Update results csv files

results/results-imagenet-a.csv

@@ -14,7 +14,9 @@ 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
+resnest269e,27.6133,72.3867,53.1067,46.8933,110.93,416,0.875,bilinear
 tresnet_xl_448,26.88,73.12,51.0933,48.9067,78.44,448,0.875,bilinear
+resnest200e,26.4267,73.5733,51.9333,48.0667,70.2,320,0.875,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
@@ -26,6 +28,7 @@ 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
+resnest101e,16.4933,83.5067,40.7467,59.2533,48.28,256,0.875,bilinear
 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
@@ -36,14 +39,16 @@ 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
+resnest50d_4s2x40d,9.7867,90.2133,29.1467,70.8533,30.42,224,0.875,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_b3a,9.2667,90.7333,28.4267,71.5733,12.23,320,1.0,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
+resnest50d_1s4x24d,8.52,91.48,26.7867,73.2133,25.68,224,0.875,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
@@ -55,23 +60,30 @@ ens_adv_inception_resnet_v2,7.9867,92.0133,23.8267,76.1733,55.84,299,0.8975,bicu
 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
+resnest50d,7.7467,92.2533,25.2933,74.7067,27.48,224,0.875,bilinear
 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
+ssl_resnet50,7.0,93.0,23.92,76.08,25.56,224,0.875,bilinear
+regnety_320,6.92,93.08,23.04,76.96,145.05,224,0.875,bicubic
 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
+efficientnet_b2a,6.76,93.24,23.4933,76.5067,9.11,288,1.0,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
+regnetx_320,5.9867,94.0133,19.88,80.12,107.81,224,0.875,bicubic
+ese_vovnet39b,5.9733,94.0267,21.2933,78.7067,24.57,224,0.875,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
 efficientnet_b3_pruned,5.7333,94.2667,21.36,78.64,9.86,300,0.904,bicubic
+regnety_160,5.64,94.36,19.3467,80.6533,83.59,224,0.875,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
+regnety_120,5.4133,94.5867,19.8533,80.1467,51.82,224,0.875,bicubic
 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
+regnety_080,5.0,95.0,18.6,81.4,39.18,224,0.875,bicubic
 efficientnet_b2_pruned,4.9467,95.0533,19.3467,80.6533,8.31,260,0.89,bicubic
 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
@@ -84,38 +96,45 @@ 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
+regnetx_160,4.3733,95.6267,17.0933,82.9067,54.28,224,0.875,bicubic
 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
+regnety_064,4.2267,95.7733,17.1867,82.8133,30.58,224,0.875,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
+inception_v3,4.1867,95.8133,16.2933,83.7067,23.83,299,0.875,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
+res2net101_26w_4s,4.0,96.0,14.8267,85.1733,45.21,224,0.875,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
+regnety_040,3.7467,96.2533,16.4,83.6,20.65,224,0.875,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
+regnetx_120,3.6267,96.3733,15.9733,84.0267,46.11,224,0.875,bicubic
 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
+resnest26d,3.4933,96.5067,15.6667,84.3333,17.07,224,0.875,bilinear
 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
+resnetblur50,3.3333,96.6667,15.5867,84.4133,25.56,224,0.875,bicubic
 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
+densenetblur121d,3.0667,96.9333,14.28,85.72,8.0,224,0.875,bicubic
 dla60_res2next,3.04,96.96,14.4533,85.5467,17.33,224,0.875,bilinear
+regnety_032,3.0267,96.9733,14.24,85.76,19.44,224,0.875,bicubic
 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
 efficientnet_b1_pruned,2.9333,97.0667,14.4133,85.5867,6.33,240,0.882,bicubic
@@ -124,6 +143,7 @@ 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
+regnetx_064,2.7867,97.2133,13.88,86.12,26.21,224,0.875,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
@@ -134,24 +154,30 @@ 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
+regnetx_080,2.3467,97.6533,12.6933,87.3067,39.57,224,0.875,bicubic
 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
+regnety_016,2.1733,97.8267,11.44,88.56,11.2,224,0.875,bicubic
+regnetx_040,2.16,97.84,11.8,88.2,22.12,224,0.875,bicubic
+resnest14d,2.1467,97.8533,10.4,89.6,10.61,224,0.875,bilinear
 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
+regnetx_032,1.92,98.08,10.9467,89.0533,15.3,224,0.875,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
+densenet121,1.7333,98.2667,10.8533,89.1467,7.98,224,0.875,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
@@ -163,6 +189,7 @@ 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
+regnety_008,1.4267,98.5733,8.9467,91.0533,6.26,224,0.875,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
@@ -178,19 +205,26 @@ 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
+regnetx_016,1.0933,98.9067,8.6267,91.3733,9.19,224,0.875,bicubic
 dla34,1.08,98.92,7.6933,92.3067,15.78,224,0.875,bilinear
+regnety_006,1.0533,98.9467,8.4,91.6,6.06,224,0.875,bicubic
+regnety_004,1.0133,98.9867,7.3333,92.6667,4.34,224,0.875,bicubic
 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
+regnetx_008,0.8933,99.1067,6.9067,93.0933,7.26,224,0.875,bicubic
 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
+regnetx_006,0.76,99.24,6.4933,93.5067,6.2,224,0.875,bicubic
 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
+regnetx_004,0.6933,99.3067,5.5067,94.4933,5.16,224,0.875,bicubic
+tv_densenet121,0.68,99.32,6.9067,93.0933,7.98,224,0.875,bicubic
+regnety_002,0.6667,99.3333,5.5333,94.4667,3.16,224,0.875,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
+resnet26,0.6,99.4,6.88,93.12,16.0,224,0.875,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
@@ -201,4 +235,5 @@ 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
+regnetx_002,0.2267,99.7733,3.9867,96.0133,2.68,224,0.875,bicubic
+tv_resnet50,0.0,100.0,2.8933,97.1067,25.56,224,0.875,bilinear

results/results-imagenet.csv

@@ -14,15 +14,18 @@ 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
+resnest269e,84.186,15.814,96.922,3.078,110.93,416,0.875,bilinear
 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
+resnest200e,83.834,16.166,96.838,3.162,70.2,320,0.875,bilinear
 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
+resnest101e,82.89,17.11,96.324,3.676,48.28,256,0.875,bilinear
 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
@@ -31,7 +34,7 @@ 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
+efficientnet_b3a,81.874,18.126,95.84,4.16,12.23,320,1.0,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
@@ -44,14 +47,18 @@ 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
+resnest50d_4s2x40d,81.114,18.886,95.568,4.432,30.42,224,0.875,bicubic
 gluon_resnet152_v1s,81.012,18.988,95.416,4.584,60.32,224,0.875,bicubic
+resnest50d_1s4x24d,80.99,19.01,95.322,4.678,25.68,224,0.875,bicubic
+resnest50d,80.958,19.042,95.382,4.618,27.48,224,0.875,bilinear
 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
 efficientnet_b3_pruned,80.856,19.144,95.24,4.76,9.86,300,0.904,bicubic
+regnety_320,80.814,19.186,95.24,4.76,145.05,224,0.875,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
+efficientnet_b2a,80.608,19.392,95.31,4.69,9.11,288,1.0,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
@@ -61,10 +68,13 @@ 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
+regnety_120,80.382,19.618,95.128,4.872,51.82,224,0.875,bicubic
 gluon_resnext101_32x4d,80.334,19.666,94.926,5.074,44.18,224,0.875,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
+regnety_160,80.3,19.7,94.962,5.038,83.59,224,0.875,bicubic
+regnetx_320,80.246,19.754,95.022,4.978,107.81,224,0.875,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
@@ -75,18 +85,23 @@ ens_adv_inception_resnet_v2,79.976,20.024,94.946,5.054,55.84,299,0.8975,bicubic
 efficientnet_b2_pruned,79.918,20.082,94.848,5.152,8.31,260,0.89,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
+regnety_080,79.868,20.132,94.832,5.168,39.18,224,0.875,bicubic
+regnetx_160,79.866,20.134,94.828,5.172,54.28,224,0.875,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
+regnety_064,79.712,20.288,94.774,5.226,30.58,224,0.875,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
+regnetx_120,79.59,20.41,94.74,5.26,46.11,224,0.875,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
+ese_vovnet39b,79.32,20.68,94.71,5.29,24.57,224,0.875,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
@@ -94,15 +109,19 @@ 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
+regnety_040,79.222,20.778,94.656,5.344,20.65,224,0.875,bicubic
 res2net50_26w_8s,79.21,20.79,94.362,5.638,48.4,224,0.875,bilinear
+regnetx_080,79.198,20.802,94.558,5.442,39.57,224,0.875,bicubic
 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
+regnetx_064,79.066,20.934,94.456,5.544,26.21,224,0.875,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
+regnety_032,78.87,21.13,94.402,5.598,19.44,224,0.875,bicubic
 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
@@ -115,6 +134,8 @@ 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
+regnetx_040,78.486,21.514,94.242,5.758,22.12,224,0.875,bicubic
+resnest26d,78.482,21.518,94.29,5.71,17.07,224,0.875,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
@@ -122,10 +143,11 @@ 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
-efficientnet_b1_pruned,78.242,21.758,93.832,6.168,6.33,240,0.882,bicubic
 dla60x,78.242,21.758,94.022,5.978,17.65,224,0.875,bilinear
+efficientnet_b1_pruned,78.242,21.758,93.832,6.168,6.33,240,0.882,bicubic
 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
+hrnet_w30,78.196,21.804,94.22,5.78,37.71,224,0.875,bilinear
+regnetx_032,78.166,21.834,94.08,5.92,15.3,224,0.875,bicubic
 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
@@ -136,16 +158,17 @@ 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
+regnety_016,77.852,22.148,93.716,6.284,11.2,224,0.875,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
+adv_inception_v3,77.58,22.42,93.724,6.276,23.83,299,0.875,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
+inception_v3,77.436,22.564,93.476,6.524,23.83,299,0.875,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
@@ -156,46 +179,58 @@ 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
+dla60,77.024,22.976,93.308,6.692,22.33,224,0.875,bilinear
 tf_mixnet_m,76.95,23.05,93.156,6.844,5.01,224,0.875,bicubic
+regnetx_016,76.93,23.07,93.418,6.582,9.19,224,0.875,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
+densenetblur121d,76.576,23.424,93.19,6.81,8.0,224,0.875,bicubic
 mobilenetv2_140,76.524,23.476,92.99,7.01,6.11,224,0.875,bicubic
+regnety_008,76.314,23.686,93.062,6.938,6.26,224,0.875,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
+mobilenetv3_rw,75.628,24.372,92.71,7.29,5.48,224,0.875,bicubic
+densenet121,75.574,24.426,92.656,7.344,7.98,224,0.875,bicubic
 tf_mobilenetv3_large_100,75.516,24.484,92.6,7.4,5.48,224,0.875,bilinear
+resnest14d,75.504,24.496,92.514,7.486,10.61,224,0.875,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
+resnet26,75.292,24.708,92.57,7.43,16.0,224,0.875,bicubic
+regnety_006,75.26,24.74,92.528,7.472,6.06,224,0.875,bicubic
 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
+regnetx_008,75.022,24.978,92.344,7.656,7.26,224,0.875,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
+tv_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
+regnety_004,74.026,25.974,91.748,8.252,4.34,224,0.875,bicubic
+regnetx_006,73.862,26.138,91.68,8.32,6.2,224,0.875,bicubic
 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
+ssl_resnet18,72.6,27.4,91.416,8.584,11.69,224,0.875,bilinear
+regnetx_004,72.406,27.594,90.83,9.17,5.16,224,0.875,bicubic
 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
+regnety_002,70.282,29.718,89.54,10.46,3.16,224,0.875,bicubic
 resnet18,69.758,30.242,89.078,10.922,11.69,224,0.875,bilinear
+regnetx_002,68.754,31.246,88.548,11.452,2.68,224,0.875,bicubic
 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

results/results-imagenetv2-matched-frequency.csv

@@ -17,12 +17,15 @@ 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
+resnest200e,73.93,26.07,91.58,8.42,70.2,320,0.875,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
+resnest269e,73.46,26.54,91.68,8.32,110.93,416,0.875,bilinear
 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
+resnest101e,72.55,27.45,90.81,9.19,48.28,256,0.875,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
@@ -34,9 +37,10 @@ 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
+tresnet_m_448,71.0,29.0,88.68,11.32,31.39,448,0.875,bilinear
+resnest50d_4s2x40d,70.94,29.06,89.71,10.29,30.42,224,0.875,bicubic
 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
+efficientnet_b3a,70.87,29.13,89.72,10.28,12.23,320,1.0,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
@@ -45,7 +49,9 @@ 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
+resnest50d_1s4x24d,70.43,29.57,89.24,10.76,25.68,224,0.875,bicubic
 tf_efficientnet_lite4,70.43,29.57,89.12,10.88,13.01,380,0.92,bilinear
+resnest50d,70.42,29.58,88.76,11.24,27.48,224,0.875,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
@@ -54,16 +60,16 @@ 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
+tresnet_m,69.65,30.35,88.0,12.0,31.39,224,0.875,bilinear
 efficientnet_b3_pruned,69.58,30.42,88.97,11.03,9.86,300,0.904,bicubic
 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
+efficientnet_b2a,69.49,30.51,88.68,11.32,9.11,288,1.0,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
+efficientnet_b2,69.0,31.0,88.62,11.38,9.11,260,0.875,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
@@ -85,6 +91,7 @@ dla102x2,68.34,31.66,87.87,12.13,41.75,224,0.875,bilinear
 efficientnet_b2_pruned,68.3,31.7,88.1,11.9,8.31,260,0.89,bicubic
 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
+ese_vovnet39b,68.19,31.81,88.26,11.74,24.57,224,0.875,bicubic
 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
@@ -104,15 +111,16 @@ 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
+resnetblur50,67.44,32.56,87.43,12.57,25.56,224,0.875,bicubic
+resnest26d,67.21,32.79,87.18,12.82,17.07,224,0.875,bilinear
 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
+dla102x,67.0,33.0,86.77,13.23,26.77,224,0.875,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
@@ -128,14 +136,14 @@ 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
+tf_inception_v3,66.42,33.58,86.68,13.32,23.83,299,0.875,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
+inception_v3,66.12,33.88,86.34,13.66,23.83,299,0.875,bicubic
 efficientnet_b1_pruned,66.08,33.92,86.58,13.42,6.33,240,0.882,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
@@ -151,6 +159,7 @@ 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
+densenetblur121d,65.3,34.7,85.71,14.29,8.0,224,0.875,bicubic
 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
@@ -166,21 +175,23 @@ 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
+densenet121,63.74,36.26,84.63,15.37,7.98,224,0.875,bicubic
+resnest14d,63.6,36.4,84.22,15.78,10.61,224,0.875,bilinear
 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
+resnet26,63.45,36.55,84.27,15.73,16.0,224,0.875,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
+tv_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
+gluon_resnet34_v1b,62.56,37.44,84.0,16.0,21.8,224,0.875,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

results/results-sketch.csv

@@ -24,16 +24,22 @@ 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
+resnest269e,36.67,63.33,56.8099,43.1901,110.93,416,0.875,bilinear
 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
+swsl_resnet18,35.8604,64.1396,58.437,41.563,11.69,224,0.875,bilinear
+resnest200e,35.8466,64.1534,55.8903,44.1097,70.2,320,0.875,bilinear
+resnest101e,35.3652,64.6348,55.7861,44.2139,48.28,256,0.875,bilinear
 ssl_resnext101_32x16d,34.6087,65.3913,55.9139,44.0861,194.03,224,0.875,bilinear
+resnest50d_4s2x40d,34.3611,65.6389,54.7112,45.2888,30.42,224,0.875,bicubic
 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
 efficientnet_b3_pruned,33.9956,66.0044,54.1099,45.8901,9.86,300,0.904,bicubic
 tresnet_xl,33.2587,66.7413,52.2962,47.7038,78.44,224,0.875,bilinear
+resnest50d_1s4x24d,33.1388,66.8612,52.8307,47.1693,25.68,224,0.875,bicubic
+resnest50d,32.9678,67.0322,52.701,47.299,27.48,224,0.875,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
@@ -45,7 +51,7 @@ ens_adv_inception_resnet_v2,32.3705,67.6295,50.4274,49.5726,55.84,299,0.8975,bic
 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_b3a,31.7279,68.2721,51.3215,48.6785,12.23,320,1.0,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
@@ -62,11 +68,13 @@ 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
+ese_vovnet39b,30.6766,69.3234,49.8929,50.1071,24.57,224,0.875,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
+gluon_resnet152_v1b,30.6176,69.3824,48.5292,51.4708,60.19,224,0.875,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
+resnest26d,30.4997,69.5003,50.677,49.323,17.07,224,0.875,bilinear
+efficientnet_b2a,30.4231,69.5769,49.6748,50.3252,9.11,288,1.0,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
@@ -75,14 +83,14 @@ 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
+adv_inception_v3,29.8237,70.1763,47.8669,52.1331,23.83,299,0.875,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
+ecaresnet50d_pruned,29.2165,70.7835,48.4584,51.5416,19.94,224,0.875,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
@@ -105,34 +113,49 @@ 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
+gluon_resnet101_v1c,28.1023,71.8977,45.953,54.047,44.57,224,0.875,bicubic
 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
+regnetx_320,28.0788,71.9212,45.1198,54.8802,107.81,224,0.875,bicubic
+regnety_320,28.0709,71.9291,45.4597,54.5403,145.05,224,0.875,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
+regnetx_160,27.8253,72.1747,45.6307,54.3693,54.28,224,0.875,bicubic
+tf_inception_v3,27.786,72.214,45.7113,54.2887,23.83,299,0.875,bicubic
 res2net101_26w_4s,27.7742,72.2258,45.1709,54.8291,45.21,224,0.875,bilinear
+regnety_160,27.6386,72.3614,45.5344,54.4656,83.59,224,0.875,bicubic
 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
+inception_v3,27.5698,72.4302,45.2613,54.7387,23.83,299,0.875,bicubic
+regnetx_080,27.4106,72.5894,45.0215,54.9785,39.57,224,0.875,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
+gluon_resnet50_v1s,27.3261,72.6739,45.2141,54.7859,25.68,224,0.875,bicubic
 densenet201,27.2613,72.7387,46.2241,53.7759,20.01,224,0.875,bicubic
+regnety_064,27.2279,72.7721,44.8506,55.1494,30.58,224,0.875,bicubic
+densenetblur121d,27.224,72.776,46.3067,53.6933,8.0,224,0.875,bicubic
 efficientnet_b1_pruned,27.1945,72.8055,45.8724,54.1276,6.33,240,0.882,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
+regnetx_120,26.8644,73.1356,44.6816,55.3184,46.11,224,0.875,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
+regnetx_064,26.8015,73.1985,44.9036,55.0964,26.21,224,0.875,bicubic
+regnety_120,26.7818,73.2182,44.4399,55.5601,51.82,224,0.875,bicubic
+regnetx_032,26.7071,73.2929,45.2259,54.7741,15.3,224,0.875,bicubic
+densenet121,26.6757,73.3243,45.8999,54.1001,7.98,224,0.875,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
+regnety_080,26.5146,73.4854,44.3554,55.6446,39.18,224,0.875,bicubic
 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
+regnetx_040,26.2395,73.7605,44.4241,55.5759,22.12,224,0.875,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
+regnety_040,25.9133,74.0867,43.8543,56.1457,20.65,224,0.875,bicubic
 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
@@ -148,21 +171,25 @@ 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
+regnety_032,25.3237,74.6763,42.9071,57.0929,19.44,224,0.875,bicubic
 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
+resnest14d,25.2825,74.7175,44.1215,55.8785,10.61,224,0.875,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
+regnety_016,24.8187,75.1813,42.6261,57.3739,11.2,224,0.875,bicubic
 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
+regnetx_016,24.4768,75.5232,42.5023,57.4977,9.19,224,0.875,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
+tv_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
@@ -176,26 +203,34 @@ 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
+regnety_008,22.1128,77.8872,38.8964,61.1036,6.26,224,0.875,bicubic
 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
+regnety_006,21.9733,78.0267,38.9534,61.0466,6.06,224,0.875,bicubic
+regnetx_008,21.9517,78.0483,38.9298,61.0702,7.26,224,0.875,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
+regnetx_006,21.7434,78.2566,38.9043,61.0957,6.2,224,0.875,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
+resnet26,21.2954,78.7046,38.0161,61.9839,16.0,224,0.875,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
+regnetx_004,20.8866,79.1134,37.5484,62.4516,5.16,224,0.875,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
+regnety_004,20.417,79.583,37.0296,62.9704,4.34,224,0.875,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
+regnety_002,17.4596,82.5404,32.4432,67.5568,3.16,224,0.875,bicubic
+regnetx_002,16.9506,83.0494,32.2349,67.7651,2.68,224,0.875,bicubic
 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