicubic
tf_efficientnet_b0_ap,65.49,34.51,85.55,14.45,5.29,224,0.875,bicubic
seresnext26d_32x4d,65.42,34.58,85.97,14.03,16.81,224,0.875,bicubic
tf_efficientnet_lite2,65.39,34.61,86.03,13.97,6.09,260,0.89,bicubic
res2net50_48w_2s,65.32,34.68,85.96,14.04,25.29,224,0.875,bilinear
densenet201,65.28,34.72,85.67,14.33,20.01,224,0.875,bicubic
tf_efficientnet_es,65.24,34.76,85.54,14.46,5.44,224,0.875,bicubic
dla60,65.22,34.78,85.75,14.25,22.33,224,0.875,bilinear
tf_efficientnet_cc_b0_4e,65.13,34.87,85.13,14.87,13.31,224,0.875,bicubic
mobilenetv2_120d,65.04,34.96,85.99,14.01,5.83,224,0.875,bicubic
seresnext26_32x4d,65.04,34.96,85.65,14.35,16.79,224,0.875,bicubic
hrnet_w18,64.91,35.09,85.75,14.25,21.3,224,0.875,bilinear
densenet169,64.78,35.22,85.25,14.75,14.15,224,0.875,bicubic
mixnet_m,64.69,35.31,85.47,14.53,5.01,224,0.875,bicubic
resnet26d,64.63,35.37,85.12,14.88,16.01,224,0.875,bicubic
tf_efficientnet_lite1,64.37,35.63,85.49,14.51,5.42,240,0.882,bicubic
tf_efficientnet_b0,64.29,35.71,85.25,14.75,5.29,224,0.875,bicubic
tf_mixnet_m,64.27,35.73,85.09,14.91,5.01,224,0.875,bicubic
dpn68,64.22,35.78,85.18,14.82,12.61,224,0.875,bicubic
mobilenetv2_140,64.05,35.95,85.02,14.98,6.11,224,0.875,bicubic
tf_mixnet_s,63.59,36.41,84.27,15.73,4.13,224,0.875,bicubic
resnet26,63.45,36.55,84.27,15.73,16,224,0.875,bicubic
mixnet_s,63.38,36.62,84.71,15.29,4.13,224,0.875,bicubic
mobilenetv3_large_100,63.36,36.64,84.08,15.92,5.48,224,0.875,bicubic
tv_resnet50,63.33,36.67,84.65,15.35,25.56,224,0.875,bilinear
mobilenetv3_rw,63.23,36.77,84.52,15.48,5.48,224,0.875,bicubic
semnasnet_100,63.12,36.88,84.53,15.47,3.89,224,0.875,bicubic
densenet121,62.94,37.06,84.26,15.74,7.98,224,0.875,bicubic
seresnet34,62.89,37.11,84.22,15.78,21.96,224,0.875,bilinear
hrnet_w18_small_v2,62.83,37.17,83.97,16.03,15.6,224,0.875,bilinear
mobilenetv2_110d,62.82,37.18,84.48,15.52,4.52,224,0.875,bicubic
resnet34,62.82,37.18,84.12,15.88,21.8,224,0.875,bilinear
swsl_resnet18,62.73,37.27,84.3,15.7,11.69,224,0.875,bilinear
tf_efficientnet_lite0,62.58,37.42,84.25,15.75,4.65,224,0.875,bicubic
gluon_resnet34_v1b,62.56,37.44,84,16,21.8,224,0.875,bicubic
dla34,62.51,37.49,83.92,16.08,15.78,224,0.875,bilinear
tf_mobilenetv3_large_100,62.47,37.53,83.96,16.04,5.48,224,0.875,bilinear
fbnetc_100,62.43,37.57,83.39,16.61,5.57,224,0.875,bilinear
mnasnet_100,61.91,38.09,83.71,16.29,4.38,224,0.875,bicubic
ssl_resnet18,61.49,38.51,83.33,16.67,11.69,224,0.875,bilinear
spnasnet_100,61.21,38.79,82.77,17.23,4.42,224,0.875,bilinear
tv_resnet34,61.2,38.8,82.72,17.28,21.8,224,0.875,bilinear
skresnet18,60.85,39.15,82.88,17.12,11.96,224,0.875,bicubic
tf_mobilenetv3_large_075,60.38,39.62,81.96,18.04,3.99,224,0.875,bilinear
mobilenetv2_100,60.16,39.84,82.24,17.76,3.5,224,0.875,bicubic
seresnet18,59.81,40.19,81.68,18.32,11.78,224,0.875,bicubic
tf_mobilenetv3_large_minimal_100,59.07,40.93,81.14,18.86,3.92,224,0.875,bilinear
hrnet_w18_small,58.97,41.03,81.34,18.66,13.19,224,0.875,bilinear
gluon_resnet18_v1b,58.32,41.68,80.96,19.04,11.69,224,0.875,bicubic
resnet18,57.18,42.82,80.19,19.81,11.69,224,0.875,bilinear
dla60x_c,56.02,43.98,78.96,21.04,1.34,224,0.875,bilinear
tf_mobilenetv3_small_100,54.51,45.49,77.08,22.92,2.54,224,0.875,bilinear
dla46x_c,53.08,46.92,76.84,23.16,1.08,224,0.875,bilinear
dla46_c,52.2,47.8,75.68,24.32,1.31,224,0.875,bilinear
tf_mobilenetv3_small_075,52.15,47.85,75.46,24.54,2.04,224,0.875,bilinear
tf_mobilenetv3_small_minimal_100,49.53,50.47,73.05,26.95,2.04,224,0.875,bilinear

1 model top1 top1_err top5 top5_err param_count img_size cropt_pct interpolation
2 tf_efficientnet_l2_ns_475 80.46 80.47 19.54 19.53 95.73 4.27 480.31 475 0.936 bicubic
3 tf_efficientnet_l2_ns 80.25 19.75 95.84 95.85 4.16 4.15 480.31 800 0.96 bicubic
4 tf_efficientnet_b7_ns 78.51 78.52 21.49 21.48 94.38 94.37 5.62 5.63 66.35 600 0.949 bicubic
5 tf_efficientnet_b6_ns 77.28 22.72 93.89 6.11 43.04 528 0.942 bicubic
6 ig_resnext101_32x48d 76.87 23.13 93.31 93.32 6.69 6.68 828.41 224 0.875 bilinear
7 ig_resnext101_32x32d 76.84 23.16 93.2 93.19 6.8 6.81 468.53 224 0.875 bilinear
8 tf_efficientnet_b5_ns 76.81 76.82 23.19 23.18 93.58 6.42 30.39 456 0.934 bicubic
9 tf_efficientnet_b7_ap 76.09 23.91 92.97 7.03 66.35 600 0.949 bicubic
10 tf_efficientnet_b8_ap 76.09 23.91 92.73 7.27 87.41 672 0.954 bicubic
11 ig_resnext101_32x16d 75.72 75.71 24.28 24.29 92.91 92.9 7.09 7.1 194.03 224 0.875 bilinear
12 tf_efficientnet_b4_ns 75.67 75.69 24.33 24.31 93.05 93.04 6.95 6.96 19.34 380 0.922 bicubic
13 swsl_resnext101_32x8d 75.43 75.45 24.57 24.55 92.76 92.75 7.24 7.25 88.79 224 0.875 bilinear
14 tf_efficientnet_b6_ap 75.38 24.62 92.44 7.56 43.04 528 0.942 bicubic
15 tf_efficientnet_b8 74.94 74.93 25.06 25.07 92.31 92.32 7.69 7.68 87.41 672 0.954 bicubic
16 tf_efficientnet_b7 74.72 25.28 92.22 7.78 66.35 600 0.949 bicubic
17 tf_efficientnet_b5_ap 74.6 74.59 25.4 25.41 91.99 8.01 30.39 456 0.934 bicubic
18 swsl_resnext101_32x4d 74.14 74.15 25.86 25.85 91.99 8.01 44.18 224 0.875 bilinear
19 swsl_resnext101_32x16d 74.02 74.01 25.98 25.99 92.16 92.17 7.84 7.83 194.03 224 0.875 bilinear
20 tf_efficientnet_b6 73.9 26.1 91.75 8.25 43.04 528 0.942 bicubic
21 tf_efficientnet_b3_ns 73.89 73.87 26.11 26.13 91.87 91.86 8.13 8.14 12.23 300 0.904 bicubic
22 ig_resnext101_32x8d 73.65 73.66 26.35 26.34 92.19 92.15 7.81 7.85 88.79 224 0.875 bilinear
23 tf_efficientnet_b5 73.55 73.54 26.45 26.46 91.46 8.54 30.39 456 0.934 bicubic
24 tf_efficientnet_b4_ap 72.89 27.11 90.98 9.02 19.34 380 0.922 bicubic
25 swsl_resnext50_32x4d 72.56 72.58 27.44 27.42 90.87 90.84 9.13 9.16 25.03 224 0.875 bilinear
26 pnasnet5large tresnet_xl_448 72.38 72.55 27.62 27.45 90.24 90.31 9.76 9.69 86.06 78.44 331 448 0.875 bicubic bilinear
27 nasnetalarge pnasnet5large 72.32 72.37 27.68 27.63 90.53 90.26 9.47 9.74 88.75 86.06 331 0.875 bicubic
28 tf_efficientnet_b4 nasnetalarge 72.29 72.31 27.71 27.69 90.59 90.51 9.41 9.49 19.34 88.75 380 331 0.922 0.875 bicubic
29 tf_efficientnet_b2_ns tf_efficientnet_b4 72.28 27.72 91.09 90.6 8.91 9.4 9.11 19.34 260 380 0.89 0.922 bicubic
30 swsl_resnet50 tf_efficientnet_b2_ns 71.7 72.27 28.3 27.73 90.5 91.09 9.5 8.91 25.56 9.11 224 260 0.875 0.89 bilinear bicubic
31 ssl_resnext101_32x8d swsl_resnet50 71.5 71.69 28.5 28.31 90.46 90.51 9.54 9.49 88.79 25.56 224 0.875 bilinear
32 ssl_resnext101_32x16d tresnet_xl 71.41 71.65 28.59 28.35 90.56 89.63 9.44 10.37 194.03 78.44 224 0.875 bilinear
33 tf_efficientnet_b3_ap tresnet_l_448 70.92 71.6 29.08 28.4 89.43 90.06 10.57 9.94 12.23 55.99 300 448 0.904 0.875 bicubic bilinear
34 efficientnet_b3a ecaresnet101d 70.87 71.5 29.13 28.5 89.72 90.31 10.28 9.69 12.23 44.57 320 224 1.0 0.875 bicubic
35 tf_efficientnet_b1_ns ssl_resnext101_32x8d 70.87 71.49 29.13 28.51 90.12 90.47 9.88 9.53 7.79 88.79 240 224 0.882 0.875 bicubic bilinear
36 efficientnet_b3 ssl_resnext101_32x16d 70.76 71.4 29.24 28.6 89.85 90.55 10.15 9.45 12.23 194.03 300 224 0.904 0.875 bicubic bilinear
37 tf_efficientnet_b3 tresnet_m_448 70.64 71 29.36 29 89.44 88.68 10.56 11.32 12.23 31.39 300 448 0.904 0.875 bicubic bilinear
38 gluon_senet154 tf_efficientnet_b3_ap 70.6 70.92 29.4 29.08 88.92 89.43 11.08 10.57 115.09 12.23 224 300 0.875 0.904 bicubic
39 ssl_resnext101_32x4d efficientnet_b3a 70.53 70.87 29.47 29.13 89.76 89.72 10.24 10.28 44.18 12.23 224 320 0.875 1 bilinear bicubic
40 senet154 tf_efficientnet_b1_ns 70.5 70.85 29.5 29.15 89.01 90.11 10.99 9.89 115.09 7.79 224 240 0.875 0.882 bilinear bicubic
41 gluon_seresnext101_64x4d tresnet_l 70.43 70.83 29.57 29.17 89.35 89.61 10.65 10.39 88.23 55.99 224 0.875 bicubic bilinear
42 gluon_resnet152_v1s efficientnet_b3 70.29 70.76 29.71 29.24 88.85 89.84 11.15 10.16 60.32 12.23 224 300 0.875 0.904 bicubic
43 inception_resnet_v2 tf_efficientnet_b3 70.12 70.62 29.88 29.38 88.7 89.44 11.3 10.56 55.84 12.23 299 300 0.8975 0.904 bicubic
44 gluon_seresnext101_32x4d gluon_senet154 70.01 70.6 29.99 29.4 88.9 88.92 11.1 11.08 48.96 115.09 224 0.875 bicubic
45 gluon_resnet152_v1d ssl_resnext101_32x4d 69.96 70.5 30.04 29.5 88.49 89.76 11.51 10.24 60.21 44.18 224 0.875 bicubic bilinear
46 ssl_resnext50_32x4d senet154 69.71 70.48 30.29 29.52 89.44 88.99 10.56 11.01 25.03 115.09 224 0.875 bilinear
47 gluon_resnext101_64x4d gluon_seresnext101_64x4d 69.68 70.44 30.32 29.56 88.27 89.35 11.73 10.65 83.46 88.23 224 0.875 bicubic
48 ens_adv_inception_resnet_v2 tf_efficientnet_lite4 69.52 70.43 30.48 29.57 88.51 89.12 11.49 10.88 55.84 13.01 299 380 0.8975 0.92 bicubic bilinear
49 efficientnet_b2a gluon_resnet152_v1s 69.5 70.32 30.5 29.68 88.68 88.87 11.32 11.13 9.11 60.32 288 224 1.0 0.875 bicubic
50 inception_v4 ecaresnet101d_pruned 69.36 70.12 30.64 29.88 88.78 89.58 11.22 10.42 42.68 24.88 299 224 0.875 bicubic
51 seresnext101_32x4d inception_resnet_v2 69.36 70.12 30.64 29.88 88.07 88.68 11.93 11.32 48.96 55.84 224 299 0.875 0.8975 bilinear bicubic
52 gluon_resnet152_v1c gluon_seresnext101_32x4d 69.14 70.01 30.86 29.99 87.87 88.91 12.13 11.09 60.21 48.96 224 0.875 bicubic
53 mixnet_xl gluon_resnet152_v1d 69.1 69.95 30.9 30.05 88.31 88.47 11.69 11.53 11.9 60.21 224 0.875 bicubic
54 gluon_resnet101_v1d ecaresnet50d 69.01 69.83 30.99 30.17 88.1 89.37 11.9 10.63 44.57 25.58 224 0.875 bicubic
55 efficientnet_b2 gluon_resnext101_64x4d 68.97 69.69 31.03 30.31 88.63 88.26 11.37 11.74 9.11 83.46 260 224 0.875 bicubic
56 gluon_resnext101_32x4d ssl_resnext50_32x4d 68.96 69.69 31.04 30.31 88.36 89.42 11.64 10.58 44.18 25.03 224 0.875 bicubic bilinear
57 gluon_xception65 tresnet_m 68.92 69.65 31.08 30.35 88.33 88 11.67 12 39.92 31.39 299 224 0.875 bicubic bilinear
58 tf_efficientnet_b2_ap ens_adv_inception_resnet_v2 68.92 69.52 31.08 30.48 88.35 88.5 11.65 11.5 9.11 55.84 260 299 0.89 0.8975 bicubic
59 gluon_resnet152_v1b efficientnet_b2a 68.82 69.49 31.18 30.51 87.71 88.68 12.29 11.32 60.19 9.11 224 288 0.875 1 bicubic
60 dpn131 inception_v4 68.77 69.35 31.23 30.65 87.47 88.78 12.53 11.22 79.25 42.68 224 299 0.875 bicubic
61 tf_efficientnet_b2 seresnext101_32x4d 68.75 69.34 31.25 30.66 87.99 88.05 12.01 11.95 9.11 48.96 260 224 0.89 0.875 bicubic bilinear
62 resnext50d_32x4d ecaresnetlight 68.74 69.33 31.26 30.67 88.3 89.22 11.7 10.78 25.05 30.16 224 0.875 bicubic
63 gluon_resnet101_v1s gluon_resnet152_v1c 68.71 69.13 31.29 30.87 87.91 87.89 12.09 12.11 44.67 60.21 224 0.875 bicubic
64 dpn107 mixnet_xl 68.69 69.08 31.31 30.92 88.13 88.31 11.87 11.69 86.92 11.9 224 0.875 bicubic
65 gluon_seresnext50_32x4d efficientnet_b2 68.67 69 31.33 31 88.31 88.62 11.69 11.38 27.56 9.11 224 260 0.875 bicubic
66 hrnet_w64 gluon_resnet101_v1d 68.64 68.99 31.36 31.01 88.05 88.08 11.95 11.92 128.06 44.57 224 0.875 bilinear bicubic
67 dpn98 gluon_xception65 68.59 68.98 31.41 31.02 87.68 88.32 12.32 11.68 61.57 39.92 224 299 0.875 bicubic
68 ssl_resnet50 gluon_resnext101_32x4d 68.41 68.96 31.59 31.04 88.56 88.34 11.44 11.66 25.56 44.18 224 0.875 bilinear bicubic
69 skresnext50_32x4d tf_efficientnet_b2_ap 68.35 68.93 31.65 31.07 87.57 88.34 12.43 11.66 27.48 9.11 224 260 0.875 0.89 bicubic
70 dla102x2 gluon_resnet152_v1b 68.33 68.81 31.67 31.19 87.89 87.71 12.11 12.29 41.75 60.19 224 0.875 bilinear bicubic
71 gluon_resnext50_32x4d dpn131 68.31 68.76 31.69 31.24 87.3 87.48 12.7 12.52 25.03 79.25 224 0.875 bicubic
72 tf_efficientnet_el resnext50d_32x4d 68.18 68.75 31.82 31.25 88.35 88.31 11.65 11.69 10.59 25.05 300 224 0.904 0.875 bicubic
73 dpn92 tf_efficientnet_b2 67.99 68.75 32.01 31.25 87.58 87.95 12.42 12.05 37.67 9.11 224 260 0.875 0.89 bicubic
74 gluon_resnet50_v1d gluon_resnet101_v1s 67.94 68.72 32.06 31.28 87.13 87.9 12.87 12.1 25.58 44.67 224 0.875 bicubic
75 resnext101_32x8d dpn107 67.86 68.71 32.14 31.29 87.49 88.13 12.51 11.87 88.79 86.92 224 0.875 bilinear bicubic
76 seresnext50_32x4d gluon_seresnext50_32x4d 67.84 68.67 32.16 31.33 87.62 88.32 12.38 11.68 27.56 224 0.875 bilinear bicubic
77 hrnet_w48 hrnet_w64 67.77 68.63 32.23 31.37 87.42 88.07 12.58 11.93 77.47 128.06 224 0.875 bilinear
78 hrnet_w44 resnext50_32x4d 67.74 68.61 32.26 31.39 87.56 87.57 12.44 12.43 67.06 25.03 224 0.875 bilinear bicubic
79 tf_efficientnet_b0_ns dpn98 67.71 68.58 32.29 31.42 88.07 87.66 11.93 12.34 5.29 61.57 224 0.875 bicubic
80 xception ssl_resnet50 67.65 68.42 32.35 31.58 87.57 88.58 12.43 11.42 22.86 25.56 299 224 0.8975 0.875 bicubic bilinear
81 dla169 ecaresnet50d_pruned 67.61 68.39 32.39 31.61 87.59 88.37 12.41 11.63 53.99 19.94 224 0.875 bilinear bicubic
82 gluon_inception_v3 skresnext50_32x4d 67.59 68.39 32.41 31.61 87.47 87.59 12.53 12.41 23.83 27.48 299 224 0.875 bicubic
83 gluon_resnet101_v1c dla102x2 67.58 68.34 32.42 31.66 87.18 87.87 12.82 12.13 44.57 41.75 224 0.875 bicubic bilinear
84 res2net50_26w_8s gluon_resnext50_32x4d 67.57 68.28 32.43 31.72 87.28 87.32 12.72 12.68 48.4 25.03 224 0.875 bilinear bicubic
85 hrnet_w40 tf_efficientnet_lite3 67.56 68.23 32.44 31.77 87.14 87.72 12.86 12.28 57.56 8.2 224 300 0.875 0.904 bilinear
86 seresnet152 tf_efficientnet_el 67.52 68.18 32.48 31.82 87.39 88.35 12.61 11.65 66.82 10.59 224 300 0.875 0.904 bilinear bicubic
87 tf_efficientnet_b1_ap dpn92 67.52 68.01 32.48 31.99 87.76 87.59 12.24 12.41 7.79 37.67 240 224 0.882 0.875 bicubic
88 gluon_resnet101_v1b gluon_resnet50_v1d 67.46 67.91 32.54 32.09 87.24 87.12 12.76 12.88 44.55 25.58 224 0.875 bicubic
89 tf_efficientnet_cc_b1_8e seresnext50_32x4d 67.45 67.87 32.55 32.13 87.31 87.62 12.69 12.38 39.72 27.56 240 224 0.882 0.875 bicubic bilinear
90 res2net101_26w_4s resnext101_32x8d 67.44 67.85 32.56 32.15 87.01 87.48 12.99 12.52 45.21 88.79 224 0.875 bilinear
91 resnet50 hrnet_w44 67.44 67.77 32.56 32.23 87.42 87.53 12.58 12.47 25.56 67.06 224 0.875 bicubic bilinear
92 efficientnet_b1 hrnet_w48 67.17 67.77 32.83 32.23 87.15 87.42 12.85 12.58 7.79 77.47 240 224 0.875 bicubic bilinear
93 seresnet101 tf_efficientnet_b0_ns 67.16 67.72 32.84 32.28 87.06 88.08 12.94 11.92 49.33 5.29 224 0.875 bilinear bicubic
94 dla60x xception 67.1 67.67 32.9 32.33 87.19 87.57 12.81 12.43 17.65 22.86 224 299 0.875 0.8975 bilinear bicubic
95 gluon_resnet50_v1s dla169 67.06 67.61 32.94 32.39 86.86 87.56 13.14 12.44 25.68 53.99 224 0.875 bicubic bilinear
96 resnet152 gluon_inception_v3 67.05 67.59 32.95 32.41 87.55 87.46 12.45 12.54 60.19 23.83 224 299 0.875 bilinear bicubic
97 dla60_res2net hrnet_w40 67.02 67.59 32.98 32.41 87.16 87.13 12.84 12.87 21.15 57.56 224 0.875 bilinear
98 dla102x gluon_resnet101_v1c 67.01 67.56 32.99 32.44 86.77 87.16 13.23 12.84 26.77 44.57 224 0.875 bilinear bicubic
99 mixnet_l seresnet152 66.94 67.55 33.06 32.45 86.91 87.39 13.09 12.61 7.33 66.82 224 0.875 bicubic bilinear
100 res2net50_26w_6s res2net50_26w_8s 66.91 67.53 33.09 32.47 86.86 87.27 13.14 12.73 37.05 48.4 224 0.875 bilinear
101 efficientnet_es tf_efficientnet_b1_ap 66.88 67.52 33.12 32.48 86.73 87.77 13.27 12.23 5.44 7.79 224 240 0.875 0.882 bicubic
102 tf_efficientnet_b1 tf_efficientnet_cc_b1_8e 66.88 67.48 33.12 32.52 87.01 87.31 12.99 12.69 7.79 39.72 240 0.882 bicubic
103 tf_efficientnet_em gluon_resnet101_v1b 66.88 67.45 33.12 32.55 86.97 87.23 13.03 12.77 6.9 44.55 240 224 0.882 0.875 bicubic
104 resnext50_32x4d res2net101_26w_4s 66.87 67.45 33.13 32.55 86.34 87.01 13.66 12.99 25.03 45.21 224 0.875 bicubic bilinear
105 hrnet_w30 resnetblur50 66.78 67.44 33.22 32.56 86.8 87.43 13.2 12.57 37.71 25.56 224 0.875 bilinear bicubic
106 tf_mixnet_l resnet50 66.78 67.44 33.22 32.56 86.47 87.42 13.53 12.58 7.33 25.56 224 0.875 bicubic
107 selecsls60b efficientnet_b1 66.76 67.16 33.24 32.84 86.53 87.15 13.47 12.85 32.77 7.79 224 240 0.875 bicubic
108 hrnet_w32 seresnet101 66.75 67.15 33.25 32.85 87.3 87.05 12.7 12.95 41.23 49.33 224 0.875 bilinear
109 wide_resnet101_2 gluon_resnet50_v1s 66.73 67.1 33.27 32.9 87.03 86.86 12.97 13.14 126.89 25.68 224 0.875 bilinear bicubic
110 adv_inception_v3 dla60x 66.65 67.08 33.35 32.92 86.54 87.17 13.46 12.83 23.83 17.65 299 224 0.875 bicubic bilinear
111 wide_resnet50_2 dla60_res2net 66.65 67.03 33.35 32.97 86.8 87.14 13.2 12.86 68.88 21.15 224 0.875 bilinear
112 dla60_res2next resnet152 66.64 67.02 33.36 32.98 87.03 87.57 12.97 12.43 17.33 60.19 224 0.875 bilinear
113 gluon_resnet50_v1c dla102x 66.56 67 33.44 33 86.18 86.77 13.82 13.23 25.58 26.77 224 0.875 bicubic bilinear
114 dla102 mixnet_l 66.54 66.97 33.46 33.03 86.91 86.94 13.09 13.06 33.73 7.33 224 0.875 bilinear bicubic
115 tf_inception_v3 res2net50_26w_6s 66.41 66.91 33.59 33.09 86.66 86.9 13.34 13.1 23.83 37.05 299 224 0.875 bicubic bilinear
116 efficientnet_b0 efficientnet_es 66.29 66.89 33.71 33.11 85.96 86.73 14.04 13.27 5.29 5.44 224 0.875 bicubic
117 seresnet50 tf_efficientnet_b1 66.25 66.89 33.75 33.11 86.33 87.04 13.67 12.96 28.09 7.79 224 240 0.875 0.882 bilinear bicubic
118 selecsls60 tf_efficientnet_em 66.21 66.87 33.79 33.13 86.34 86.98 13.66 13.02 30.67 6.9 224 240 0.875 0.882 bicubic
119 tv_resnext50_32x4d hrnet_w32 66.18 66.79 33.82 33.21 86.04 87.29 13.96 12.71 25.03 41.23 224 0.875 bilinear
120 tf_efficientnet_cc_b0_8e tf_mixnet_l 66.17 66.78 33.83 33.22 86.24 86.46 13.76 13.54 24.01 7.33 224 0.875 bicubic
121 inception_v3 hrnet_w30 66.16 66.76 33.84 33.24 86.32 86.79 13.68 13.21 27.16 37.71 299 224 0.875 bicubic bilinear
122 res2net50_26w_4s selecsls60b 66.14 66.72 33.86 33.28 86.6 86.54 13.4 13.46 25.7 32.77 224 0.875 bilinear bicubic
123 gluon_resnet50_v1b wide_resnet101_2 66.07 66.68 33.93 33.32 86.26 87.04 13.74 12.96 25.56 126.89 224 0.875 bicubic bilinear
124 res2net50_14w_8s wide_resnet50_2 66.02 66.65 33.98 33.35 86.25 86.81 13.75 13.19 25.06 68.88 224 0.875 bilinear
125 seresnext26tn_32x4d dla60_res2next 65.88 66.64 34.12 33.36 85.68 87.02 14.32 12.98 16.81 17.33 224 0.875 bicubic bilinear
126 res2next50 adv_inception_v3 65.85 66.6 34.15 33.4 85.84 86.56 14.16 13.44 24.67 23.83 224 299 0.875 bilinear bicubic
127 densenet161 dla102 65.84 66.55 34.16 33.45 86.45 86.91 13.55 13.09 28.68 33.73 224 0.875 bicubic bilinear
128 resnet101 gluon_resnet50_v1c 65.69 66.54 34.31 33.46 85.98 86.16 14.02 13.84 44.55 25.58 224 0.875 bilinear bicubic
129 selecsls42b tf_inception_v3 65.61 66.41 34.39 33.59 85.81 86.68 14.19 13.32 32.46 23.83 224 299 0.875 bicubic
130 seresnext26t_32x4d efficientnet_b0 65.6 66.25 34.4 33.75 86.08 85.95 13.92 14.05 16.82 5.29 224 0.875 bicubic
131 dpn68b seresnet50 65.57 66.24 34.43 33.76 85.93 86.33 14.07 13.67 12.61 28.09 224 0.875 bicubic bilinear
132 tf_efficientnet_b0_ap selecsls60 65.49 66.22 34.51 33.78 85.58 86.33 14.42 13.67 5.29 30.67 224 0.875 bicubic
133 seresnext26d_32x4d tf_efficientnet_cc_b0_8e 65.41 66.21 34.59 33.79 85.97 86.22 14.03 13.78 16.81 24.01 224 0.875 bicubic
134 res2net50_48w_2s tv_resnext50_32x4d 65.35 66.18 34.65 33.82 85.96 86.04 14.04 13.96 25.29 25.03 224 0.875 bilinear
135 densenet201 res2net50_26w_4s 65.29 66.17 34.71 33.83 85.69 86.6 14.31 13.4 20.01 25.7 224 0.875 bicubic bilinear
136 tf_efficientnet_es inception_v3 65.22 66.12 34.78 33.88 85.55 86.34 14.45 13.66 5.44 27.16 224 299 0.875 bicubic
137 dla60 gluon_resnet50_v1b 65.2 66.04 34.8 33.96 85.76 86.27 14.24 13.73 22.33 25.56 224 0.875 bilinear bicubic
138 tf_efficientnet_cc_b0_4e res2net50_14w_8s 65.15 66.02 34.85 33.98 85.16 86.24 14.84 13.76 13.31 25.06 224 0.875 bicubic bilinear
139 seresnext26_32x4d densenet161 65.05 65.85 34.95 34.15 85.66 86.46 14.34 13.54 16.79 28.68 224 0.875 bicubic
140 hrnet_w18 res2next50 64.92 65.85 35.08 34.15 85.74 85.83 14.26 14.17 21.3 24.67 224 0.875 bilinear
141 densenet169 seresnext26tn_32x4d 64.76 65.85 35.24 34.15 85.24 85.68 14.76 14.32 14.15 16.81 224 0.875 bicubic
142 mixnet_m skresnet34 64.7 65.77 35.3 34.23 85.45 85.96 14.55 14.04 5.01 22.28 224 0.875 bicubic
143 resnet26d resnet101 64.68 65.68 35.32 34.32 85.12 85.98 14.88 14.02 16.01 44.55 224 0.875 bicubic bilinear
144 tf_efficientnet_b0 dpn68b 64.31 65.6 35.69 34.4 85.28 85.94 14.72 14.06 5.29 12.61 224 0.875 bicubic
145 tf_mixnet_m seresnext26t_32x4d 64.27 65.6 35.73 34.4 85.09 86.09 14.91 13.91 5.01 16.82 224 0.875 bicubic
146 dpn68 selecsls42b 64.23 65.59 35.77 34.41 85.18 85.83 14.82 14.17 12.61 32.46 224 0.875 bicubic
147 tf_mixnet_s tf_efficientnet_b0_ap 63.56 65.49 36.44 34.51 84.27 85.55 15.73 14.45 4.13 5.29 224 0.875 bicubic
148 resnet26 seresnext26d_32x4d 63.47 65.42 36.53 34.58 84.26 85.97 15.74 14.03 16.0 16.81 224 0.875 bicubic
149 mixnet_s tf_efficientnet_lite2 63.39 65.39 36.61 34.61 84.74 86.03 15.26 13.97 4.13 6.09 224 260 0.875 0.89 bicubic
150 tv_resnet50 res2net50_48w_2s 63.33 65.32 36.67 34.68 84.64 85.96 15.36 14.04 25.56 25.29 224 0.875 bilinear
151 mobilenetv3_rw densenet201 63.22 65.28 36.78 34.72 84.51 85.67 15.49 14.33 5.48 20.01 224 0.875 bicubic
152 semnasnet_100 tf_efficientnet_es 63.15 65.24 36.85 34.76 84.52 85.54 15.48 14.46 3.89 5.44 224 0.875 bicubic
153 densenet121 dla60 62.94 65.22 37.06 34.78 84.25 85.75 15.75 14.25 7.98 22.33 224 0.875 bicubic bilinear
154 resnet34 tf_efficientnet_cc_b0_4e 62.87 65.13 37.13 34.87 84.14 85.13 15.86 14.87 21.8 13.31 224 0.875 bilinear bicubic
155 seresnet34 mobilenetv2_120d 62.85 65.04 37.15 34.96 84.21 85.99 15.79 14.01 21.96 5.83 224 0.875 bilinear bicubic
156 hrnet_w18_small_v2 seresnext26_32x4d 62.8 65.04 37.2 34.96 83.98 85.65 16.02 14.35 15.6 16.79 224 0.875 bilinear bicubic
157 swsl_resnet18 hrnet_w18 62.76 64.91 37.24 35.09 84.3 85.75 15.7 14.25 11.69 21.3 224 0.875 bilinear
158 gluon_resnet34_v1b densenet169 62.57 64.78 37.43 35.22 83.99 85.25 16.01 14.75 21.8 14.15 224 0.875 bicubic
159 dla34 mixnet_m 62.48 64.69 37.52 35.31 83.91 85.47 16.09 14.53 15.78 5.01 224 0.875 bilinear bicubic
160 tf_mobilenetv3_large_100 resnet26d 62.46 64.63 37.54 35.37 83.97 85.12 16.03 14.88 5.48 16.01 224 0.875 bilinear bicubic
161 fbnetc_100 tf_efficientnet_lite1 62.44 64.37 37.56 35.63 83.38 85.49 16.62 14.51 5.57 5.42 224 240 0.875 0.882 bilinear bicubic
162 mnasnet_100 tf_efficientnet_b0 61.9 64.29 38.1 35.71 83.71 85.25 16.29 14.75 4.38 5.29 224 0.875 bicubic
163 ssl_resnet18 tf_mixnet_m 61.48 64.27 38.52 35.73 83.3 85.09 16.7 14.91 11.69 5.01 224 0.875 bilinear bicubic
164 spnasnet_100 dpn68 61.22 64.22 38.78 35.78 82.79 85.18 17.21 14.82 4.42 12.61 224 0.875 bilinear bicubic
165 tv_resnet34 mobilenetv2_140 61.19 64.05 38.81 35.95 82.71 85.02 17.29 14.98 21.8 6.11 224 0.875 bilinear bicubic
166 skresnet18 tf_mixnet_s 60.86 63.59 39.14 36.41 82.88 84.27 17.12 15.73 11.96 4.13 224 0.875 bicubic
167 tf_mobilenetv3_large_075 resnet26 60.4 63.45 39.6 36.55 81.95 84.27 18.05 15.73 3.99 16 224 0.875 bilinear bicubic
168 seresnet18 mixnet_s 59.8 63.38 40.2 36.62 81.69 84.71 18.31 15.29 11.78 4.13 224 0.875 bicubic
169 tf_mobilenetv3_large_minimal_100 mobilenetv3_large_100 59.07 63.36 40.93 36.64 81.15 84.08 18.85 15.92 3.92 5.48 224 0.875 bilinear bicubic
170 hrnet_w18_small tv_resnet50 58.95 63.33 41.05 36.67 81.34 84.65 18.66 15.35 13.19 25.56 224 0.875 bilinear
171 gluon_resnet18_v1b mobilenetv3_rw 58.34 63.23 41.66 36.77 80.97 84.52 19.03 15.48 11.69 5.48 224 0.875 bicubic
172 resnet18 semnasnet_100 57.17 63.12 42.83 36.88 80.2 84.53 19.8 15.47 11.69 3.89 224 0.875 bilinear bicubic
173 dla60x_c densenet121 56.0 62.94 44.0 37.06 78.93 84.26 21.07 15.74 1.34 7.98 224 0.875 bilinear bicubic
174 tf_mobilenetv3_small_100 seresnet34 54.53 62.89 45.47 37.11 77.06 84.22 22.94 15.78 2.54 21.96 224 0.875 bilinear
175 dla46x_c hrnet_w18_small_v2 53.05 62.83 46.95 37.17 76.87 83.97 23.13 16.03 1.08 15.6 224 0.875 bilinear
176 tf_mobilenetv3_small_075 mobilenetv2_110d 52.16 62.82 47.84 37.18 75.47 84.48 24.53 15.52 2.04 4.52 224 0.875 bilinear bicubic
177 dla46_c resnet34 52.13 62.82 47.87 37.18 75.69 84.12 24.31 15.88 1.31 21.8 224 0.875 bilinear
178 tf_mobilenetv3_small_minimal_100 swsl_resnet18 49.5 62.73 50.5 37.27 73.05 84.3 26.95 15.7 2.04 11.69 224 0.875 bilinear
179 tf_efficientnet_lite0 62.58 37.42 84.25 15.75 4.65 224 0.875 bicubic
180 gluon_resnet34_v1b 62.56 37.44 84 16 21.8 224 0.875 bicubic
181 dla34 62.51 37.49 83.92 16.08 15.78 224 0.875 bilinear
182 tf_mobilenetv3_large_100 62.47 37.53 83.96 16.04 5.48 224 0.875 bilinear
183 fbnetc_100 62.43 37.57 83.39 16.61 5.57 224 0.875 bilinear
184 mnasnet_100 61.91 38.09 83.71 16.29 4.38 224 0.875 bicubic
185 ssl_resnet18 61.49 38.51 83.33 16.67 11.69 224 0.875 bilinear
186 spnasnet_100 61.21 38.79 82.77 17.23 4.42 224 0.875 bilinear
187 tv_resnet34 61.2 38.8 82.72 17.28 21.8 224 0.875 bilinear
188 skresnet18 60.85 39.15 82.88 17.12 11.96 224 0.875 bicubic
189 tf_mobilenetv3_large_075 60.38 39.62 81.96 18.04 3.99 224 0.875 bilinear
190 mobilenetv2_100 60.16 39.84 82.24 17.76 3.5 224 0.875 bicubic
191 seresnet18 59.81 40.19 81.68 18.32 11.78 224 0.875 bicubic
192 tf_mobilenetv3_large_minimal_100 59.07 40.93 81.14 18.86 3.92 224 0.875 bilinear
193 hrnet_w18_small 58.97 41.03 81.34 18.66 13.19 224 0.875 bilinear
194 gluon_resnet18_v1b 58.32 41.68 80.96 19.04 11.69 224 0.875 bicubic
195 resnet18 57.18 42.82 80.19 19.81 11.69 224 0.875 bilinear
196 dla60x_c 56.02 43.98 78.96 21.04 1.34 224 0.875 bilinear
197 tf_mobilenetv3_small_100 54.51 45.49 77.08 22.92 2.54 224 0.875 bilinear
198 dla46x_c 53.08 46.92 76.84 23.16 1.08 224 0.875 bilinear
199 dla46_c 52.2 47.8 75.68 24.32 1.31 224 0.875 bilinear
200 tf_mobilenetv3_small_075 52.15 47.85 75.46 24.54 2.04 224 0.875 bilinear
201 tf_mobilenetv3_small_minimal_100 49.53 50.47 73.05 26.95 2.04 224 0.875 bilinear

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results/results-sketch.csv
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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
tf_efficientnet_l2_ns_475,51.4944,48.5056,73.9276,26.0724,480.31,475,0.936,bicubic
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_b7_ns,47.8001,52.1999,69.6398,30.3602,66.35,600,0.949,bicubic
tf_efficientnet_b6_ns,47.7608,52.2392,69.968,30.032,43.04,528,0.942,bicubic
tf_efficientnet_l2_ns,47.6311,52.3689,70.0033,29.9967,480.31,800,0.961,bicubic
tf_efficientnet_b8_ap,45.7741,54.2259,67.9106,32.0894,87.41,672,0.954,bicubic
tf_efficientnet_b5_ns,45.615,54.385,67.8418,32.1582,30.39,456,0.934,bicubic
tf_efficientnet_b4_ns,43.4495,56.5505,65.5191,34.4809,19.34,380,0.922,bicubic
tf_efficientnet_b8,42.5082,57.4918,64.8568,35.1432,87.41,672,0.954,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_b3_ns,39.5842,60.4158,61.4534,38.5466,12.23,300,0.904,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
tf_efficientnet_b2_ns,36.1827,63.8173,57.5507,42.4493,9.11,260,0.89,bicubic
swsl_resnet18,35.8584,64.1416,58.4547,41.5453,11.69,224,0.875,bilinear
ssl_resnext101_32x16d,34.6047,65.3953,55.9315,44.0685,194.03,224,0.875,bilinear
tf_efficientnet_b1_ns,34.1567,65.8433,55.4894,44.5106,7.79,240,0.882,bicubic
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
ig_resnext101_32x48d,58.8143,41.1857,81.0863,18.9137,828.41,224,0.875,bilinear
ig_resnext101_32x32d,58.38,41.62,80.3789,19.6211,468.53,224,0.875,bilinear
ig_resnext101_32x16d,57.7001,42.2999,79.9131,20.0869,194.03,224,0.875,bilinear
swsl_resnext101_32x16d,57.4663,42.5337,80.3808,19.6192,194.03,224,0.875,bilinear
swsl_resnext101_32x8d,56.4346,43.5654,78.9345,21.0655,88.79,224,0.875,bilinear
ig_resnext101_32x8d,54.9176,45.0824,77.5452,22.4548,88.79,224,0.875,bilinear
swsl_resnext101_32x4d,53.5911,46.4089,76.3387,23.6613,44.18,224,0.875,bilinear
tf_efficientnet_l2_ns_475,51.4866,48.5134,73.9295,26.0705,480.31,475,0.936,bicubic
swsl_resnext50_32x4d,50.449,49.551,73.3577,26.6423,25.03,224,0.875,bilinear
swsl_resnet50,49.551,50.449,72.3319,27.6681,25.56,224,0.875,bilinear
tf_efficientnet_b7_ns,47.8001,52.1999,69.6378,30.3622,66.35,600,0.949,bicubic
tf_efficientnet_b6_ns,47.751,52.249,69.9621,30.0379,43.04,528,0.942,bicubic
tf_efficientnet_l2_ns,47.5702,52.4298,70.0171,29.9829,480.31,800,0.96,bicubic
tf_efficientnet_b8_ap,45.7781,54.2219,67.9047,32.0953,87.41,672,0.954,bicubic
tf_efficientnet_b5_ns,45.6071,54.3929,67.8516,32.1484,30.39,456,0.934,bicubic
tf_efficientnet_b4_ns,43.4554,56.5446,65.5132,34.4868,19.34,380,0.922,bicubic
tf_efficientnet_b8,42.5023,57.4977,64.8745,35.1255,87.41,672,0.954,bicubic
tf_efficientnet_b7,41.4372,58.5628,63.0274,36.9726,66.35,600,0.949,bicubic
tf_efficientnet_b7_ap,41.4333,58.5667,62.8761,37.1239,66.35,600,0.949,bicubic
tf_efficientnet_b5_ap,41.4196,58.5804,62.0822,37.9178,30.39,456,0.934,bicubic
tf_efficientnet_b6_ap,41.0914,58.9086,62.3593,37.6407,43.04,528,0.942,bicubic
tf_efficientnet_b4_ap,40.4763,59.5237,61.7127,38.2873,19.34,380,0.922,bicubic
tf_efficientnet_b3_ns,39.5822,60.4178,61.4632,38.5368,12.23,300,0.904,bicubic
tf_efficientnet_b5,38.3285,61.6715,59.9285,40.0715,30.39,456,0.934,bicubic
tf_efficientnet_b3_ap,37.0611,62.9389,57.2363,42.7637,12.23,300,0.904,bicubic
tf_efficientnet_b2_ns,36.1768,63.8232,57.5547,42.4453,9.11,260,0.89,bicubic
ecaresnet101d,36.0058,63.9942,56.1536,43.8464,44.57,224,0.875,bicubic
swsl_resnet18,35.8604,64.1396,58.439,41.561,11.69,224,0.875,bilinear
ssl_resnext101_32x16d,34.6087,65.3913,55.9139,44.0861,194.03,224,0.875,bilinear
tf_efficientnet_b1_ns,34.1528,65.8472,55.4894,44.5106,7.79,240,0.882,bicubic
tf_efficientnet_b4,34.0624,65.9376,54.216,45.784,19.34,380,0.922,bicubic
ssl_resnext101_32x8d,34.0211,65.9789,55.5935,44.4065,88.79,224,0.875,bilinear
tf_efficientnet_b6,34.0054,65.9946,54.5403,45.4597,43.04,528,0.942,bicubic
tresnet_xl,33.2587,66.7413,52.2962,47.7038,78.44,224,0.875,bilinear
tf_efficientnet_b3,32.8637,67.1363,52.9623,47.0377,12.23,300,0.904,bicubic
inception_resnet_v2,32.736,67.264,50.6396,49.3604,55.84,299,0.8975,bicubic
gluon_resnet152_v1d,32.7301,67.2699,51.0837,48.9163,60.21,224,0.875,bicubic
tf_efficientnet_b2_ap,32.679,67.321,52.2333,47.7667,9.11,260,0.89,bicubic
nasnetalarge,32.5827,67.4173,49.7868,50.2132,88.75,331,0.875,bicubic
tresnet_l,32.567,67.433,51.1407,48.8593,55.99,224,0.875,bilinear
pnasnet5large,32.5316,67.4684,50.1877,49.8123,86.06,331,0.875,bicubic
ens_adv_inception_resnet_v2,32.3705,67.6295,50.4274,49.5726,55.84,299,0.8975,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_v3,29.8159,70.1841,47.8473,52.1527,23.83,299,0.875,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_v3,29.1242,70.8758,46.9571,53.0429,23.83,299,0.875,bicubic
hrnet_w64,28.9886,71.0114,47.1418,52.8582,128.06,224,0.875,bilinear
tf_efficientnet_b0_ns,28.9021,71.0979,49.0106,50.9894,5.29,224,0.875,bicubic
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
skresnext50_32x4d,28.8176,71.1824,46.4973,53.5027,27.48,224,0.875,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
dla102x2,28.3146,71.6854,46.7606,53.2394,41.75,224,0.875,bilinear
tf_efficientnet_cc_b0_4e,28.3146,71.6854,47.3639,52.6361,13.31,224,0.875,bicubic
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_v3,27.782,72.218,45.7191,54.2809,23.83,299,0.875,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_v3,27.5561,72.4439,45.2632,54.7368,27.16,299,0.875,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,27.0609,72.9391,45.4735,54.5265,26.77,224,0.875,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
efficientnet_es,26.6207,73.3793,45.1119,54.8881,5.44,224,0.875,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
skresnet18,24.4827,75.5173,42.5357,57.4643,11.96,224,0.875,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
dla34,23.6692,76.3308,41.5532,58.4468,15.78,224,0.875,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
gluon_resnet152_v1s,32.3312,67.6688,50.5394,49.4606,60.32,224,0.875,bicubic
gluon_seresnext101_64x4d,32.1936,67.8064,50.3272,49.6728,88.23,224,0.875,bicubic
gluon_seresnext101_32x4d,32.115,67.885,51.2409,48.7591,48.96,224,0.875,bicubic
efficientnet_b3a,31.7279,68.2721,51.3215,48.6785,12.23,320,1,bicubic
efficientnet_b3,31.5648,68.4352,51.2724,48.7276,12.23,300,0.904,bicubic
resnet50,31.5451,68.4549,50.1719,49.8281,25.56,224,0.875,bicubic
ssl_resnext101_32x4d,31.4331,68.5669,52.1154,47.8846,44.18,224,0.875,bilinear
inception_v4,31.382,68.618,49.2366,50.7634,42.68,299,0.875,bicubic
ecaresnetlight,31.1325,68.8675,50.2525,49.7475,30.16,224,0.875,bicubic
gluon_resnet101_v1s,31.1128,68.8872,49.7907,50.2093,44.67,224,0.875,bicubic
tf_efficientnet_cc_b0_8e,31.0814,68.9186,50.7733,49.2267,24.01,224,0.875,bicubic
ecaresnet50d,31.0637,68.9363,50.846,49.154,25.58,224,0.875,bicubic
gluon_resnet152_v1c,31.0067,68.9933,48.9359,51.0641,60.21,224,0.875,bicubic
tresnet_m,30.9929,69.0071,48.6903,51.3097,31.39,224,0.875,bilinear
gluon_resnext101_64x4d,30.9812,69.0188,48.5527,51.4473,83.46,224,0.875,bicubic
tf_efficientnet_cc_b1_8e,30.9006,69.0994,50.0737,49.9263,39.72,240,0.882,bicubic
ecaresnet101d_pruned,30.8947,69.1053,50.001,49.999,24.88,224,0.875,bicubic
gluon_resnext101_32x4d,30.8809,69.1191,48.537,51.463,44.18,224,0.875,bicubic
tf_efficientnet_lite4,30.8397,69.1603,50.3979,49.6021,13.01,380,0.92,bilinear
dpn107,30.6805,69.3195,48.8062,51.1938,86.92,224,0.875,bicubic
tresnet_xl_448,30.6196,69.3804,49.0715,50.9285,78.44,448,0.875,bilinear
gluon_resnet152_v1b,30.6176,69.3824,48.5311,51.4689,60.19,224,0.875,bicubic
ssl_resnext50_32x4d,30.594,69.406,50.6534,49.3466,25.03,224,0.875,bilinear
gluon_resnet101_v1d,30.5095,69.4905,47.975,52.025,44.57,224,0.875,bicubic
efficientnet_b2a,30.4231,69.5769,49.6748,50.3252,9.11,288,1,bicubic
tf_efficientnet_b1_ap,30.4191,69.5809,49.5529,50.4471,7.79,240,0.882,bicubic
dpn98,30.0576,69.9424,48.2403,51.7597,61.57,224,0.875,bicubic
tf_efficientnet_b2,30.0202,69.9798,49.5903,50.4097,9.11,260,0.89,bicubic
dpn131,30.0143,69.9857,48.144,51.856,79.25,224,0.875,bicubic
senet154,30.0006,69.9994,48.032,51.968,115.09,224,0.875,bilinear
dpn92,29.9691,70.0309,49.1599,50.8401,37.67,224,0.875,bicubic
gluon_senet154,29.8866,70.1134,47.8728,52.1272,115.09,224,0.875,bicubic
xception,29.8493,70.1507,48.6903,51.3097,22.86,299,0.8975,bicubic
adv_inception_v3,29.8237,70.1763,47.8689,52.1311,23.83,299,0.875,bicubic
resnetblur50,29.6233,70.3767,48.2501,51.7499,25.56,224,0.875,bicubic
efficientnet_b2,29.6174,70.3826,48.7728,51.2272,9.11,260,0.875,bicubic
gluon_xception65,29.5545,70.4455,47.523,52.477,39.92,299,0.875,bicubic
resnext101_32x8d,29.4347,70.5653,48.482,51.518,88.79,224,0.875,bilinear
ssl_resnet50,29.4229,70.5771,49.773,50.227,25.56,224,0.875,bilinear
resnext50_32x4d,29.3285,70.6715,47.3953,52.6047,25.03,224,0.875,bicubic
ecaresnet50d_pruned,29.2165,70.7835,48.4604,51.5396,19.94,224,0.875,bicubic
tresnet_l_448,29.1674,70.8326,47.2342,52.7658,55.99,448,0.875,bilinear
gluon_inception_v3,29.1143,70.8857,46.9433,53.0567,23.83,299,0.875,bicubic
hrnet_w64,28.9866,71.0134,47.1399,52.8601,128.06,224,0.875,bilinear
tf_efficientnet_b0_ns,28.9139,71.0861,49.0106,50.9894,5.29,224,0.875,bicubic
tf_efficientnet_b1,28.8923,71.1077,47.5112,52.4888,7.79,240,0.882,bicubic
gluon_resnet101_v1b,28.8569,71.1431,46.3715,53.6285,44.55,224,0.875,bicubic
skresnext50_32x4d,28.8176,71.1824,46.5032,53.4968,27.48,224,0.875,bicubic
tf_efficientnet_lite3,28.6545,71.3455,47.358,52.642,8.2,300,0.904,bilinear
hrnet_w40,28.6447,71.3553,47.4425,52.5575,57.56,224,0.875,bilinear
gluon_seresnext50_32x4d,28.6408,71.3592,46.4501,53.5499,27.56,224,0.875,bicubic
skresnet34,28.629,71.371,47.9573,52.0427,22.28,224,0.875,bicubic
resnet152,28.5347,71.4653,47.1143,52.8857,60.19,224,0.875,bilinear
hrnet_w48,28.4069,71.5931,47.5741,52.4259,77.47,224,0.875,bilinear
gluon_resnext50_32x4d,28.3833,71.6167,45.3261,54.6739,25.03,224,0.875,bicubic
tf_efficientnet_b0_ap,28.3499,71.6501,47.5309,52.4691,5.29,224,0.875,bicubic
dla102x2,28.3185,71.6815,46.7567,53.2433,41.75,224,0.875,bilinear
dla169,28.3106,71.6894,47.3992,52.6008,53.99,224,0.875,bilinear
tf_efficientnet_cc_b0_4e,28.3106,71.6894,47.3639,52.6361,13.31,224,0.875,bicubic
mixnet_xl,28.293,71.707,46.7174,53.2826,11.9,224,0.875,bicubic
gluon_resnet50_v1d,28.236,71.764,45.8763,54.1237,25.58,224,0.875,bicubic
wide_resnet101_2,28.1063,71.8937,46.4246,53.5754,126.89,224,0.875,bilinear
densenet161,28.1004,71.8996,46.6506,53.3494,28.68,224,0.875,bicubic
gluon_resnet101_v1c,28.1004,71.8996,45.953,54.047,44.57,224,0.875,bicubic
dpn68b,27.8842,72.1158,47.4602,52.5398,12.61,224,0.875,bicubic
tf_inception_v3,27.784,72.216,45.7132,54.2868,23.83,299,0.875,bicubic
res2net101_26w_4s,27.7742,72.2258,45.1709,54.8291,45.21,224,0.875,bilinear
hrnet_w44,27.6248,72.3752,45.8311,54.1689,67.06,224,0.875,bilinear
inception_v3,27.5698,72.4302,45.2632,54.7368,27.16,299,0.875,bicubic
hrnet_w30,27.3851,72.6149,46.5425,53.4575,37.71,224,0.875,bilinear
hrnet_w32,27.3772,72.6228,45.9903,54.0097,41.23,224,0.875,bilinear
gluon_resnet50_v1s,27.3281,72.6719,45.2141,54.7859,25.68,224,0.875,bicubic
densenet201,27.2613,72.7387,46.2241,53.7759,20.01,224,0.875,bicubic
res2net50_26w_8s,27.0726,72.9274,44.432,55.568,48.4,224,0.875,bilinear
dla102x,27.0235,72.9765,45.4951,54.5049,26.77,224,0.875,bilinear
resnet101,26.9685,73.0315,45.2357,54.7643,44.55,224,0.875,bilinear
resnext50d_32x4d,26.8742,73.1258,44.43,55.57,25.05,224,0.875,bicubic
seresnext101_32x4d,26.8192,73.1808,43.5084,56.4916,48.96,224,0.875,bilinear
densenet169,26.8113,73.1887,45.3752,54.6248,14.15,224,0.875,bicubic
seresnet152,26.6718,73.3282,43.9447,56.0553,66.82,224,0.875,bilinear
tf_efficientnet_el,26.6226,73.3774,44.6364,55.3636,10.59,300,0.904,bicubic
efficientnet_es,26.6168,73.3832,45.106,54.894,5.44,224,0.875,bicubic
res2net50_26w_6s,26.5873,73.4127,43.9781,56.0219,37.05,224,0.875,bilinear
dla60x,26.5637,73.4363,45.0392,54.9608,17.65,224,0.875,bilinear
tf_efficientnet_b0,26.491,73.509,45.6562,54.3438,5.29,224,0.875,bicubic
res2net50_14w_8s,26.4713,73.5287,44.3691,55.6309,25.06,224,0.875,bilinear
gluon_resnet50_v1b,26.432,73.568,44.0331,55.9669,25.56,224,0.875,bicubic
dpn68,26.1216,73.8784,44.2335,55.7665,12.61,224,0.875,bicubic
hrnet_w18,25.9761,74.0239,44.8093,55.1907,21.3,224,0.875,bilinear
resnet34,25.8838,74.1162,43.9899,56.0101,21.8,224,0.875,bilinear
res2net50_26w_4s,25.87,74.13,43.1606,56.8394,25.7,224,0.875,bilinear
tresnet_m_448,25.8504,74.1496,42.8678,57.1322,31.39,448,0.875,bilinear
gluon_resnet50_v1c,25.7954,74.2046,43.0172,56.9828,25.58,224,0.875,bicubic
selecsls60,25.7285,74.2715,44.0685,55.9315,30.67,224,0.875,bicubic
dla60_res2net,25.6421,74.3579,43.589,56.411,21.15,224,0.875,bilinear
dla60_res2next,25.6382,74.3618,43.6696,56.3304,17.33,224,0.875,bilinear
tf_efficientnet_lite1,25.5065,74.4935,43.5831,56.4169,5.42,240,0.882,bicubic
mixnet_l,25.4986,74.5014,43.4632,56.5368,7.33,224,0.875,bicubic
efficientnet_b1,25.4829,74.5171,43.2864,56.7136,7.79,240,0.875,bicubic
tv_resnext50_32x4d,25.4692,74.5308,42.7912,57.2088,25.03,224,0.875,bilinear
tf_mixnet_l,25.42,74.58,42.5436,57.4564,7.33,224,0.875,bicubic
res2next50,25.3945,74.6055,42.4925,57.5075,24.67,224,0.875,bilinear
selecsls60b,25.3277,74.6723,43.5536,56.4464,32.77,224,0.875,bicubic
seresnet101,25.3277,74.6723,42.8285,57.1715,49.33,224,0.875,bilinear
dla102,25.3139,74.6861,43.8366,56.1634,33.73,224,0.875,bilinear
wide_resnet50_2,25.31,74.69,42.1781,57.8219,68.88,224,0.875,bilinear
seresnext50_32x4d,25.2176,74.7824,41.9383,58.0617,27.56,224,0.875,bilinear
res2net50_48w_2s,25.0231,74.9769,42.2017,57.7983,25.29,224,0.875,bilinear
efficientnet_b0,25.0152,74.9848,42.7853,57.2147,5.29,224,0.875,bicubic
gluon_resnet34_v1b,24.9484,75.0516,42.237,57.763,21.8,224,0.875,bicubic
mobilenetv2_120d,24.9327,75.0673,43.0643,56.9357,5.83,224,0.875,bicubic
dla60,24.9268,75.0732,43.3021,56.6979,22.33,224,0.875,bilinear
tf_efficientnet_em,24.5338,75.4662,42.41,57.59,6.9,240,0.882,bicubic
tf_efficientnet_lite2,24.5299,75.4701,42.292,57.708,6.09,260,0.89,bicubic
skresnet18,24.4945,75.5055,42.5377,57.4623,11.96,224,0.875,bicubic
tf_efficientnet_lite0,24.3707,75.6293,42.5102,57.4898,4.65,224,0.875,bicubic
tv_resnet50,24.0917,75.9083,41.3095,58.6905,25.56,224,0.875,bilinear
seresnet34,24.0366,75.9634,41.8951,58.1049,21.96,224,0.875,bilinear
densenet121,23.846,76.154,41.9207,58.0793,7.98,224,0.875,bicubic
tf_efficientnet_es,23.8244,76.1756,41.3193,58.6807,5.44,224,0.875,bicubic
mobilenetv2_140,23.7104,76.2896,41.4687,58.5313,6.11,224,0.875,bicubic
mixnet_m,23.7085,76.2915,41.1386,58.8614,5.01,224,0.875,bicubic
dla34,23.677,76.323,41.5434,58.4566,15.78,224,0.875,bilinear
seresnet50,23.6436,76.3564,40.0814,59.9186,28.09,224,0.875,bilinear
tf_mixnet_m,23.4786,76.5214,41.0049,58.9951,5.01,224,0.875,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
selecsls42b,23.3665,76.6335,40.6768,59.3232,32.46,224,0.875,bicubic
mobilenetv2_110d,23.0698,76.9302,40.7436,59.2564,4.52,224,0.875,bicubic
mobilenetv3_large_100,22.665,77.335,40.7848,59.2152,5.48,224,0.875,bicubic
mobilenetv3_rw,22.6257,77.3743,40.3702,59.6298,5.48,224,0.875,bicubic
tf_mobilenetv3_large_100,22.5707,77.4293,39.7591,60.2409,5.48,224,0.875,bilinear
hrnet_w18_small_v2,22.3408,77.6592,39.8475,60.1525,15.6,224,0.875,bilinear
seresnext26tn_32x4d,22.0028,77.9972,38.4916,61.5084,16.81,224,0.875,bicubic
seresnext26t_32x4d,21.9871,78.0129,38.5663,61.4337,16.82,224,0.875,bicubic
resnet26d,21.9144,78.0856,38.6174,61.3826,16.01,224,0.875,bicubic
semnasnet_100,21.8967,78.1033,38.6036,61.3964,3.89,224,0.875,bicubic
gluon_resnet18_v1b,21.5449,78.4551,38.8728,61.1272,11.69,224,0.875,bicubic
fbnetc_100,21.4919,78.5081,38.1654,61.8346,5.57,224,0.875,bilinear
mnasnet_100,21.3504,78.6496,37.7154,62.2846,4.38,224,0.875,bicubic
resnet26,21.2954,78.7046,38.0161,61.9839,16,224,0.875,bicubic
ssl_resnet18,21.2777,78.7223,39.1145,60.8855,11.69,224,0.875,bilinear
mixnet_s,21.258,78.742,38.1929,61.8071,4.13,224,0.875,bicubic
seresnext26d_32x4d,21.2541,78.7459,37.2851,62.7149,16.81,224,0.875,bicubic
seresnext26_32x4d,21.093,78.907,37.6388,62.3612,16.79,224,0.875,bicubic
spnasnet_100,20.867,79.133,37.8923,62.1077,4.42,224,0.875,bilinear
seresnet18,20.8395,79.1605,37.6447,62.3553,11.78,224,0.875,bicubic
mobilenetv2_100,20.7609,79.2391,37.7508,62.2492,3.5,224,0.875,bicubic
tf_mixnet_s,20.4779,79.5221,36.6268,63.3732,4.13,224,0.875,bicubic
tf_mobilenetv3_large_075,20.3718,79.6282,36.7702,63.2298,3.99,224,0.875,bilinear
hrnet_w18_small,20.3659,79.6341,37.0945,62.9055,13.19,224,0.875,bilinear
resnet18,20.2283,79.7717,37.2595,62.7405,11.69,224,0.875,bilinear
tf_mobilenetv3_large_minimal_100,20.1163,79.8837,36.9038,63.0962,3.92,224,0.875,bilinear
dla60x_c,16.3257,83.6743,31.775,68.225,1.34,224,0.875,bilinear
tf_mobilenetv3_small_100,16.2334,83.7666,31.2229,68.7771,2.54,224,0.875,bilinear
tf_mobilenetv3_small_075,14.9404,85.0596,29.5722,70.4278,2.04,224,0.875,bilinear
dla46_c,14.6613,85.3387,29.3737,70.6263,1.31,224,0.875,bilinear
dla46x_c,14.3803,85.6197,29.1772,70.8228,1.08,224,0.875,bilinear
tf_mobilenetv3_small_minimal_100,13.9677,86.0323,27.9805,72.0195,2.04,224,0.875,bilinear

1 model top1 top1_err top5 top5_err param_count img_size cropt_pct interpolation
2 ig_resnext101_32x48d 58.8104 58.8143 41.1896 41.1857 81.0765 81.0863 18.9235 18.9137 828.41 224 0.875 bilinear
3 ig_resnext101_32x32d 58.3859 58.38 41.6141 41.62 80.3808 80.3789 19.6192 19.6211 468.53 224 0.875 bilinear
4 ig_resnext101_32x16d 57.6903 57.7001 42.3097 42.2999 79.9053 79.9131 20.0947 20.0869 194.03 224 0.875 bilinear
5 swsl_resnext101_32x16d 57.4584 57.4663 42.5416 42.5337 80.3848 80.3808 19.6152 19.6192 194.03 224 0.875 bilinear
6 swsl_resnext101_32x8d 56.4385 56.4346 43.5615 43.5654 78.9444 78.9345 21.0556 21.0655 88.79 224 0.875 bilinear
7 ig_resnext101_32x8d 54.9176 45.0824 77.5335 77.5452 22.4665 22.4548 88.79 224 0.875 bilinear
8 swsl_resnext101_32x4d 53.6029 53.5911 46.3971 46.4089 76.3466 76.3387 23.6534 23.6613 44.18 224 0.875 bilinear
9 tf_efficientnet_l2_ns_475 51.4944 51.4866 48.5056 48.5134 73.9276 73.9295 26.0724 26.0705 480.31 475 0.936 bicubic
10 swsl_resnext50_32x4d 50.4372 50.449 49.5628 49.551 73.3675 73.3577 26.6325 26.6423 25.03 224 0.875 bilinear
11 swsl_resnet50 49.5412 49.551 50.4588 50.449 72.3339 72.3319 27.6661 27.6681 25.56 224 0.875 bilinear
12 tf_efficientnet_b7_ns 47.8001 52.1999 69.6398 69.6378 30.3602 30.3622 66.35 600 0.949 bicubic
13 tf_efficientnet_b6_ns 47.7608 47.751 52.2392 52.249 69.968 69.9621 30.032 30.0379 43.04 528 0.942 bicubic
14 tf_efficientnet_l2_ns 47.6311 47.5702 52.3689 52.4298 70.0033 70.0171 29.9967 29.9829 480.31 800 0.961 0.96 bicubic
15 tf_efficientnet_b8_ap 45.7741 45.7781 54.2259 54.2219 67.9106 67.9047 32.0894 32.0953 87.41 672 0.954 bicubic
16 tf_efficientnet_b5_ns 45.615 45.6071 54.385 54.3929 67.8418 67.8516 32.1582 32.1484 30.39 456 0.934 bicubic
17 tf_efficientnet_b4_ns 43.4495 43.4554 56.5505 56.5446 65.5191 65.5132 34.4809 34.4868 19.34 380 0.922 bicubic
18 tf_efficientnet_b8 42.5082 42.5023 57.4918 57.4977 64.8568 64.8745 35.1432 35.1255 87.41 672 0.954 bicubic
19 tf_efficientnet_b7 41.4314 41.4372 58.5686 58.5628 63.0175 63.0274 36.9825 36.9726 66.35 600 0.949 bicubic
20 tf_efficientnet_b7_ap 41.4294 41.4333 58.5706 58.5667 62.8741 62.8761 37.1259 37.1239 66.35 600 0.949 bicubic
21 tf_efficientnet_b5_ap 41.4176 41.4196 58.5824 58.5804 62.0841 62.0822 37.9159 37.9178 30.39 456 0.934 bicubic
22 tf_efficientnet_b6_ap 41.0993 41.0914 58.9007 58.9086 62.3553 62.3593 37.6447 37.6407 43.04 528 0.942 bicubic
23 tf_efficientnet_b4_ap 40.4842 40.4763 59.5158 59.5237 61.7226 61.7127 38.2774 38.2873 19.34 380 0.922 bicubic
24 tf_efficientnet_b3_ns 39.5842 39.5822 60.4158 60.4178 61.4534 61.4632 38.5466 38.5368 12.23 300 0.904 bicubic
25 tf_efficientnet_b5 38.356 38.3285 61.644 61.6715 59.9128 59.9285 40.0872 40.0715 30.39 456 0.934 bicubic
26 tf_efficientnet_b3_ap 37.0552 37.0611 62.9448 62.9389 57.2403 57.2363 42.7597 42.7637 12.23 300 0.904 bicubic
27 tf_efficientnet_b2_ns 36.1827 36.1768 63.8173 63.8232 57.5507 57.5547 42.4493 42.4453 9.11 260 0.89 bicubic
28 swsl_resnet18 ecaresnet101d 35.8584 36.0058 64.1416 63.9942 58.4547 56.1536 41.5453 43.8464 11.69 44.57 224 0.875 bilinear bicubic
29 ssl_resnext101_32x16d swsl_resnet18 34.6047 35.8604 65.3953 64.1396 55.9315 58.439 44.0685 41.561 194.03 11.69 224 0.875 bilinear
30 tf_efficientnet_b1_ns ssl_resnext101_32x16d 34.1567 34.6087 65.8433 65.3913 55.4894 55.9139 44.5106 44.0861 7.79 194.03 240 224 0.882 0.875 bicubic bilinear
31 tf_efficientnet_b4 tf_efficientnet_b1_ns 34.0643 34.1528 65.9357 65.8472 54.1984 55.4894 45.8016 44.5106 19.34 7.79 380 240 0.922 0.882 bicubic
32 ssl_resnext101_32x8d tf_efficientnet_b4 34.0172 34.0624 65.9828 65.9376 55.6014 54.216 44.3986 45.784 88.79 19.34 224 380 0.875 0.922 bilinear bicubic
33 tf_efficientnet_b6 ssl_resnext101_32x8d 33.9975 34.0211 66.0025 65.9789 54.5442 55.5935 45.4558 44.4065 43.04 88.79 528 224 0.942 0.875 bicubic bilinear
34 tf_efficientnet_b3 tf_efficientnet_b6 32.8598 34.0054 67.1402 65.9946 52.9505 54.5403 47.0495 45.4597 12.23 43.04 300 528 0.904 0.942 bicubic
35 inception_resnet_v2 tresnet_xl 32.7379 33.2587 67.2621 66.7413 50.6475 52.2962 49.3525 47.7038 55.84 78.44 299 224 0.8975 0.875 bicubic bilinear
36 gluon_resnet152_v1d tf_efficientnet_b3 32.734 32.8637 67.266 67.1363 51.0877 52.9623 48.9123 47.0377 60.21 12.23 224 300 0.875 0.904 bicubic
37 tf_efficientnet_b2_ap inception_resnet_v2 32.6809 32.736 67.3191 67.264 52.2392 50.6396 47.7608 49.3604 9.11 55.84 260 299 0.89 0.8975 bicubic
38 nasnetalarge gluon_resnet152_v1d 32.5964 32.7301 67.4036 67.2699 49.7789 51.0837 50.2211 48.9163 88.75 60.21 331 224 0.875 bicubic
39 pnasnet5large tf_efficientnet_b2_ap 32.5296 32.679 67.4704 67.321 50.1916 52.2333 49.8084 47.7667 86.06 9.11 331 260 0.875 0.89 bicubic
40 nasnetalarge 32.5827 67.4173 49.7868 50.2132 88.75 331 0.875 bicubic
41 tresnet_l 32.567 67.433 51.1407 48.8593 55.99 224 0.875 bilinear
42 pnasnet5large 32.5316 67.4684 50.1877 49.8123 86.06 331 0.875 bicubic
43 ens_adv_inception_resnet_v2 32.3705 67.6295 50.4274 49.5726 55.84 299 0.8975 bicubic
44 gluon_resnet152_v1s 32.3312 67.6688 50.5257 50.5394 49.4743 49.4606 60.32 224 0.875 bicubic
45 gluon_seresnext101_64x4d 32.2054 32.1936 67.7946 67.8064 50.3193 50.3272 49.6807 49.6728 88.23 224 0.875 bicubic
46 gluon_seresnext101_32x4d 32.1071 32.115 67.8929 67.885 51.237 51.2409 48.763 48.7591 48.96 224 0.875 bicubic
47 efficientnet_b3a 31.7318 31.7279 68.2682 68.2721 51.3254 51.3215 48.6746 48.6785 12.23 320 1 bicubic
48 efficientnet_b3 31.555 31.5648 68.445 68.4352 51.2763 51.2724 48.7237 48.7276 12.23 300 0.904 bicubic
49 resnet50 31.5471 31.5451 68.4529 68.4549 50.17 50.1719 49.83 49.8281 25.56 224 0.875 bicubic
50 ssl_resnext101_32x4d 31.4233 31.4331 68.5767 68.5669 52.1213 52.1154 47.8787 47.8846 44.18 224 0.875 bilinear
51 inception_v4 31.3781 31.382 68.6219 68.618 49.2444 49.2366 50.7556 50.7634 42.68 299 0.875 bicubic
52 gluon_resnet101_v1s ecaresnetlight 31.1148 31.1325 68.8852 68.8675 49.7927 50.2525 50.2073 49.7475 44.67 30.16 224 0.875 bicubic
53 tf_efficientnet_cc_b0_8e gluon_resnet101_v1s 31.0873 31.1128 68.9127 68.8872 50.7615 49.7907 49.2385 50.2093 24.01 44.67 224 0.875 bicubic
54 gluon_resnet152_v1c tf_efficientnet_cc_b0_8e 30.991 31.0814 69.009 68.9186 48.9241 50.7733 51.0759 49.2267 60.21 24.01 224 0.875 bicubic
55 gluon_resnext101_64x4d ecaresnet50d 30.9871 31.0637 69.0129 68.9363 48.5488 50.846 51.4512 49.154 83.46 25.58 224 0.875 bicubic
56 tf_efficientnet_cc_b1_8e gluon_resnet152_v1c 30.8986 31.0067 69.1014 68.9933 50.0796 48.9359 49.9204 51.0641 39.72 60.21 240 224 0.882 0.875 bicubic
57 gluon_resnext101_32x4d tresnet_m 30.877 30.9929 69.123 69.0071 48.537 48.6903 51.463 51.3097 44.18 31.39 224 0.875 bicubic bilinear
58 dpn107 gluon_resnext101_64x4d 30.6785 30.9812 69.3215 69.0188 48.8102 48.5527 51.1898 51.4473 86.92 83.46 224 0.875 bicubic
59 gluon_resnet152_v1b tf_efficientnet_cc_b1_8e 30.6235 30.9006 69.3765 69.0994 48.5213 50.0737 51.4787 49.9263 60.19 39.72 224 240 0.875 0.882 bicubic
60 ssl_resnext50_32x4d ecaresnet101d_pruned 30.594 30.8947 69.406 69.1053 50.6573 50.001 49.3427 49.999 25.03 24.88 224 0.875 bilinear bicubic
61 gluon_resnet101_v1d gluon_resnext101_32x4d 30.5233 30.8809 69.4767 69.1191 47.9495 48.537 52.0505 51.463 44.57 44.18 224 0.875 bicubic
62 efficientnet_b2a tf_efficientnet_lite4 30.4349 30.8397 69.5651 69.1603 49.6984 50.3979 50.3016 49.6021 9.11 13.01 288 380 1 0.92 bicubic bilinear
63 tf_efficientnet_b1_ap dpn107 30.4211 30.6805 69.5789 69.3195 49.5529 48.8062 50.4471 51.1938 7.79 86.92 240 224 0.882 0.875 bicubic
64 dpn98 tresnet_xl_448 30.0674 30.6196 69.9326 69.3804 48.2442 49.0715 51.7558 50.9285 61.57 78.44 224 448 0.875 bicubic bilinear
65 tf_efficientnet_b2 gluon_resnet152_v1b 30.0261 30.6176 69.9739 69.3824 49.5805 48.5311 50.4195 51.4689 9.11 60.19 260 224 0.89 0.875 bicubic
66 dpn131 ssl_resnext50_32x4d 30.0242 30.594 69.9758 69.406 48.146 50.6534 51.854 49.3466 79.25 25.03 224 0.875 bicubic bilinear
67 senet154 gluon_resnet101_v1d 30.0006 30.5095 69.9994 69.4905 48.034 47.975 51.966 52.025 115.09 44.57 224 0.875 bilinear bicubic
68 dpn92 efficientnet_b2a 29.9534 30.4231 70.0466 69.5769 49.1619 49.6748 50.8381 50.3252 37.67 9.11 224 288 0.875 1 bicubic
69 gluon_senet154 tf_efficientnet_b1_ap 29.8768 30.4191 70.1232 69.5809 47.8944 49.5529 52.1056 50.4471 115.09 7.79 224 240 0.875 0.882 bicubic
70 xception dpn98 29.865 30.0576 70.135 69.9424 48.6864 48.2403 51.3136 51.7597 22.86 61.57 299 224 0.8975 0.875 bicubic
71 adv_inception_v3 tf_efficientnet_b2 29.8159 30.0202 70.1841 69.9798 47.8473 49.5903 52.1527 50.4097 23.83 9.11 299 260 0.875 0.89 bicubic
72 efficientnet_b2 dpn131 29.6154 30.0143 70.3846 69.9857 48.7767 48.144 51.2233 51.856 9.11 79.25 260 224 0.875 bicubic
73 gluon_xception65 senet154 29.5506 30.0006 70.4494 69.9994 47.5054 48.032 52.4946 51.968 39.92 115.09 299 224 0.875 bicubic bilinear
74 resnext101_32x8d dpn92 29.4386 29.9691 70.5614 70.0309 48.4859 49.1599 51.5141 50.8401 88.79 37.67 224 0.875 bilinear bicubic
75 ssl_resnet50 gluon_senet154 29.4229 29.8866 70.5771 70.1134 49.7809 47.8728 50.2191 52.1272 25.56 115.09 224 0.875 bilinear bicubic
76 gluon_inception_v3 xception 29.1242 29.8493 70.8758 70.1507 46.9571 48.6903 53.0429 51.3097 23.83 22.86 299 0.875 0.8975 bicubic
77 hrnet_w64 adv_inception_v3 28.9886 29.8237 71.0114 70.1763 47.1418 47.8689 52.8582 52.1311 128.06 23.83 224 299 0.875 bilinear bicubic
78 tf_efficientnet_b0_ns resnetblur50 28.9021 29.6233 71.0979 70.3767 49.0106 48.2501 50.9894 51.7499 5.29 25.56 224 0.875 bicubic
79 tf_efficientnet_b1 efficientnet_b2 28.8864 29.6174 71.1136 70.3826 47.5034 48.7728 52.4966 51.2272 7.79 9.11 240 260 0.882 0.875 bicubic
80 gluon_resnet101_v1b gluon_xception65 28.8785 29.5545 71.1215 70.4455 46.3892 47.523 53.6108 52.477 44.55 39.92 224 299 0.875 bicubic
81 skresnext50_32x4d resnext101_32x8d 28.8176 29.4347 71.1824 70.5653 46.4973 48.482 53.5027 51.518 27.48 88.79 224 0.875 bicubic bilinear
82 gluon_seresnext50_32x4d ssl_resnet50 28.6506 29.4229 71.3494 70.5771 46.4364 49.773 53.5636 50.227 27.56 25.56 224 0.875 bicubic bilinear
83 hrnet_w40 resnext50_32x4d 28.6408 29.3285 71.3592 70.6715 47.4543 47.3953 52.5457 52.6047 57.56 25.03 224 0.875 bilinear bicubic
84 resnet152 ecaresnet50d_pruned 28.5327 29.2165 71.4673 70.7835 47.1182 48.4604 52.8818 51.5396 60.19 19.94 224 0.875 bilinear bicubic
85 hrnet_w48 tresnet_l_448 28.4128 29.1674 71.5872 70.8326 47.5859 47.2342 52.4141 52.7658 77.47 55.99 224 448 0.875 bilinear
86 gluon_resnext50_32x4d gluon_inception_v3 28.3755 29.1143 71.6245 70.8857 45.3281 46.9433 54.6719 53.0567 25.03 23.83 224 299 0.875 bicubic
87 tf_efficientnet_b0_ap hrnet_w64 28.346 28.9866 71.654 71.0134 47.5309 47.1399 52.4691 52.8601 5.29 128.06 224 0.875 bicubic bilinear
88 dla102x2 tf_efficientnet_b0_ns 28.3146 28.9139 71.6854 71.0861 46.7606 49.0106 53.2394 50.9894 41.75 5.29 224 0.875 bilinear bicubic
89 tf_efficientnet_cc_b0_4e tf_efficientnet_b1 28.3146 28.8923 71.6854 71.1077 47.3639 47.5112 52.6361 52.4888 13.31 7.79 224 240 0.875 0.882 bicubic
90 dla169 gluon_resnet101_v1b 28.3126 28.8569 71.6874 71.1431 47.3914 46.3715 52.6086 53.6285 53.99 44.55 224 0.875 bilinear bicubic
91 mixnet_xl skresnext50_32x4d 28.2871 28.8176 71.7129 71.1824 46.7016 46.5032 53.2984 53.4968 11.9 27.48 224 0.875 bicubic
92 gluon_resnet50_v1d tf_efficientnet_lite3 28.2458 28.6545 71.7542 71.3455 45.8783 47.358 54.1217 52.642 25.58 8.2 224 300 0.875 0.904 bicubic bilinear
93 wide_resnet101_2 hrnet_w40 28.1082 28.6447 71.8918 71.3553 46.401 47.4425 53.599 52.5575 126.89 57.56 224 0.875 bilinear
94 gluon_resnet101_v1c gluon_seresnext50_32x4d 28.1043 28.6408 71.8957 71.3592 45.9608 46.4501 54.0392 53.5499 44.57 27.56 224 0.875 bicubic
95 densenet161 skresnet34 28.0807 28.629 71.9193 71.371 46.6407 47.9573 53.3593 52.0427 28.68 22.28 224 0.875 bicubic
96 dpn68b resnet152 27.8842 28.5347 72.1158 71.4653 47.468 47.1143 52.532 52.8857 12.61 60.19 224 0.875 bicubic bilinear
97 tf_inception_v3 hrnet_w48 27.782 28.4069 72.218 71.5931 45.7191 47.5741 54.2809 52.4259 23.83 77.47 299 224 0.875 bicubic bilinear
98 res2net101_26w_4s gluon_resnext50_32x4d 27.7683 28.3833 72.2317 71.6167 45.1787 45.3261 54.8213 54.6739 45.21 25.03 224 0.875 bilinear bicubic
99 hrnet_w44 tf_efficientnet_b0_ap 27.6209 28.3499 72.3791 71.6501 45.837 47.5309 54.163 52.4691 67.06 5.29 224 0.875 bilinear bicubic
100 inception_v3 dla102x2 27.5561 28.3185 72.4439 71.6815 45.2632 46.7567 54.7368 53.2433 27.16 41.75 299 224 0.875 bicubic bilinear
101 hrnet_w30 dla169 27.3812 28.3106 72.6188 71.6894 46.5543 47.3992 53.4457 52.6008 37.71 53.99 224 0.875 bilinear
102 hrnet_w32 tf_efficientnet_cc_b0_4e 27.3694 28.3106 72.6306 71.6894 45.9942 47.3639 54.0058 52.6361 41.23 13.31 224 0.875 bilinear bicubic
103 gluon_resnet50_v1s mixnet_xl 27.3261 28.293 72.6739 71.707 45.222 46.7174 54.778 53.2826 25.68 11.9 224 0.875 bicubic
104 densenet201 gluon_resnet50_v1d 27.2652 28.236 72.7348 71.764 46.2222 45.8763 53.7778 54.1237 20.01 25.58 224 0.875 bicubic
105 res2net50_26w_8s wide_resnet101_2 27.0785 28.1063 72.9215 71.8937 44.4281 46.4246 55.5719 53.5754 48.4 126.89 224 0.875 bilinear
106 dla102x densenet161 27.0609 28.1004 72.9391 71.8996 45.4735 46.6506 54.5265 53.3494 26.77 28.68 224 0.875 bilinear bicubic
107 resnet101 gluon_resnet101_v1c 26.9626 28.1004 73.0374 71.8996 45.2337 45.953 54.7663 54.047 44.55 44.57 224 0.875 bilinear bicubic
108 resnext50d_32x4d dpn68b 26.8761 27.8842 73.1239 72.1158 44.4359 47.4602 55.5641 52.5398 25.05 12.61 224 0.875 bicubic
109 densenet169 tf_inception_v3 26.829 27.784 73.171 72.216 45.3733 45.7132 54.6267 54.2868 14.15 23.83 224 299 0.875 bicubic
110 seresnext101_32x4d res2net101_26w_4s 26.8113 27.7742 73.1887 72.2258 43.4966 45.1709 56.5034 54.8291 48.96 45.21 224 0.875 bilinear
111 seresnet152 hrnet_w44 26.6757 27.6248 73.3243 72.3752 43.9466 45.8311 56.0534 54.1689 66.82 67.06 224 0.875 bilinear
112 tf_efficientnet_el inception_v3 26.6226 27.5698 73.3774 72.4302 44.6482 45.2632 55.3518 54.7368 10.59 27.16 300 299 0.904 0.875 bicubic
113 efficientnet_es hrnet_w30 26.6207 27.3851 73.3793 72.6149 45.1119 46.5425 54.8881 53.4575 5.44 37.71 224 0.875 bicubic bilinear
114 res2net50_26w_6s hrnet_w32 26.5951 27.3772 73.4049 72.6228 43.9899 45.9903 56.0101 54.0097 37.05 41.23 224 0.875 bilinear
115 dla60x gluon_resnet50_v1s 26.5519 27.3281 73.4481 72.6719 45.0235 45.2141 54.9765 54.7859 17.65 25.68 224 0.875 bilinear bicubic
116 tf_efficientnet_b0 densenet201 26.4851 27.2613 73.5149 72.7387 45.6464 46.2241 54.3536 53.7759 5.29 20.01 224 0.875 bicubic
117 res2net50_14w_8s res2net50_26w_8s 26.4831 27.0726 73.5169 72.9274 44.3711 44.432 55.6289 55.568 25.06 48.4 224 0.875 bilinear
118 gluon_resnet50_v1b dla102x 26.436 27.0235 73.564 72.9765 44.0351 45.4951 55.9649 54.5049 25.56 26.77 224 0.875 bicubic bilinear
119 dpn68 resnet101 26.1294 26.9685 73.8706 73.0315 44.2276 45.2357 55.7724 54.7643 12.61 44.55 224 0.875 bicubic bilinear
120 resnext50_32x4d resnext50d_32x4d 26.1157 26.8742 73.8843 73.1258 42.9798 44.43 57.0202 55.57 25.03 25.05 224 0.875 bicubic
121 hrnet_w18 seresnext101_32x4d 25.986 26.8192 74.014 73.1808 44.8132 43.5084 55.1868 56.4916 21.3 48.96 224 0.875 bilinear
122 resnet34 densenet169 25.8877 26.8113 74.1123 73.1887 43.982 45.3752 56.018 54.6248 21.8 14.15 224 0.875 bilinear bicubic
123 res2net50_26w_4s seresnet152 25.8661 26.6718 74.1339 73.3282 43.1547 43.9447 56.8453 56.0553 25.7 66.82 224 0.875 bilinear
124 gluon_resnet50_v1c tf_efficientnet_el 25.7836 26.6226 74.2164 73.3774 43.0309 44.6364 56.9691 55.3636 25.58 10.59 224 300 0.875 0.904 bicubic
125 selecsls60 efficientnet_es 25.7285 26.6168 74.2715 73.3832 44.0645 45.106 55.9355 54.894 30.67 5.44 224 0.875 bicubic
126 dla60_res2net res2net50_26w_6s 25.6519 26.5873 74.3481 73.4127 43.5988 43.9781 56.4012 56.0219 21.15 37.05 224 0.875 bilinear
127 dla60_res2next dla60x 25.6401 26.5637 74.3599 73.4363 43.6696 45.0392 56.3304 54.9608 17.33 17.65 224 0.875 bilinear
128 mixnet_l tf_efficientnet_b0 25.5124 26.491 74.4876 73.509 43.4554 45.6562 56.5446 54.3438 7.33 5.29 224 0.875 bicubic
129 efficientnet_b1 res2net50_14w_8s 25.4692 26.4713 74.5308 73.5287 43.2844 44.3691 56.7156 55.6309 7.79 25.06 240 224 0.875 bicubic bilinear
130 tv_resnext50_32x4d gluon_resnet50_v1b 25.4554 26.432 74.5446 73.568 42.7872 44.0331 57.2128 55.9669 25.03 25.56 224 0.875 bilinear bicubic
131 tf_mixnet_l dpn68 25.422 26.1216 74.578 73.8784 42.5337 44.2335 57.4663 55.7665 7.33 12.61 224 0.875 bicubic
132 res2next50 hrnet_w18 25.3886 25.9761 74.6114 74.0239 42.5082 44.8093 57.4918 55.1907 24.67 21.3 224 0.875 bilinear
133 seresnet101 resnet34 25.3336 25.8838 74.6664 74.1162 42.8246 43.9899 57.1754 56.0101 49.33 21.8 224 0.875 bilinear
134 selecsls60b res2net50_26w_4s 25.3316 25.87 74.6684 74.13 43.5595 43.1606 56.4405 56.8394 32.77 25.7 224 0.875 bicubic bilinear
135 dla102 tresnet_m_448 25.3159 25.8504 74.6841 74.1496 43.8268 42.8678 56.1732 57.1322 33.73 31.39 224 448 0.875 bilinear
136 wide_resnet50_2 gluon_resnet50_v1c 25.308 25.7954 74.692 74.2046 42.1781 43.0172 57.8219 56.9828 68.88 25.58 224 0.875 bilinear bicubic
137 seresnext50_32x4d selecsls60 25.2098 25.7285 74.7902 74.2715 41.9364 44.0685 58.0636 55.9315 27.56 30.67 224 0.875 bilinear bicubic
138 res2net50_48w_2s dla60_res2net 25.027 25.6421 74.973 74.3579 42.2075 43.589 57.7925 56.411 25.29 21.15 224 0.875 bilinear
139 efficientnet_b0 dla60_res2next 25.0152 25.6382 74.9848 74.3618 42.7872 43.6696 57.2128 56.3304 5.29 17.33 224 0.875 bicubic bilinear
140 gluon_resnet34_v1b tf_efficientnet_lite1 24.9386 25.5065 75.0614 74.4935 42.2429 43.5831 57.7571 56.4169 21.8 5.42 224 240 0.875 0.882 bicubic
141 dla60 mixnet_l 24.9327 25.4986 75.0673 74.5014 43.2962 43.4632 56.7038 56.5368 22.33 7.33 224 0.875 bilinear bicubic
142 tf_efficientnet_em efficientnet_b1 24.5416 25.4829 75.4584 74.5171 42.4119 43.2864 57.5881 56.7136 6.9 7.79 240 0.882 0.875 bicubic
143 skresnet18 tv_resnext50_32x4d 24.4827 25.4692 75.5173 74.5308 42.5357 42.7912 57.4643 57.2088 11.96 25.03 224 0.875 bicubic bilinear
144 tv_resnet50 tf_mixnet_l 24.07 25.42 75.93 74.58 41.3134 42.5436 58.6866 57.4564 25.56 7.33 224 0.875 bilinear bicubic
145 seresnet34 res2next50 24.0268 25.3945 75.9732 74.6055 41.9089 42.4925 58.0911 57.5075 21.96 24.67 224 0.875 bilinear
146 densenet121 selecsls60b 23.8441 25.3277 76.1559 74.6723 41.9246 43.5536 58.0754 56.4464 7.98 32.77 224 0.875 bicubic
147 tf_efficientnet_es seresnet101 23.8185 25.3277 76.1815 74.6723 41.3311 42.8285 58.6689 57.1715 5.44 49.33 224 0.875 bicubic bilinear
148 mixnet_m dla102 23.7104 25.3139 76.2896 74.6861 41.1405 43.8366 58.8595 56.1634 5.01 33.73 224 0.875 bicubic bilinear
149 dla34 wide_resnet50_2 23.6692 25.31 76.3308 74.69 41.5532 42.1781 58.4468 57.8219 15.78 68.88 224 0.875 bilinear
150 seresnet50 seresnext50_32x4d 23.6515 25.2176 76.3485 74.7824 40.0912 41.9383 59.9088 58.0617 28.09 27.56 224 0.875 bilinear
151 tf_mixnet_m res2net50_48w_2s 23.4844 25.0231 76.5156 74.9769 40.9892 42.2017 59.0108 57.7983 5.01 25.29 224 0.875 bicubic bilinear
152 efficientnet_b0 25.0152 74.9848 42.7853 57.2147 5.29 224 0.875 bicubic
153 gluon_resnet34_v1b 24.9484 75.0516 42.237 57.763 21.8 224 0.875 bicubic
154 mobilenetv2_120d 24.9327 75.0673 43.0643 56.9357 5.83 224 0.875 bicubic
155 dla60 24.9268 75.0732 43.3021 56.6979 22.33 224 0.875 bilinear
156 tf_efficientnet_em 24.5338 75.4662 42.41 57.59 6.9 240 0.882 bicubic
157 tf_efficientnet_lite2 24.5299 75.4701 42.292 57.708 6.09 260 0.89 bicubic
158 skresnet18 24.4945 75.5055 42.5377 57.4623 11.96 224 0.875 bicubic
159 tf_efficientnet_lite0 24.3707 75.6293 42.5102 57.4898 4.65 224 0.875 bicubic
160 tv_resnet50 24.0917 75.9083 41.3095 58.6905 25.56 224 0.875 bilinear
161 seresnet34 24.0366 75.9634 41.8951 58.1049 21.96 224 0.875 bilinear
162 densenet121 23.846 76.154 41.9207 58.0793 7.98 224 0.875 bicubic
163 tf_efficientnet_es 23.8244 76.1756 41.3193 58.6807 5.44 224 0.875 bicubic
164 mobilenetv2_140 23.7104 76.2896 41.4687 58.5313 6.11 224 0.875 bicubic
165 mixnet_m 23.7085 76.2915 41.1386 58.8614 5.01 224 0.875 bicubic
166 dla34 23.677 76.323 41.5434 58.4566 15.78 224 0.875 bilinear
167 seresnet50 23.6436 76.3564 40.0814 59.9186 28.09 224 0.875 bilinear
168 tf_mixnet_m 23.4786 76.5214 41.0049 58.9951 5.01 224 0.875 bicubic
169 tv_resnet34 23.4727 76.5273 41.3665 58.6335 21.8 224 0.875 bilinear
170 selecsls42b 23.3567 23.3665 76.6433 76.6335 40.6768 59.3232 32.46 224 0.875 bicubic
171 mobilenetv3_rw mobilenetv2_110d 22.6296 23.0698 77.3704 76.9302 40.3741 40.7436 59.6259 59.2564 5.48 4.52 224 0.875 bicubic
172 tf_mobilenetv3_large_100 mobilenetv3_large_100 22.5687 22.665 77.4313 77.335 39.7669 40.7848 60.2331 59.2152 5.48 224 0.875 bilinear bicubic
173 hrnet_w18_small_v2 mobilenetv3_rw 22.3369 22.6257 77.6631 77.3743 39.8613 40.3702 60.1387 59.6298 15.6 5.48 224 0.875 bilinear bicubic
174 seresnext26tn_32x4d tf_mobilenetv3_large_100 21.991 22.5707 78.009 77.4293 38.4818 39.7591 61.5182 60.2409 16.81 5.48 224 0.875 bicubic bilinear
175 seresnext26t_32x4d hrnet_w18_small_v2 21.9851 22.3408 78.0149 77.6592 38.5702 39.8475 61.4298 60.1525 16.82 15.6 224 0.875 bicubic bilinear
176 resnet26d seresnext26tn_32x4d 21.9065 22.0028 78.0935 77.9972 38.6193 38.4916 61.3807 61.5084 16.01 16.81 224 0.875 bicubic
177 semnasnet_100 seresnext26t_32x4d 21.9026 21.9871 78.0974 78.0129 38.5997 38.5663 61.4003 61.4337 3.89 16.82 224 0.875 bicubic
178 gluon_resnet18_v1b resnet26d 21.5489 21.9144 78.4511 78.0856 38.8689 38.6174 61.1311 61.3826 11.69 16.01 224 0.875 bicubic
179 fbnetc_100 semnasnet_100 21.484 21.8967 78.516 78.1033 38.1615 38.6036 61.8385 61.3964 5.57 3.89 224 0.875 bilinear bicubic
180 mnasnet_100 gluon_resnet18_v1b 21.3504 21.5449 78.6496 78.4551 37.7193 38.8728 62.2807 61.1272 4.38 11.69 224 0.875 bicubic
181 resnet26 fbnetc_100 21.2954 21.4919 78.7046 78.5081 38.018 38.1654 61.982 61.8346 16 5.57 224 0.875 bicubic bilinear
182 ssl_resnet18 mnasnet_100 21.2777 21.3504 78.7223 78.6496 39.1126 37.7154 60.8874 62.2846 11.69 4.38 224 0.875 bilinear bicubic
183 mixnet_s resnet26 21.2541 21.2954 78.7459 78.7046 38.187 38.0161 61.813 61.9839 4.13 16 224 0.875 bicubic
184 seresnext26d_32x4d ssl_resnet18 21.2521 21.2777 78.7479 78.7223 37.3106 39.1145 62.6894 60.8855 16.81 11.69 224 0.875 bicubic bilinear
185 seresnext26_32x4d mixnet_s 21.093 21.258 78.907 78.742 37.6329 38.1929 62.3671 61.8071 16.79 4.13 224 0.875 bicubic
186 spnasnet_100 seresnext26d_32x4d 20.8631 21.2541 79.1369 78.7459 37.8962 37.2851 62.1038 62.7149 4.42 16.81 224 0.875 bilinear bicubic
187 seresnet18 seresnext26_32x4d 20.8375 21.093 79.1625 78.907 37.6191 37.6388 62.3809 62.3612 11.78 16.79 224 0.875 bicubic
188 tf_mixnet_s spnasnet_100 20.47 20.867 79.53 79.133 36.6071 37.8923 63.3929 62.1077 4.13 4.42 224 0.875 bicubic bilinear
189 hrnet_w18_small seresnet18 20.3679 20.8395 79.6321 79.1605 37.0925 37.6447 62.9075 62.3553 13.19 11.78 224 0.875 bilinear bicubic
190 tf_mobilenetv3_large_075 mobilenetv2_100 20.3659 20.7609 79.6341 79.2391 36.7643 37.7508 63.2357 62.2492 3.99 3.5 224 0.875 bilinear bicubic
191 resnet18 tf_mixnet_s 20.2283 20.4779 79.7717 79.5221 37.2615 36.6268 62.7385 63.3732 11.69 4.13 224 0.875 bilinear bicubic
192 tf_mobilenetv3_large_minimal_100 tf_mobilenetv3_large_075 20.1222 20.3718 79.8778 79.6282 36.9078 36.7702 63.0922 63.2298 3.92 3.99 224 0.875 bilinear
193 dla60x_c hrnet_w18_small 16.31 20.3659 83.69 79.6341 31.7613 37.0945 68.2387 62.9055 1.34 13.19 224 0.875 bilinear
194 tf_mobilenetv3_small_100 resnet18 16.2275 20.2283 83.7725 79.7717 31.2229 37.2595 68.7771 62.7405 2.54 11.69 224 0.875 bilinear
195 tf_mobilenetv3_small_075 tf_mobilenetv3_large_minimal_100 14.9443 20.1163 85.0557 79.8837 29.5722 36.9038 70.4278 63.0962 2.04 3.92 224 0.875 bilinear
196 dla46_c dla60x_c 14.6574 16.3257 85.3426 83.6743 29.3796 31.775 70.6204 68.225 1.31 1.34 224 0.875 bilinear
197 dla46x_c tf_mobilenetv3_small_100 14.3823 16.2334 85.6177 83.7666 29.191 31.2229 70.809 68.7771 1.08 2.54 224 0.875 bilinear
198 tf_mobilenetv3_small_minimal_100 tf_mobilenetv3_small_075 13.9637 14.9404 86.0363 85.0596 27.9884 29.5722 72.0116 70.4278 2.04 224 0.875 bilinear
199 dla46_c 14.6613 85.3387 29.3737 70.6263 1.31 224 0.875 bilinear
200 dla46x_c 14.3803 85.6197 29.1772 70.8228 1.08 224 0.875 bilinear
201 tf_mobilenetv3_small_minimal_100 13.9677 86.0323 27.9805 72.0195 2.04 224 0.875 bilinear
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