diff --git a/results/generate_csv_results.py b/results/generate_csv_results.py
new file mode 100644
index 00000000..410f3573
--- /dev/null
+++ b/results/generate_csv_results.py
@@ -0,0 +1,50 @@
+import numpy as np
+import pandas as pd
+
+results = {
+    'results-imagenet.csv'                    : pd.read_csv('results-imagenet.csv'), 
+    'results-imagenetv2-matched-frequency.csv': pd.read_csv('results-imagenetv2-matched-frequency.csv'),
+    'results-sketch.csv'                      : pd.read_csv('results-sketch.csv'),
+    'results-imagenet-a.csv'                  : pd.read_csv('results-imagenet-a.csv'),
+}
+
+def diff(csv_file):    
+    base_models = results['results-imagenet.csv']['model'].values
+    csv_models  = results[csv_file]['model'].values
+
+    rank_diff = np.zeros_like(csv_models, dtype='object')
+    top1_diff = np.zeros_like(csv_models, dtype='object')
+    top5_diff = np.zeros_like(csv_models, dtype='object')
+    
+    for rank, model in enumerate(csv_models):
+        if model in base_models:            
+            base_rank = int(np.where(base_models==model)[0])
+            top1_d = results[csv_file]['top1'][rank]-results['results-imagenet.csv']['top1'][base_rank]
+            top5_d = results[csv_file]['top5'][rank]-results['results-imagenet.csv']['top5'][base_rank]
+            
+            # rank_diff
+            if   rank == base_rank: rank_diff[rank] = f'='
+            elif rank >  base_rank: rank_diff[rank] = f'-{rank-base_rank}'
+            else:                   rank_diff[rank] = f'+{base_rank-rank}'
+                
+            # top1_diff
+            if top1_d >= .0: top1_diff[rank] = f'+{top1_d:.3f}'
+            else           : top1_diff[rank] = f'-{abs(top1_d):.3f}'
+            
+            # top5_diff
+            if top5_d >= .0: top5_diff[rank] = f'+{top5_d:.3f}'
+            else           : top5_diff[rank] = f'-{abs(top5_d):.3f}'
+                
+        else: 
+            rank_diff[rank] = 'X'
+            top1_diff[rank] = 'X'
+            top5_diff[rank] = 'X'
+    
+    results[csv_file]['rank_diff'] = rank_diff
+    results[csv_file]['top1_diff'] = top1_diff
+    results[csv_file]['top5_diff'] = top5_diff
+    
+    results[csv_file].to_csv(csv_file, index=False, float_format='%.4f')
+
+for csv_file in results:
+    if csv_file != 'results-imagenet.csv': diff(csv_file)
diff --git a/results/results-imagenet-a.csv b/results/results-imagenet-a.csv
index 14045ac8..a92f7ef9 100644
--- a/results/results-imagenet-a.csv
+++ b/results/results-imagenet-a.csv
@@ -1,239 +1,239 @@
-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
-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
-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
-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
-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
-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,9.2667,90.7333,28.4267,71.5733,12.23,320,1.0,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
-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
-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_resnet50,7.0,93.0,23.92,76.08,25.56,224,0.875,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,6.76,93.24,23.4933,76.5067,9.11,288,1.0,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
-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
-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_v3,4.1867,95.8133,16.2933,83.7067,23.83,299,0.875,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,4.0,96.0,14.8267,85.1733,45.21,224,0.875,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
-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
-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
-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
-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
-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
-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
-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
-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
-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
-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
-resnet26,0.6,99.4,6.88,93.12,16.0,224,0.875,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
-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
-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
+model,rank_diff,top1,top1_diff,top1_err,top5,top5_diff,top5_err,param_count,img_size,cropt_pct,interpolation
+tf_efficientnet_l2_ns_475,+1,62.3867,-25.847,37.6133,87.1067,-11.439,12.8933,480.3100,475,0.9360,bicubic
+tf_efficientnet_l2_ns,-1,62.0267,-26.325,37.9733,87.9600,-10.688,12.0400,480.3100,800,0.9600,bicubic
+tf_efficientnet_b7_ns,=,45.7200,-41.118,54.2800,74.2000,-23.894,25.8000,66.3500,600,0.9490,bicubic
+ig_resnext101_32x48d,+2,41.5733,-43.869,58.4267,66.6133,-30.959,33.3867,828.4100,224,0.8750,bilinear
+tf_efficientnet_b6_ns,-1,40.4267,-46.035,59.5733,68.8400,-29.044,31.1600,43.0400,528,0.9420,bicubic
+ig_resnext101_32x32d,+5,39.4133,-45.679,60.5867,63.7600,-33.676,36.2400,468.5300,224,0.8750,bilinear
+tf_efficientnet_b5_ns,-2,39.0133,-47.067,60.9867,68.0400,-29.714,31.9600,30.3900,456,0.9340,bicubic
+ig_resnext101_32x16d,+9,36.0533,-48.123,63.9467,59.0400,-38.156,40.9600,194.0300,224,0.8750,bilinear
+swsl_resnext101_32x8d,+5,32.0667,-52.227,67.9333,59.4000,-37.774,40.6000,88.7900,224,0.8750,bilinear
+tf_efficientnet_b4_ns,-1,30.8000,-54.358,69.2000,59.4400,-38.028,40.5600,19.3400,380,0.9220,bicubic
+tf_efficientnet_b8_ap,-3,29.6000,-55.768,70.4000,56.9333,-40.361,43.0667,87.4100,672,0.9540,bicubic
+tf_efficientnet_b8,-5,29.3733,-55.997,70.6267,57.0667,-40.325,42.9333,87.4100,672,0.9540,bicubic
+ig_resnext101_32x8d,+16,28.7067,-53.981,71.2933,52.3200,-44.312,47.6800,88.7900,224,0.8750,bilinear
+swsl_resnext101_32x16d,+8,27.9467,-55.391,72.0533,52.3200,-44.532,47.6800,194.0300,224,0.8750,bilinear
+tf_efficientnet_b7_ap,-5,27.8133,-57.305,72.1867,54.7733,-42.479,45.2267,66.3500,600,0.9490,bicubic
+resnest269e,=,27.6133,-56.573,72.3867,53.1067,-43.815,46.8933,110.9300,416,0.8750,bilinear
+tresnet_xl_448,+8,26.8800,-56.168,73.1200,51.0933,-45.081,48.9067,78.4400,448,0.8750,bilinear
+resnest200e,+2,26.4267,-57.407,73.5733,51.9333,-44.905,48.0667,70.2000,320,0.8750,bilinear
+swsl_resnext101_32x4d,+5,25.3467,-57.887,74.6533,49.6267,-47.129,50.3733,44.1800,224,0.8750,bilinear
+tf_efficientnet_b7,-8,25.2533,-59.679,74.7467,51.6667,-45.541,48.3333,66.3500,600,0.9490,bicubic
+tresnet_l_448,+11,24.5733,-57.695,75.4267,48.6000,-47.378,51.4000,55.9900,448,0.8750,bilinear
+tf_efficientnet_b6_ap,-9,24.3467,-60.439,75.6533,50.4267,-46.711,49.5733,43.0400,528,0.9420,bicubic
+tf_efficientnet_b6,-5,20.3733,-63.739,79.6267,45.4933,-51.391,54.5067,43.0400,528,0.9420,bicubic
+tresnet_m_448,+15,19.6800,-62.032,80.3200,42.7600,-52.810,57.2400,31.3900,448,0.8750,bilinear
+tf_efficientnet_b5_ap,-10,19.4667,-64.787,80.5333,44.7200,-52.256,55.2800,30.3900,456,0.9340,bicubic
+tf_efficientnet_b3_ns,-7,19.4133,-64.641,80.5867,44.6267,-52.285,55.3733,12.2300,300,0.9040,bicubic
+swsl_resnext50_32x4d,+6,18.0667,-64.113,81.9333,41.8667,-54.361,58.1333,25.0300,224,0.8750,bilinear
+ssl_resnext101_32x16d,+9,17.2133,-64.623,82.7867,39.9467,-56.147,60.0533,194.0300,224,0.8750,bilinear
+tf_efficientnet_b5,-8,17.0667,-66.749,82.9333,41.9067,-54.843,58.0933,30.3900,456,0.9340,bicubic
+resnest101e,-3,16.4933,-66.397,83.5067,40.7467,-55.577,59.2533,48.2800,256,0.8750,bilinear
+swsl_resnet50,+17,15.9867,-65.193,84.0133,38.8533,-57.133,61.1467,25.5600,224,0.8750,bilinear
+ssl_resnext101_32x8d,+9,15.1200,-66.506,84.8800,37.7200,-58.318,62.2800,88.7900,224,0.8750,bilinear
+tf_efficientnet_b4_ap,-10,13.6800,-69.568,86.3200,35.9200,-60.468,64.0800,19.3400,380,0.9220,bicubic
+ecaresnet101d,=,13.3067,-68.859,86.6933,35.5333,-60.519,64.4667,44.5700,224,0.8750,bicubic
+tf_efficientnet_b4,-9,13.3067,-69.709,86.6933,35.5200,-60.778,64.4800,19.3400,380,0.9220,bicubic
+pnasnet5large,-8,13.0800,-69.660,86.9200,32.2133,-63.827,67.7867,86.0600,331,0.8750,bicubic
+nasnetalarge,-7,12.5733,-69.985,87.4267,33.4133,-62.623,66.5867,88.7500,331,0.8750,bicubic
+ssl_resnext101_32x4d,+15,12.1200,-68.808,87.8800,31.8933,-63.835,68.1067,44.1800,224,0.8750,bilinear
+tf_efficientnet_b2_ns,-8,11.7867,-70.593,88.2133,32.9600,-63.292,67.0400,9.1100,260,0.8900,bicubic
+gluon_senet154,+7,9.9067,-71.317,90.0933,26.4533,-68.903,73.5467,115.0900,224,0.8750,bicubic
+resnest50d_4s2x40d,+8,9.7867,-71.327,90.2133,29.1467,-66.421,70.8533,30.4200,224,0.8750,bicubic
+ssl_resnext50_32x4d,+30,9.6667,-70.661,90.3333,28.4267,-66.977,71.5733,25.0300,224,0.8750,bilinear
+senet154,+3,9.4533,-71.851,90.5467,26.4400,-69.058,73.5600,115.0900,224,0.8750,bilinear
+tresnet_xl,-9,9.3067,-72.763,90.6933,28.4133,-67.515,71.5867,78.4400,224,0.8750,bilinear
+efficientnet_b3a,-9,9.2667,-72.607,90.7333,28.4267,-67.413,71.5733,12.2300,320,1.0000,bicubic
+efficientnet_b3,-3,8.9467,-72.551,91.0533,28.2133,-67.505,71.7867,12.2300,300,0.9040,bicubic
+inception_v4,+32,8.9200,-71.236,91.0800,24.7067,-70.267,75.2933,42.6800,299,0.8750,bicubic
+gluon_seresnext101_64x4d,+7,8.8667,-72.023,91.1333,27.3200,-67.984,72.6800,88.2300,224,0.8750,bicubic
+tf_efficientnet_b1_ns,-4,8.6133,-72.773,91.3867,27.2800,-68.458,72.7200,7.7900,240,0.8820,bicubic
+resnest50d_1s4x24d,+1,8.5200,-72.470,91.4800,26.7867,-68.535,73.2133,25.6800,224,0.8750,bicubic
+ecaresnet50d,+10,8.5067,-72.097,91.4933,26.2667,-69.055,73.7333,25.5800,224,0.8750,bicubic
+gluon_xception65,+45,8.4667,-71.137,91.5333,25.1333,-69.615,74.8667,39.9200,299,0.8750,bicubic
+gluon_resnet152_v1d,+11,8.4133,-72.057,91.5867,23.4533,-71.753,76.5467,60.2100,224,0.8750,bicubic
+inception_resnet_v2,+11,8.1600,-72.300,91.8400,23.5333,-71.777,76.4667,55.8400,299,0.8975,bicubic
+tf_efficientnet_b3_ap,-17,8.1333,-73.695,91.8667,26.2800,-69.344,73.7200,12.2300,300,0.9040,bicubic
+gluon_seresnext101_32x4d,-2,8.0400,-72.862,91.9600,24.7333,-70.561,75.2667,48.9600,224,0.8750,bicubic
+tf_efficientnet_b3,-17,8.0133,-73.627,91.9867,25.4667,-70.255,74.5333,12.2300,300,0.9040,bicubic
+ens_adv_inception_resnet_v2,+25,7.9867,-71.989,92.0133,23.8267,-71.119,76.1733,55.8400,299,0.8975,bicubic
+tf_efficientnet_lite4,-17,7.9333,-73.595,92.0667,25.5600,-70.108,74.4400,13.0100,380,0.9200,bilinear
+tresnet_l,-16,7.8800,-73.608,92.1200,25.1867,-70.441,74.8133,55.9900,224,0.8750,bilinear
+gluon_resnet152_v1s,-11,7.8667,-73.145,92.1333,23.1733,-72.243,76.8267,60.3200,224,0.8750,bicubic
+resnest50d,-10,7.7467,-73.211,92.2533,25.2933,-70.089,74.7067,27.4800,224,0.8750,bilinear
+gluon_resnext101_64x4d,-1,7.7067,-72.895,92.2933,23.2400,-71.754,76.7600,83.4600,224,0.8750,bicubic
+skresnext50_32x4d,+16,7.0800,-73.070,92.9200,23.0267,-71.617,76.9733,27.4800,224,0.8750,bicubic
+ssl_resnet50,+45,7.0000,-72.228,93.0000,23.9200,-70.912,76.0800,25.5600,224,0.8750,bilinear
+regnety_320,-9,6.9200,-73.894,93.0800,23.0400,-72.200,76.9600,145.0500,224,0.8750,bicubic
+ecaresnet101d_pruned,-9,6.8000,-74.008,93.2000,24.2000,-71.428,75.8000,24.8800,224,0.8750,bicubic
+ecaresnetlight,-2,6.7600,-73.694,93.2400,22.5600,-72.696,77.4400,30.1600,224,0.8750,bicubic
+efficientnet_b2a,-9,6.7600,-73.848,93.2400,23.4933,-71.817,76.5067,9.1100,288,1.0000,bicubic
+seresnext101_32x4d,+7,6.4133,-73.823,93.5867,21.5200,-73.508,78.4800,48.9600,224,0.8750,bilinear
+efficientnet_b2,-2,6.0933,-74.309,93.9067,21.9333,-73.143,78.0667,9.1100,260,0.8750,bicubic
+gluon_resnext101_32x4d,-1,6.0400,-74.294,93.9600,21.1333,-73.793,78.8667,44.1800,224,0.8750,bicubic
+regnetx_320,+3,5.9867,-74.259,94.0133,19.8800,-75.142,80.1200,107.8100,224,0.8750,bicubic
+ese_vovnet39b,+29,5.9733,-73.347,94.0267,21.2933,-73.417,78.7067,24.5700,224,0.8750,bicubic
+gluon_resnet101_v1d,-7,5.9200,-74.504,94.0800,19.9467,-75.073,80.0533,44.5700,224,0.8750,bicubic
+gluon_seresnext50_32x4d,+10,5.7867,-74.125,94.2133,21.4267,-73.391,78.5733,27.5600,224,0.8750,bicubic
+efficientnet_b3_pruned,-21,5.7333,-75.123,94.2667,21.3600,-73.880,78.6400,9.8600,300,0.9040,bicubic
+regnety_160,-3,5.6400,-74.660,94.3600,19.3467,-75.615,80.6533,83.5900,224,0.8750,bicubic
+gluon_inception_v3,+47,5.5067,-73.297,94.4933,19.9467,-74.433,80.0533,23.8300,299,0.8750,bicubic
+mixnet_xl,-17,5.4800,-74.998,94.5200,21.0933,-73.839,78.9067,11.9000,224,0.8750,bicubic
+tresnet_m,-22,5.4400,-75.356,94.5600,19.9600,-74.896,80.0400,31.3900,224,0.8750,bilinear
+regnety_120,-12,5.4133,-74.969,94.5867,19.8533,-75.275,80.1467,51.8200,224,0.8750,bicubic
+gluon_resnet101_v1s,-9,5.2800,-75.020,94.7200,19.5467,-75.603,80.4533,44.6700,224,0.8750,bicubic
+hrnet_w64,+16,5.1333,-74.339,94.8667,19.4533,-75.197,80.5467,128.0600,224,0.8750,bilinear
+regnety_080,+2,5.0000,-74.868,95.0000,18.6000,-76.232,81.4000,39.1800,224,0.8750,bicubic
+efficientnet_b2_pruned,-2,4.9467,-74.971,95.0533,19.3467,-75.501,80.6533,8.3100,260,0.8900,bicubic
+dpn107,-9,4.8800,-75.284,95.1200,17.6133,-77.299,82.3867,86.9200,224,0.8750,bicubic
+gluon_resnet152_v1c,-3,4.8667,-75.049,95.1333,17.7733,-77.069,82.2267,60.2100,224,0.8750,bicubic
+adv_inception_v3,+76,4.7467,-72.833,95.2533,17.5467,-76.177,82.4533,23.8300,299,0.8750,bicubic
+dla102x2,+11,4.7467,-74.705,95.2533,18.9600,-75.684,81.0400,41.7500,224,0.8750,bilinear
+tf_inception_v3,+68,4.7467,-73.109,95.2533,17.7467,-75.897,82.2533,23.8300,299,0.8750,bicubic
+hrnet_w48,+13,4.7200,-74.590,95.2800,18.4400,-76.078,81.5600,77.4700,224,0.8750,bilinear
+dpn131,-4,4.6400,-75.188,95.3600,16.8667,-77.837,83.1333,79.2500,224,0.8750,bicubic
+gluon_resnet152_v1b,=,4.5867,-75.105,95.4133,16.5333,-78.205,83.4667,60.1900,224,0.8750,bicubic
+ecaresnet50d_pruned,-3,4.5467,-75.171,95.4533,18.5467,-76.343,81.4533,19.9400,224,0.8750,bicubic
+dpn92,-14,4.4933,-75.523,95.5067,18.2000,-76.638,81.8000,37.6700,224,0.8750,bicubic
+hrnet_w44,+25,4.4933,-74.401,95.5067,17.3467,-77.023,82.6533,67.0600,224,0.8750,bilinear
+regnetx_160,-10,4.3733,-75.493,95.6267,17.0933,-77.735,82.9067,54.2800,224,0.8750,bicubic
+resnext50d_32x4d,-4,4.3467,-75.327,95.6533,17.7733,-77.095,82.2267,25.0500,224,0.8750,bicubic
+xception,+18,4.3467,-74.701,95.6533,16.7600,-77.632,83.2400,22.8600,299,0.8975,bicubic
+seresnext50_32x4d,+14,4.2800,-74.796,95.7200,17.8133,-76.621,82.1867,27.5600,224,0.8750,bilinear
+resnext50_32x4d,-11,4.2533,-75.509,95.7467,18.3867,-76.213,81.6133,25.0300,224,0.8750,bicubic
+tf_efficientnet_cc_b1_8e,+4,4.2400,-75.058,95.7600,15.9467,-78.417,84.0533,39.7200,240,0.8820,bicubic
+regnety_064,-11,4.2267,-75.485,95.7733,17.1867,-77.587,82.8133,30.5800,224,0.8750,bicubic
+tf_efficientnet_el,-38,4.2267,-76.221,95.7733,18.1733,-76.987,81.8267,10.5900,300,0.9040,bicubic
+inception_v3,+64,4.1867,-73.249,95.8133,16.2933,-77.183,83.7067,23.8300,299,0.8750,bicubic
+tf_efficientnet_b2_ap,-34,4.1733,-76.133,95.8267,18.3200,-76.708,81.6800,9.1100,260,0.8900,bicubic
+seresnet152,+24,4.1467,-74.511,95.8533,15.8933,-78.481,84.1067,66.8200,224,0.8750,bilinear
+resnext101_32x8d,-5,4.1333,-75.179,95.8667,16.9867,-77.539,83.0133,88.7900,224,0.8750,bilinear
+tf_efficientnet_b0_ns,+23,4.1333,-74.519,95.8667,17.6800,-76.688,82.3200,5.2900,224,0.8750,bicubic
+dpn98,-15,4.0800,-75.556,95.9200,15.9467,-78.647,84.0533,61.5700,224,0.8750,bicubic
+res2net101_26w_4s,+2,4.0000,-75.196,96.0000,14.8267,-79.613,85.1733,45.2100,224,0.8750,bilinear
+efficientnet_b1,+17,3.9733,-74.725,96.0267,15.7600,-78.392,84.2400,7.7900,240,0.8750,bicubic
+tf_efficientnet_lite3,-24,3.9333,-75.879,96.0667,16.5200,-78.394,83.4800,8.2000,300,0.9040,bilinear
+tf_efficientnet_b2,-34,3.7733,-76.317,96.2267,16.6133,-78.293,83.3867,9.1100,260,0.8900,bicubic
+regnety_040,-5,3.7467,-75.475,96.2533,16.4000,-78.256,83.6000,20.6500,224,0.8750,bicubic
+hrnet_w30,+31,3.6800,-74.516,96.3200,15.5733,-78.647,84.4267,37.7100,224,0.8750,bilinear
+hrnet_w32,+23,3.6533,-74.795,96.3467,14.7867,-79.401,85.2133,41.2300,224,0.8750,bilinear
+hrnet_w40,+2,3.6533,-75.281,96.3467,15.4400,-79.026,84.5600,57.5600,224,0.8750,bilinear
+regnetx_120,-22,3.6267,-75.963,96.3733,15.9733,-78.767,84.0267,46.1100,224,0.8750,bicubic
+seresnext26t_32x4d,+34,3.6133,-74.375,96.3867,15.8933,-77.813,84.1067,16.8200,224,0.8750,bicubic
+tf_efficientnet_b1_ap,-13,3.5467,-75.731,96.4533,15.0667,-79.241,84.9333,7.7900,240,0.8820,bicubic
+seresnext26tn_32x4d,+31,3.5067,-74.483,96.4933,15.7600,-77.988,84.2400,16.8100,224,0.8750,bicubic
+resnest26d,+13,3.4933,-74.989,96.5067,15.6667,-78.623,84.3333,17.0700,224,0.8750,bilinear
+dla169,+4,3.4667,-75.243,96.5333,15.3333,-79.005,84.6667,53.9900,224,0.8750,bilinear
+gluon_resnext50_32x4d,-24,3.4533,-75.903,96.5467,16.1200,-78.304,83.8800,25.0300,224,0.8750,bicubic
+mixnet_l,-7,3.4400,-75.536,96.5600,15.3067,-78.877,84.6933,7.3300,224,0.8750,bicubic
+seresnext26d_32x4d,+36,3.4000,-74.204,96.6000,16.1600,-77.452,83.8400,16.8100,224,0.8750,bicubic
+res2net50_26w_8s,-17,3.3333,-75.877,96.6667,14.0400,-80.322,85.9600,48.4000,224,0.8750,bilinear
+resnetblur50,-22,3.3333,-75.957,96.6667,15.5867,-79.045,84.4133,25.5600,224,0.8750,bicubic
+dla102x,+4,3.3067,-75.201,96.6933,15.1200,-79.114,84.8800,26.7700,224,0.8750,bilinear
+gluon_resnet101_v1c,-33,3.3067,-76.237,96.6933,14.1200,-80.466,85.8800,44.5700,224,0.8750,bicubic
+seresnet101,+10,3.2533,-75.143,96.7467,15.4533,-78.805,84.5467,49.3300,224,0.8750,bilinear
+densenetblur121d,+55,3.0667,-73.509,96.9333,14.2800,-78.910,85.7200,8.0000,224,0.8750,bicubic
+dla60_res2next,+5,3.0400,-75.408,96.9600,14.4533,-79.691,85.5467,17.3300,224,0.8750,bilinear
+regnety_032,-13,3.0267,-75.843,96.9733,14.2400,-80.162,85.7600,19.4400,224,0.8750,bicubic
+gluon_resnet50_v1d,-21,3.0133,-76.061,96.9867,14.6267,-79.849,85.3733,25.5800,224,0.8750,bicubic
+wide_resnet101_2,-14,2.9600,-75.886,97.0400,13.9467,-80.337,86.0533,126.8900,224,0.8750,bilinear
+efficientnet_b1_pruned,+7,2.9333,-75.309,97.0667,14.4133,-79.419,85.5867,6.3300,240,0.8820,bicubic
+gluon_resnet50_v1s,-12,2.9200,-75.792,97.0800,13.1200,-81.122,86.8800,25.6800,224,0.8750,bicubic
+tf_efficientnet_b1,-16,2.8667,-75.965,97.1333,13.5067,-80.689,86.4933,7.7900,240,0.8820,bicubic
+res2net50_26w_6s,-8,2.8400,-75.734,97.1600,12.6000,-81.526,87.4000,37.0500,224,0.8750,bilinear
+efficientnet_b0,+18,2.8133,-74.879,97.1867,13.9067,-79.625,86.0933,5.2900,224,0.8750,bicubic
+tf_mixnet_l,-17,2.8133,-75.957,97.1867,13.0400,-80.964,86.9600,7.3300,224,0.8750,bicubic
+regnetx_064,-28,2.7867,-76.279,97.2133,13.8800,-80.576,86.1200,26.2100,224,0.8750,bicubic
+dpn68b,+21,2.7067,-74.807,97.2933,12.6400,-81.182,87.3600,12.6100,224,0.8750,bicubic
+selecsls60b,-5,2.6933,-75.725,97.3067,13.1733,-80.993,86.8267,32.7700,224,0.8750,bicubic
+tf_efficientnet_cc_b0_8e,+10,2.6800,-75.228,97.3200,12.7733,-80.883,87.2267,24.0100,224,0.8750,bicubic
+dla60_res2net,-11,2.6400,-75.832,97.3600,14.2000,-80.004,85.8000,21.1500,224,0.8750,bilinear
+gluon_resnet101_v1b,-44,2.6267,-76.677,97.3733,13.5733,-80.951,86.4267,44.5500,224,0.8750,bicubic
+dla60x,-6,2.6133,-75.629,97.3867,13.3333,-80.689,86.6667,17.6500,224,0.8750,bilinear
+mixnet_m,+25,2.5467,-74.709,97.4533,12.4267,-80.991,87.5733,5.0100,224,0.8750,bicubic
+skresnet34,+31,2.5200,-74.390,97.4800,12.7733,-80.543,87.2267,22.2800,224,0.8750,bicubic
+efficientnet_es,-3,2.3733,-75.681,97.6267,13.8800,-80.050,86.1200,5.4400,224,0.8750,bicubic
+resnet152,-11,2.3600,-75.952,97.6400,12.2000,-81.846,87.8000,60.1900,224,0.8750,bilinear
+regnetx_080,-43,2.3467,-76.851,97.6533,12.6933,-81.865,87.3067,39.5700,224,0.8750,bicubic
+swsl_resnet18,+64,2.3333,-70.953,97.6667,11.2133,-80.519,88.7867,11.6900,224,0.8750,bilinear
+wide_resnet50_2,-19,2.3200,-76.148,97.6800,11.8000,-82.286,88.2000,68.8800,224,0.8750,bilinear
+seresnext26_32x4d,+20,2.2933,-74.807,97.7067,12.4400,-80.870,87.5600,16.7900,224,0.8750,bicubic
+hrnet_w18,+26,2.2667,-74.489,97.7333,11.8533,-81.589,88.1467,21.3000,224,0.8750,bilinear
+dla102,-9,2.2533,-75.773,97.7467,12.1200,-81.830,87.8800,33.7300,224,0.8750,bilinear
+resnet50,-43,2.2267,-76.805,97.7733,11.3333,-83.051,88.6667,25.5600,224,0.8750,bicubic
+regnety_016,-3,2.1733,-75.679,97.8267,11.4400,-82.276,88.5600,11.2000,224,0.8750,bicubic
+regnetx_040,-28,2.1600,-76.326,97.8400,11.8000,-82.442,88.2000,22.1200,224,0.8750,bicubic
+resnest14d,+36,2.1467,-73.357,97.8533,10.4000,-82.114,89.6000,10.6100,224,0.8750,bilinear
+selecsls60,-10,2.0800,-75.902,97.9200,12.8400,-80.992,87.1600,30.6700,224,0.8750,bicubic
+tf_efficientnet_cc_b0_4e,+6,2.0800,-75.224,97.9200,10.9733,-82.359,89.0267,13.3100,224,0.8750,bicubic
+res2next50,-21,2.0667,-76.175,97.9333,11.4533,-82.439,88.5467,24.6700,224,0.8750,bilinear
+seresnet50,-7,2.0667,-75.569,97.9333,12.2667,-81.485,87.7333,28.0900,224,0.8750,bilinear
+densenet161,+2,1.9733,-75.375,98.0267,10.5867,-83.061,89.4133,28.6800,224,0.8750,bicubic
+tf_efficientnet_b0_ap,+9,1.9600,-75.124,98.0400,10.8000,-82.454,89.2000,5.2900,224,0.8750,bicubic
+regnetx_032,-23,1.9200,-76.246,98.0800,10.9467,-83.133,89.0533,15.3000,224,0.8750,bicubic
+tf_efficientnet_em,-42,1.8133,-76.885,98.1867,11.6267,-82.693,88.3733,6.9000,240,0.8820,bicubic
+tf_mixnet_m,+8,1.8133,-75.137,98.1867,10.5467,-82.609,89.4533,5.0100,224,0.8750,bicubic
+tf_efficientnet_lite2,-6,1.8000,-75.660,98.2000,11.1467,-82.599,88.8533,6.0900,260,0.8900,bicubic
+res2net50_14w_8s,-26,1.7867,-76.365,98.2133,10.3467,-83.495,89.6533,25.0600,224,0.8750,bilinear
+res2net50_26w_4s,-20,1.7733,-76.173,98.2267,10.4400,-83.412,89.5600,25.7000,224,0.8750,bilinear
+mobilenetv3_large_100,+18,1.7600,-74.008,98.2400,10.2933,-82.247,89.7067,5.4800,224,0.8750,bicubic
+densenet121,+20,1.7333,-73.841,98.2667,10.8533,-81.803,89.1467,7.9800,224,0.8750,bicubic
+tf_efficientnet_b0,+5,1.6933,-75.147,98.3067,9.7333,-83.493,90.2667,5.2900,224,0.8750,bicubic
+tv_resnext50_32x4d,-18,1.6800,-75.938,98.3200,10.6000,-83.098,89.4000,25.0300,224,0.8750,bilinear
+mobilenetv3_rw,+16,1.6667,-73.961,98.3333,10.7333,-81.977,89.2667,5.4800,224,0.8750,bicubic
+resnet101,-12,1.6667,-75.707,98.3333,9.8133,-83.733,90.1867,44.5500,224,0.8750,bilinear
+mobilenetv2_120d,-10,1.6400,-75.654,98.3600,10.4533,-83.049,89.5467,5.8300,224,0.8750,bicubic
+mixnet_s,+9,1.5867,-74.401,98.4133,10.2533,-82.541,89.7467,4.1300,224,0.8750,bicubic
+densenet201,-11,1.5467,-75.743,98.4533,9.6267,-83.851,90.3733,20.0100,224,0.8750,bicubic
+gluon_resnet50_v1c,-34,1.5467,-76.463,98.4533,10.6133,-83.375,89.3867,25.5800,224,0.8750,bicubic
+semnasnet_100,+14,1.5467,-73.909,98.4533,9.3200,-83.272,90.6800,3.8900,224,0.8750,bicubic
+selecsls42b,-11,1.4667,-75.709,98.5333,10.4400,-82.952,89.5600,32.4600,224,0.8750,bicubic
+tf_efficientnet_lite1,-2,1.4533,-75.185,98.5467,9.7067,-83.525,90.2933,5.4200,240,0.8820,bicubic
+regnety_008,=,1.4267,-74.887,98.5733,8.9467,-84.115,91.0533,6.2600,224,0.8750,bicubic
+ssl_resnet18,+32,1.3867,-71.213,98.6133,8.1600,-83.256,91.8400,11.6900,224,0.8750,bilinear
+dla60,-12,1.3467,-75.677,98.6533,9.4667,-83.841,90.5333,22.3300,224,0.8750,bilinear
+dpn68,-2,1.3467,-74.959,98.6533,8.8133,-84.157,91.1867,12.6100,224,0.8750,bicubic
+res2net50_48w_2s,-27,1.3067,-76.207,98.6933,8.9200,-84.628,91.0800,25.2900,224,0.8750,bilinear
+tf_mixnet_s,+1,1.2800,-74.368,98.7200,8.7467,-83.889,91.2533,4.1300,224,0.8750,bicubic
+mobilenetv2_140,-7,1.2533,-75.271,98.7467,9.1067,-83.883,90.8933,6.1100,224,0.8750,bicubic
+fbnetc_100,+8,1.2267,-73.893,98.7733,8.7467,-83.639,91.2533,5.5700,224,0.8750,bilinear
+resnet26d,-12,1.2267,-75.453,98.7733,9.2800,-83.886,90.7200,16.0100,224,0.8750,bicubic
+densenet169,-5,1.1867,-74.725,98.8133,8.3200,-84.704,91.6800,14.1500,224,0.8750,bicubic
+tf_mobilenetv3_large_100,-1,1.1867,-74.329,98.8133,7.9467,-84.653,92.0533,5.4800,224,0.8750,bilinear
+gluon_resnet50_v1b,-36,1.1600,-76.418,98.8400,9.0267,-84.691,90.9733,25.5600,224,0.8750,bicubic
+seresnet34,+8,1.1200,-73.688,98.8800,7.4000,-84.726,92.6000,21.9600,224,0.8750,bilinear
+tf_efficientnet_es,-28,1.1200,-76.144,98.8800,8.6000,-85.000,91.4000,5.4400,224,0.8750,bicubic
+spnasnet_100,+11,1.1067,-72.973,98.8933,8.2533,-83.579,91.7467,4.4200,224,0.8750,bilinear
+tf_efficientnet_lite0,+4,1.1067,-73.735,98.8933,7.4933,-84.677,92.5067,4.6500,224,0.8750,bicubic
+regnetx_016,-24,1.0933,-75.837,98.9067,8.6267,-84.791,91.3733,9.1900,224,0.8750,bicubic
+dla34,+6,1.0800,-73.556,98.9200,7.6933,-84.371,92.3067,15.7800,224,0.8750,bilinear
+regnety_006,-5,1.0533,-74.207,98.9467,8.4000,-84.128,91.6000,6.0600,224,0.8750,bicubic
+regnety_004,+7,1.0133,-73.013,98.9867,7.3333,-84.415,92.6667,4.3400,224,0.8750,bicubic
+resnet34,-4,0.9867,-74.125,99.0133,7.5333,-84.755,92.4667,21.8000,224,0.8750,bilinear
+mobilenetv2_110d,-4,0.9333,-74.119,99.0667,8.1067,-84.073,91.8933,4.5200,224,0.8750,bicubic
+gluon_resnet34_v1b,+2,0.8933,-73.687,99.1067,6.6000,-85.388,93.4000,21.8000,224,0.8750,bicubic
+hrnet_w18_small_v2,-9,0.8933,-74.233,99.1067,7.3867,-85.029,92.6133,15.6000,224,0.8750,bilinear
+regnetx_008,-6,0.8933,-74.129,99.1067,6.9067,-85.437,93.0933,7.2600,224,0.8750,bicubic
+skresnet18,+6,0.8800,-72.164,99.1200,7.3867,-83.791,92.6133,11.9600,224,0.8750,bicubic
+mnasnet_100,-4,0.8667,-73.789,99.1333,7.8667,-84.259,92.1333,4.3800,224,0.8750,bicubic
+tf_mobilenetv3_large_075,+1,0.8667,-72.575,99.1333,6.7200,-84.632,93.2800,3.9900,224,0.8750,bilinear
+regnetx_006,-1,0.7600,-73.102,99.2400,6.4933,-85.187,93.5067,6.2000,224,0.8750,bicubic
+tf_mobilenetv3_small_100,+13,0.7467,-67.171,99.2533,4.6667,-82.995,95.3333,2.5400,224,0.8750,bilinear
+seresnet18,+7,0.7200,-71.038,99.2800,6.0267,-84.307,93.9733,11.7800,224,0.8750,bicubic
+regnetx_004,+3,0.6933,-71.713,99.3067,5.5067,-85.323,94.4933,5.1600,224,0.8750,bicubic
+tv_densenet121,-11,0.6800,-74.072,99.3200,6.9067,-85.245,93.0933,7.9800,224,0.8750,bicubic
+regnety_002,+6,0.6667,-69.615,99.3333,5.5333,-84.007,94.4667,3.1600,224,0.8750,bicubic
+tf_mobilenetv3_small_075,+11,0.6267,-65.091,99.3733,4.1733,-81.963,95.8267,2.0400,224,0.8750,bilinear
+resnet26,-23,0.6000,-74.692,99.4000,6.8800,-85.690,93.1200,16.0000,224,0.8750,bicubic
+tv_resnet34,-7,0.6000,-72.714,99.4000,5.5200,-85.900,94.4800,21.8000,224,0.8750,bilinear
+mobilenetv2_100,-5,0.5333,-72.445,99.4667,6.1867,-84.829,93.8133,3.5000,224,0.8750,bicubic
+dla46_c,+8,0.5200,-64.358,99.4800,4.1867,-82.099,95.8133,1.3100,224,0.8750,bilinear
+tf_mobilenetv3_large_minimal_100,-3,0.4800,-71.764,99.5200,4.8800,-85.756,95.1200,3.9200,224,0.8750,bilinear
+dla60x_c,+3,0.4667,-67.441,99.5333,5.2133,-83.221,94.7867,1.3400,224,0.8750,bilinear
+hrnet_w18_small,-6,0.4533,-71.889,99.5467,4.8400,-85.832,95.1600,13.1900,224,0.8750,bilinear
+dla46x_c,+2,0.4133,-65.567,99.5867,4.4400,-82.540,95.5600,1.0800,224,0.8750,bilinear
+gluon_resnet18_v1b,-5,0.3867,-70.443,99.6133,4.7867,-84.969,95.2133,11.6900,224,0.8750,bicubic
+tf_mobilenetv3_small_minimal_100,+3,0.3600,-62.538,99.6400,2.8667,-81.363,97.1333,2.0400,224,0.8750,bilinear
+resnet18,-5,0.2933,-69.465,99.7067,4.0400,-85.038,95.9600,11.6900,224,0.8750,bilinear
+regnetx_002,-5,0.2267,-68.527,99.7733,3.9867,-84.561,96.0133,2.6800,224,0.8750,bicubic
+tv_resnet50,-45,0.0000,-76.130,100.0000,2.8933,-89.969,97.1067,25.5600,224,0.8750,bilinear
diff --git a/results/results-imagenetv2-matched-frequency.csv b/results/results-imagenetv2-matched-frequency.csv
index de63b292..ac2551c2 100644
--- a/results/results-imagenetv2-matched-frequency.csv
+++ b/results/results-imagenetv2-matched-frequency.csv
@@ -1,215 +1,215 @@
-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
-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
-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_448,71.0,29.0,88.68,11.32,31.39,448,0.875,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,70.87,29.13,89.72,10.28,12.23,320,1.0,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
-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
-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
-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,69.65,30.35,88.0,12.0,31.39,224,0.875,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,69.49,30.51,88.68,11.32,9.11,288,1.0,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_b2,69.0,31.0,88.62,11.38,9.11,260,0.875,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
-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
-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
-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
-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,67.0,33.0,86.77,13.23,26.77,224,0.875,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
-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_v3,66.42,33.58,86.68,13.32,23.83,299,0.875,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_v3,66.12,33.88,86.34,13.66,23.83,299,0.875,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
-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
-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
-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
-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
-resnet26,63.45,36.55,84.27,15.73,16.0,224,0.875,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
-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,62.56,37.44,84.0,16.0,21.8,224,0.875,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
-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
+model,rank_diff,top1,top1_diff,top1_err,top5,top5_diff,top5_err,param_count,img_size,cropt_pct,interpolation
+tf_efficientnet_l2_ns_475,+1,80.4700,-7.764,19.5300,95.7300,-2.816,4.2700,480.3100,475,0.9360,bicubic
+tf_efficientnet_l2_ns,-1,80.2500,-8.102,19.7500,95.8500,-2.798,4.1500,480.3100,800,0.9600,bicubic
+tf_efficientnet_b7_ns,=,78.5200,-8.318,21.4800,94.3700,-3.724,5.6300,66.3500,600,0.9490,bicubic
+tf_efficientnet_b6_ns,=,77.2800,-9.182,22.7200,93.8900,-3.994,6.1100,43.0400,528,0.9420,bicubic
+ig_resnext101_32x48d,+1,76.8700,-8.572,23.1300,93.3200,-4.252,6.6800,828.4100,224,0.8750,bilinear
+ig_resnext101_32x32d,+5,76.8400,-8.252,23.1600,93.1900,-4.246,6.8100,468.5300,224,0.8750,bilinear
+tf_efficientnet_b5_ns,-2,76.8200,-9.260,23.1800,93.5800,-4.174,6.4200,30.3900,456,0.9340,bicubic
+tf_efficientnet_b7_ap,+2,76.0900,-9.028,23.9100,92.9700,-4.282,7.0300,66.3500,600,0.9490,bicubic
+tf_efficientnet_b8_ap,-1,76.0900,-9.278,23.9100,92.7300,-4.564,7.2700,87.4100,672,0.9540,bicubic
+ig_resnext101_32x16d,+7,75.7100,-8.466,24.2900,92.9000,-4.296,7.1000,194.0300,224,0.8750,bilinear
+tf_efficientnet_b4_ns,-2,75.6900,-9.468,24.3100,93.0400,-4.428,6.9600,19.3400,380,0.9220,bicubic
+swsl_resnext101_32x8d,+2,75.4500,-8.844,24.5500,92.7500,-4.424,7.2500,88.7900,224,0.8750,bilinear
+tf_efficientnet_b6_ap,=,75.3800,-9.406,24.6200,92.4400,-4.698,7.5600,43.0400,528,0.9420,bicubic
+tf_efficientnet_b8,-7,74.9300,-10.440,25.0700,92.3200,-5.072,7.6800,87.4100,672,0.9540,bicubic
+tf_efficientnet_b7,-3,74.7200,-10.212,25.2800,92.2200,-4.988,7.7800,66.3500,600,0.9490,bicubic
+tf_efficientnet_b5_ap,-1,74.5900,-9.664,25.4100,91.9900,-4.986,8.0100,30.3900,456,0.9340,bicubic
+swsl_resnext101_32x4d,+7,74.1500,-9.084,25.8500,91.9900,-4.766,8.0100,44.1800,224,0.8750,bilinear
+swsl_resnext101_32x16d,+4,74.0100,-9.328,25.9900,92.1700,-4.682,7.8300,194.0300,224,0.8750,bilinear
+resnest200e,+1,73.9300,-9.904,26.0700,91.5800,-5.258,8.4200,70.2000,320,0.8750,bilinear
+tf_efficientnet_b6,-2,73.9000,-10.212,26.1000,91.7500,-5.134,8.2500,43.0400,528,0.9420,bicubic
+tf_efficientnet_b3_ns,-2,73.8700,-10.184,26.1300,91.8600,-5.052,8.1400,12.2300,300,0.9040,bicubic
+ig_resnext101_32x8d,+7,73.6600,-9.028,26.3400,92.1500,-4.482,7.8500,88.7900,224,0.8750,bilinear
+tf_efficientnet_b5,-2,73.5400,-10.276,26.4600,91.4600,-5.290,8.5400,30.3900,456,0.9340,bicubic
+resnest269e,-8,73.4600,-10.726,26.5400,91.6800,-5.242,8.3200,110.9300,416,0.8750,bilinear
+tf_efficientnet_b4_ap,-2,72.8900,-10.358,27.1100,90.9800,-5.408,9.0200,19.3400,380,0.9220,bicubic
+swsl_resnext50_32x4d,+7,72.5800,-9.600,27.4200,90.8400,-5.388,9.1600,25.0300,224,0.8750,bilinear
+resnest101e,=,72.5500,-10.340,27.4500,90.8100,-5.514,9.1900,48.2800,256,0.8750,bilinear
+tresnet_xl_448,-3,72.5500,-10.498,27.4500,90.3100,-5.864,9.6900,78.4400,448,0.8750,bilinear
+pnasnet5large,-1,72.3700,-10.370,27.6300,90.2600,-5.780,9.7400,86.0600,331,0.8750,bicubic
+nasnetalarge,=,72.3100,-10.248,27.6900,90.5100,-5.526,9.4900,88.7500,331,0.8750,bicubic
+tf_efficientnet_b4,-5,72.2800,-10.736,27.7200,90.6000,-5.698,9.4000,19.3400,380,0.9220,bicubic
+tf_efficientnet_b2_ns,-1,72.2700,-10.110,27.7300,91.0900,-5.162,8.9100,9.1100,260,0.8900,bicubic
+swsl_resnet50,+15,71.6900,-9.490,28.3100,90.5100,-5.476,9.4900,25.5600,224,0.8750,bilinear
+tresnet_xl,+1,71.6500,-10.420,28.3500,89.6300,-6.298,10.3700,78.4400,224,0.8750,bilinear
+tresnet_l_448,-3,71.6000,-10.668,28.4000,90.0600,-5.918,9.9400,55.9900,448,0.8750,bilinear
+ecaresnet101d,-2,71.5000,-10.666,28.5000,90.3100,-5.742,9.6900,44.5700,224,0.8750,bicubic
+ssl_resnext101_32x8d,+4,71.4900,-10.136,28.5100,90.4700,-5.568,9.5300,88.7900,224,0.8750,bilinear
+ssl_resnext101_32x16d,-1,71.4000,-10.436,28.6000,90.5500,-5.544,9.4500,194.0300,224,0.8750,bilinear
+tresnet_m_448,=,71.0000,-10.712,29.0000,88.6800,-6.890,11.3200,31.3900,448,0.8750,bilinear
+resnest50d_4s2x40d,+9,70.9400,-10.174,29.0600,89.7100,-5.858,10.2900,30.4200,224,0.8750,bicubic
+tf_efficientnet_b3_ap,-3,70.9200,-10.908,29.0800,89.4300,-6.194,10.5700,12.2300,300,0.9040,bicubic
+efficientnet_b3a,-6,70.8700,-11.004,29.1300,89.7200,-6.120,10.2800,12.2300,320,1.0000,bicubic
+tf_efficientnet_b1_ns,+2,70.8500,-10.536,29.1500,90.1100,-5.628,9.8900,7.7900,240,0.8820,bicubic
+tresnet_l,=,70.8300,-10.658,29.1700,89.6100,-6.018,10.3900,55.9900,224,0.8750,bilinear
+efficientnet_b3,-2,70.7600,-10.738,29.2400,89.8400,-5.878,10.1600,12.2300,300,0.9040,bicubic
+tf_efficientnet_b3,-6,70.6200,-11.020,29.3800,89.4400,-6.282,10.5600,12.2300,300,0.9040,bicubic
+gluon_senet154,=,70.6000,-10.624,29.4000,88.9200,-6.436,11.0800,115.0900,224,0.8750,bicubic
+ssl_resnext101_32x4d,+5,70.5000,-10.428,29.5000,89.7600,-5.968,10.2400,44.1800,224,0.8750,bilinear
+senet154,-3,70.4800,-10.824,29.5200,88.9900,-6.508,11.0100,115.0900,224,0.8750,bilinear
+gluon_seresnext101_64x4d,+5,70.4400,-10.450,29.5600,89.3500,-5.954,10.6500,88.2300,224,0.8750,bicubic
+resnest50d_1s4x24d,=,70.4300,-10.560,29.5700,89.2400,-6.082,10.7600,25.6800,224,0.8750,bicubic
+tf_efficientnet_lite4,-10,70.4300,-11.098,29.5700,89.1200,-6.548,10.8800,13.0100,380,0.9200,bilinear
+resnest50d,-1,70.4200,-10.538,29.5800,88.7600,-6.622,11.2400,27.4800,224,0.8750,bilinear
+gluon_resnet152_v1s,-4,70.3200,-10.692,29.6800,88.8700,-6.546,11.1300,60.3200,224,0.8750,bicubic
+ecaresnet101d_pruned,+3,70.1200,-10.688,29.8800,89.5800,-6.048,10.4200,24.8800,224,0.8750,bicubic
+inception_resnet_v2,+9,70.1200,-10.340,29.8800,88.6800,-6.630,11.3200,55.8400,299,0.8975,bicubic
+gluon_seresnext101_32x4d,-3,70.0100,-10.892,29.9900,88.9100,-6.384,11.0900,48.9600,224,0.8750,bicubic
+gluon_resnet152_v1d,+6,69.9500,-10.520,30.0500,88.4700,-6.736,11.5300,60.2100,224,0.8750,bicubic
+ecaresnet50d,+2,69.8300,-10.774,30.1700,89.3700,-5.952,10.6300,25.5800,224,0.8750,bicubic
+gluon_resnext101_64x4d,+2,69.6900,-10.912,30.3100,88.2600,-6.734,11.7400,83.4600,224,0.8750,bicubic
+ssl_resnext50_32x4d,+11,69.6900,-10.638,30.3100,89.4200,-5.984,10.5800,25.0300,224,0.8750,bilinear
+tresnet_m,-3,69.6500,-11.146,30.3500,88.0000,-6.856,12.0000,31.3900,224,0.8750,bilinear
+efficientnet_b3_pruned,-7,69.5800,-11.276,30.4200,88.9700,-6.270,11.0300,9.8600,300,0.9040,bicubic
+ens_adv_inception_resnet_v2,+19,69.5200,-10.456,30.4800,88.5000,-6.446,11.5000,55.8400,299,0.8975,bicubic
+efficientnet_b2a,-5,69.4900,-11.118,30.5100,88.6800,-6.630,11.3200,9.1100,288,1.0000,bicubic
+inception_v4,+13,69.3500,-10.806,30.6500,88.7800,-6.194,11.2200,42.6800,299,0.8750,bicubic
+seresnext101_32x4d,+10,69.3400,-10.896,30.6600,88.0500,-6.978,11.9500,48.9600,224,0.8750,bilinear
+ecaresnetlight,-2,69.3300,-11.124,30.6700,89.2200,-6.036,10.7800,30.1600,224,0.8750,bicubic
+gluon_resnet152_v1c,+16,69.1300,-10.786,30.8700,87.8900,-6.952,12.1100,60.2100,224,0.8750,bicubic
+mixnet_xl,-7,69.0800,-11.398,30.9200,88.3100,-6.622,11.6900,11.9000,224,0.8750,bicubic
+efficientnet_b2,-2,69.0000,-11.402,31.0000,88.6200,-6.456,11.3800,9.1100,260,0.8750,bicubic
+gluon_resnet101_v1d,-4,68.9900,-11.434,31.0100,88.0800,-6.940,11.9200,44.5700,224,0.8750,bicubic
+gluon_xception65,+24,68.9800,-10.624,31.0200,88.3200,-6.428,11.6800,39.9200,299,0.8750,bicubic
+gluon_resnext101_32x4d,-3,68.9600,-11.374,31.0400,88.3400,-6.586,11.6600,44.1800,224,0.8750,bicubic
+tf_efficientnet_b2_ap,-2,68.9300,-11.376,31.0700,88.3400,-6.688,11.6600,9.1100,260,0.8900,bicubic
+gluon_resnet152_v1b,+18,68.8100,-10.882,31.1900,87.7100,-7.028,12.2900,60.1900,224,0.8750,bicubic
+dpn131,+12,68.7600,-11.068,31.2400,87.4800,-7.224,12.5200,79.2500,224,0.8750,bicubic
+resnext50d_32x4d,+17,68.7500,-10.924,31.2500,88.3100,-6.558,11.6900,25.0500,224,0.8750,bicubic
+tf_efficientnet_b2,+2,68.7500,-11.340,31.2500,87.9500,-6.956,12.0500,9.1100,260,0.8900,bicubic
+gluon_resnet101_v1s,-6,68.7200,-11.580,31.2800,87.9000,-7.250,12.1000,44.6700,224,0.8750,bicubic
+dpn107,-3,68.7100,-11.454,31.2900,88.1300,-6.782,11.8700,86.9200,224,0.8750,bicubic
+gluon_seresnext50_32x4d,+4,68.6700,-11.242,31.3300,88.3200,-6.498,11.6800,27.5600,224,0.8750,bicubic
+hrnet_w64,+17,68.6300,-10.842,31.3700,88.0700,-6.580,11.9300,128.0600,224,0.8750,bilinear
+resnext50_32x4d,+7,68.6100,-11.152,31.3900,87.5700,-7.030,12.4300,25.0300,224,0.8750,bicubic
+dpn98,+11,68.5800,-11.056,31.4200,87.6600,-6.934,12.3400,61.5700,224,0.8750,bicubic
+ssl_resnet50,+24,68.4200,-10.808,31.5800,88.5800,-6.252,11.4200,25.5600,224,0.8750,bilinear
+ecaresnet50d_pruned,+5,68.3900,-11.328,31.6100,88.3700,-6.520,11.6300,19.9400,224,0.8750,bicubic
+skresnext50_32x4d,-8,68.3900,-11.760,31.6100,87.5900,-7.054,12.4100,27.4800,224,0.8750,bicubic
+dla102x2,+12,68.3400,-11.112,31.6600,87.8700,-6.774,12.1300,41.7500,224,0.8750,bilinear
+efficientnet_b2_pruned,-6,68.3000,-11.618,31.7000,88.1000,-6.748,11.9000,8.3100,260,0.8900,bicubic
+gluon_resnext50_32x4d,+11,68.2800,-11.076,31.7200,87.3200,-7.104,12.6800,25.0300,224,0.8750,bicubic
+tf_efficientnet_lite3,-2,68.2300,-11.582,31.7700,87.7200,-7.194,12.2800,8.2000,300,0.9040,bilinear
+ese_vovnet39b,+10,68.1900,-11.130,31.8100,88.2600,-6.450,11.7400,24.5700,224,0.8750,bicubic
+tf_efficientnet_el,-27,68.1800,-12.268,31.8200,88.3500,-6.810,11.6500,10.5900,300,0.9040,bicubic
+dpn92,-13,68.0100,-12.006,31.9900,87.5900,-7.248,12.4100,37.6700,224,0.8750,bicubic
+gluon_resnet50_v1d,+20,67.9100,-11.164,32.0900,87.1200,-7.356,12.8800,25.5800,224,0.8750,bicubic
+seresnext50_32x4d,+18,67.8700,-11.206,32.1300,87.6200,-6.814,12.3800,27.5600,224,0.8750,bilinear
+resnext101_32x8d,+6,67.8500,-11.462,32.1500,87.4800,-7.046,12.5200,88.7900,224,0.8750,bilinear
+hrnet_w44,+23,67.7700,-11.124,32.2300,87.5300,-6.840,12.4700,67.0600,224,0.8750,bilinear
+hrnet_w48,+5,67.7700,-11.540,32.2300,87.4200,-7.098,12.5800,77.4700,224,0.8750,bilinear
+tf_efficientnet_b0_ns,+32,67.7200,-10.932,32.2800,88.0800,-6.288,11.9200,5.2900,224,0.8750,bicubic
+xception,+16,67.6700,-11.378,32.3300,87.5700,-6.822,12.4300,22.8600,299,0.8975,bicubic
+dla169,+26,67.6100,-11.100,32.3900,87.5600,-6.778,12.4400,53.9900,224,0.8750,bilinear
+gluon_inception_v3,+22,67.5900,-11.214,32.4100,87.4600,-6.920,12.5400,23.8300,299,0.8750,bicubic
+hrnet_w40,+16,67.5900,-11.344,32.4100,87.1300,-7.336,12.8700,57.5600,224,0.8750,bilinear
+gluon_resnet101_v1c,-7,67.5600,-11.984,32.4400,87.1600,-7.426,12.8400,44.5700,224,0.8750,bicubic
+seresnet152,+25,67.5500,-11.108,32.4500,87.3900,-6.984,12.6100,66.8200,224,0.8750,bilinear
+res2net50_26w_8s,+4,67.5300,-11.680,32.4700,87.2700,-7.092,12.7300,48.4000,224,0.8750,bilinear
+tf_efficientnet_b1_ap,=,67.5200,-11.758,32.4800,87.7700,-6.538,12.2300,7.7900,240,0.8820,bicubic
+tf_efficientnet_cc_b1_8e,-3,67.4800,-11.818,32.5200,87.3100,-7.054,12.6900,39.7200,240,0.8820,bicubic
+gluon_resnet101_v1b,-5,67.4500,-11.854,32.5500,87.2300,-7.294,12.7700,44.5500,224,0.8750,bicubic
+res2net101_26w_4s,+2,67.4500,-11.746,32.5500,87.0100,-7.430,12.9900,45.2100,224,0.8750,bilinear
+resnet50,+6,67.4400,-11.592,32.5600,87.4200,-6.964,12.5800,25.5600,224,0.8750,bicubic
+resnetblur50,-6,67.4400,-11.850,32.5600,87.4300,-7.202,12.5700,25.5600,224,0.8750,bicubic
+resnest26d,+22,67.2100,-11.272,32.7900,87.1800,-7.110,12.8200,17.0700,224,0.8750,bilinear
+efficientnet_b1,+14,67.1600,-11.538,32.8400,87.1500,-7.002,12.8500,7.7900,240,0.8750,bicubic
+seresnet101,+26,67.1500,-11.246,32.8500,87.0500,-7.208,12.9500,49.3300,224,0.8750,bilinear
+gluon_resnet50_v1s,+10,67.1000,-11.612,32.9000,86.8600,-7.382,13.1400,25.6800,224,0.8750,bicubic
+dla60x,+26,67.0800,-11.162,32.9200,87.1700,-6.852,12.8300,17.6500,224,0.8750,bilinear
+dla60_res2net,+18,67.0300,-11.442,32.9700,87.1400,-7.064,12.8600,21.1500,224,0.8750,bilinear
+resnet152,+23,67.0200,-11.292,32.9800,87.5700,-6.476,12.4300,60.1900,224,0.8750,bilinear
+dla102x,+13,67.0000,-11.508,33.0000,86.7700,-7.464,13.2300,26.7700,224,0.8750,bilinear
+mixnet_l,-3,66.9700,-12.006,33.0300,86.9400,-7.244,13.0600,7.3300,224,0.8750,bicubic
+res2net50_26w_6s,+10,66.9100,-11.664,33.0900,86.9000,-7.226,13.1000,37.0500,224,0.8750,bilinear
+efficientnet_es,+26,66.8900,-11.164,33.1100,86.7300,-7.200,13.2700,5.4400,224,0.8750,bicubic
+tf_efficientnet_b1,-1,66.8900,-11.942,33.1100,87.0400,-7.156,12.9600,7.7900,240,0.8820,bicubic
+tf_efficientnet_em,+4,66.8700,-11.828,33.1300,86.9800,-7.340,13.0200,6.9000,240,0.8820,bicubic
+hrnet_w32,+13,66.7900,-11.658,33.2100,87.2900,-6.898,12.7100,41.2300,224,0.8750,bilinear
+tf_mixnet_l,-2,66.7800,-11.990,33.2200,86.4600,-7.544,13.5400,7.3300,224,0.8750,bicubic
+hrnet_w30,+18,66.7600,-11.436,33.2400,86.7900,-7.430,13.2100,37.7100,224,0.8750,bilinear
+selecsls60b,+11,66.7200,-11.698,33.2800,86.5400,-7.626,13.4600,32.7700,224,0.8750,bicubic
+wide_resnet101_2,-8,66.6800,-12.166,33.3200,87.0400,-7.244,12.9600,126.8900,224,0.8750,bilinear
+wide_resnet50_2,+6,66.6500,-11.818,33.3500,86.8100,-7.276,13.1900,68.8800,224,0.8750,bilinear
+dla60_res2next,+6,66.6400,-11.808,33.3600,87.0200,-7.124,12.9800,17.3300,224,0.8750,bilinear
+adv_inception_v3,+30,66.6000,-10.980,33.4000,86.5600,-7.164,13.4400,23.8300,299,0.8750,bicubic
+dla102,+16,66.5500,-11.476,33.4500,86.9100,-7.040,13.0900,33.7300,224,0.8750,bilinear
+gluon_resnet50_v1c,+16,66.5400,-11.470,33.4600,86.1600,-7.828,13.8400,25.5800,224,0.8750,bicubic
+tf_inception_v3,+21,66.4200,-11.436,33.5800,86.6800,-6.964,13.3200,23.8300,299,0.8750,bicubic
+efficientnet_b0,+22,66.2500,-11.442,33.7500,85.9500,-7.582,14.0500,5.2900,224,0.8750,bicubic
+seresnet50,+22,66.2400,-11.396,33.7600,86.3300,-7.422,13.6700,28.0900,224,0.8750,bilinear
+selecsls60,+15,66.2200,-11.762,33.7800,86.3300,-7.502,13.6700,30.6700,224,0.8750,bicubic
+tf_efficientnet_cc_b0_8e,+16,66.2100,-11.698,33.7900,86.2200,-7.436,13.7800,24.0100,224,0.8750,bicubic
+tv_resnext50_32x4d,+20,66.1800,-11.438,33.8200,86.0400,-7.658,13.9600,25.0300,224,0.8750,bilinear
+res2net50_26w_4s,+13,66.1700,-11.776,33.8300,86.6000,-7.252,13.4000,25.7000,224,0.8750,bilinear
+inception_v3,+25,66.1200,-11.316,33.8800,86.3400,-7.136,13.6600,23.8300,299,0.8750,bicubic
+efficientnet_b1_pruned,=,66.0800,-12.162,33.9200,86.5800,-7.252,13.4200,6.3300,240,0.8820,bicubic
+gluon_resnet50_v1b,+19,66.0400,-11.538,33.9600,86.2700,-7.448,13.7300,25.5600,224,0.8750,bicubic
+res2net50_14w_8s,+2,66.0200,-12.132,33.9800,86.2400,-7.602,13.7600,25.0600,224,0.8750,bilinear
+densenet161,+23,65.8500,-11.498,34.1500,86.4600,-7.188,13.5400,28.6800,224,0.8750,bicubic
+res2next50,-3,65.8500,-12.392,34.1500,85.8300,-8.062,14.1700,24.6700,224,0.8750,bilinear
+seresnext26tn_32x4d,+3,65.8500,-12.140,34.1500,85.6800,-8.068,14.3200,16.8100,224,0.8750,bicubic
+skresnet34,+32,65.7700,-11.140,34.2300,85.9600,-7.356,14.0400,22.2800,224,0.8750,bicubic
+resnet101,+18,65.6800,-11.694,34.3200,85.9800,-7.566,14.0200,44.5500,224,0.8750,bilinear
+dpn68b,+13,65.6000,-11.914,34.4000,85.9400,-7.882,14.0600,12.6100,224,0.8750,bicubic
+seresnext26t_32x4d,=,65.6000,-12.388,34.4000,86.0900,-7.616,13.9100,16.8200,224,0.8750,bicubic
+selecsls42b,+22,65.5900,-11.586,34.4100,85.8300,-7.562,14.1700,32.4600,224,0.8750,bicubic
+tf_efficientnet_b0_ap,+23,65.4900,-11.594,34.5100,85.5500,-7.704,14.4500,5.2900,224,0.8750,bicubic
+seresnext26d_32x4d,+6,65.4200,-12.184,34.5800,85.9700,-7.642,14.0300,16.8100,224,0.8750,bicubic
+tf_efficientnet_lite2,+10,65.3900,-12.070,34.6100,86.0300,-7.716,13.9700,6.0900,260,0.8900,bicubic
+res2net50_48w_2s,+8,65.3200,-12.194,34.6800,85.9600,-7.588,14.0400,25.2900,224,0.8750,bilinear
+densenetblur121d,+28,65.3000,-11.276,34.7000,85.7100,-7.480,14.2900,8.0000,224,0.8750,bicubic
+densenet201,+13,65.2800,-12.010,34.7200,85.6700,-7.808,14.3300,20.0100,224,0.8750,bicubic
+tf_efficientnet_es,+13,65.2400,-12.024,34.7600,85.5400,-8.060,14.4600,5.4400,224,0.8750,bicubic
+dla60,+17,65.2200,-11.804,34.7800,85.7500,-7.558,14.2500,22.3300,224,0.8750,bilinear
+tf_efficientnet_cc_b0_4e,+8,65.1300,-12.174,34.8700,85.1300,-8.202,14.8700,13.3100,224,0.8750,bicubic
+mobilenetv2_120d,+8,65.0400,-12.254,34.9600,85.9900,-7.512,14.0100,5.8300,224,0.8750,bicubic
+seresnext26_32x4d,+12,65.0400,-12.060,34.9600,85.6500,-7.660,14.3500,16.7900,224,0.8750,bicubic
+hrnet_w18,+18,64.9100,-11.846,35.0900,85.7500,-7.692,14.2500,21.3000,224,0.8750,bilinear
+densenet169,+26,64.7800,-11.132,35.2200,85.2500,-7.774,14.7500,14.1500,224,0.8750,bicubic
+mixnet_m,+7,64.6900,-12.566,35.3100,85.4700,-7.948,14.5300,5.0100,224,0.8750,bicubic
+resnet26d,+16,64.6300,-12.050,35.3700,85.1200,-8.046,14.8800,16.0100,224,0.8750,bicubic
+tf_efficientnet_lite1,+16,64.3700,-12.268,35.6300,85.4900,-7.742,14.5100,5.4200,240,0.8820,bicubic
+tf_efficientnet_b0,+12,64.2900,-12.550,35.7100,85.2500,-7.976,14.7500,5.2900,224,0.8750,bicubic
+tf_mixnet_m,+8,64.2700,-12.680,35.7300,85.0900,-8.066,14.9100,5.0100,224,0.8750,bicubic
+dpn68,+17,64.2200,-12.086,35.7800,85.1800,-7.790,14.8200,12.6100,224,0.8750,bicubic
+mobilenetv2_140,+14,64.0500,-12.474,35.9500,85.0200,-7.970,14.9800,6.1100,224,0.8750,bicubic
+densenet121,+22,63.7400,-11.834,36.2600,84.6300,-8.026,15.3700,7.9800,224,0.8750,bicubic
+resnest14d,+23,63.6000,-11.904,36.4000,84.2200,-8.294,15.7800,10.6100,224,0.8750,bilinear
+tf_mixnet_s,+18,63.5900,-12.058,36.4100,84.2700,-8.366,15.7300,4.1300,224,0.8750,bicubic
+resnet26,+23,63.4500,-11.842,36.5500,84.2700,-8.300,15.7300,16.0000,224,0.8750,bicubic
+mixnet_s,+13,63.3800,-12.608,36.6200,84.7100,-8.084,15.2900,4.1300,224,0.8750,bicubic
+mobilenetv3_large_100,+14,63.3600,-12.408,36.6400,84.0800,-8.460,15.9200,5.4800,224,0.8750,bicubic
+tv_resnet50,+10,63.3300,-12.800,36.6700,84.6500,-8.212,15.3500,25.5600,224,0.8750,bilinear
+mobilenetv3_rw,+14,63.2300,-12.398,36.7700,84.5200,-8.190,15.4800,5.4800,224,0.8750,bicubic
+semnasnet_100,+17,63.1200,-12.336,36.8800,84.5300,-8.062,15.4700,3.8900,224,0.8750,bicubic
+tv_densenet121,+26,62.9400,-11.812,37.0600,84.2600,-7.892,15.7400,7.9800,224,0.8750,bicubic
+seresnet34,+24,62.8900,-11.918,37.1100,84.2200,-7.906,15.7800,21.9600,224,0.8750,bilinear
+hrnet_w18_small_v2,+17,62.8300,-12.296,37.1700,83.9700,-8.446,16.0300,15.6000,224,0.8750,bilinear
+mobilenetv2_110d,+19,62.8200,-12.232,37.1800,84.4800,-7.700,15.5200,4.5200,224,0.8750,bicubic
+resnet34,+17,62.8200,-12.292,37.1800,84.1200,-8.168,15.8800,21.8000,224,0.8750,bilinear
+swsl_resnet18,+30,62.7300,-10.556,37.2700,84.3000,-7.432,15.7000,11.6900,224,0.8750,bilinear
+tf_efficientnet_lite0,+18,62.5800,-12.262,37.4200,84.2500,-7.920,15.7500,4.6500,224,0.8750,bicubic
+gluon_resnet34_v1b,+22,62.5600,-12.020,37.4400,84.0000,-7.988,16.0000,21.8000,224,0.8750,bicubic
+dla34,+20,62.5100,-12.126,37.4900,83.9200,-8.144,16.0800,15.7800,224,0.8750,bilinear
+tf_mobilenetv3_large_100,+5,62.4700,-13.046,37.5300,83.9600,-8.640,16.0400,5.4800,224,0.8750,bilinear
+fbnetc_100,+10,62.4300,-12.690,37.5700,83.3900,-8.996,16.6100,5.5700,224,0.8750,bilinear
+mnasnet_100,+16,61.9100,-12.746,38.0900,83.7100,-8.416,16.2900,4.3800,224,0.8750,bicubic
+ssl_resnet18,+26,61.4900,-11.110,38.5100,83.3300,-8.086,16.6700,11.6900,224,0.8750,bilinear
+spnasnet_100,+17,61.2100,-12.870,38.7900,82.7700,-9.062,17.2300,4.4200,224,0.8750,bilinear
+tv_resnet34,+20,61.2000,-12.114,38.8000,82.7200,-8.700,17.2800,21.8000,224,0.8750,bilinear
+skresnet18,+21,60.8500,-12.194,39.1500,82.8800,-8.298,17.1200,11.9600,224,0.8750,bicubic
+tf_mobilenetv3_large_075,+17,60.3800,-13.062,39.6200,81.9600,-9.392,18.0400,3.9900,224,0.8750,bilinear
+mobilenetv2_100,+20,60.1600,-12.818,39.8400,82.2400,-8.776,17.7600,3.5000,224,0.8750,bicubic
+seresnet18,+24,59.8100,-11.948,40.1900,81.6800,-8.654,18.3200,11.7800,224,0.8750,bicubic
+tf_mobilenetv3_large_minimal_100,+22,59.0700,-13.174,40.9300,81.1400,-9.496,18.8600,3.9200,224,0.8750,bilinear
+hrnet_w18_small,+20,58.9700,-13.372,41.0300,81.3400,-9.332,18.6600,13.1900,224,0.8750,bilinear
+gluon_resnet18_v1b,+22,58.3200,-12.510,41.6800,80.9600,-8.796,19.0400,11.6900,224,0.8750,bicubic
+resnet18,+23,57.1800,-12.578,42.8200,80.1900,-8.888,19.8100,11.6900,224,0.8750,bilinear
+dla60x_c,+25,56.0200,-11.888,43.9800,78.9600,-9.474,21.0400,1.3400,224,0.8750,bilinear
+tf_mobilenetv3_small_100,+23,54.5100,-13.408,45.4900,77.0800,-10.582,22.9200,2.5400,224,0.8750,bilinear
+dla46x_c,+24,53.0800,-12.900,46.9200,76.8400,-10.140,23.1600,1.0800,224,0.8750,bilinear
+dla46_c,+25,52.2000,-12.678,47.8000,75.6800,-10.606,24.3200,1.3100,224,0.8750,bilinear
+tf_mobilenetv3_small_075,+23,52.1500,-13.568,47.8500,75.4600,-10.676,24.5400,2.0400,224,0.8750,bilinear
+tf_mobilenetv3_small_minimal_100,+24,49.5300,-13.368,50.4700,73.0500,-11.180,26.9500,2.0400,224,0.8750,bilinear
diff --git a/results/results-sketch.csv b/results/results-sketch.csv
index e040b75a..bd69bcd2 100644
--- a/results/results-sketch.csv
+++ b/results/results-sketch.csv
@@ -1,239 +1,239 @@
-model,top1,top1_err,top5,top5_err,param_count,img_size,cropt_pct,interpolation
-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
-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_resnet18,35.8604,64.1396,58.437,41.563,11.69,224,0.875,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
-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,32.3312,67.6688,50.5394,49.4606,60.32,224,0.875,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,31.7279,68.2721,51.3215,48.6785,12.23,320,1.0,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
-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
-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,30.6176,69.3824,48.5292,51.4708,60.19,224,0.875,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
-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
-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_v3,29.8237,70.1763,47.8669,52.1331,23.83,299,0.875,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,29.2165,70.7835,48.4584,51.5416,19.94,224,0.875,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
-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
-efficientnet_b2_pruned,28.3657,71.6343,47.0593,52.9407,8.31,260,0.89,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
-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
-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
-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_v3,27.5698,72.4302,45.2613,54.7387,23.83,299,0.875,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,27.3261,72.6739,45.2141,54.7859,25.68,224,0.875,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
-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
-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
-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
-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,23.3665,76.6335,40.6768,59.3232,32.46,224,0.875,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
-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
-resnet26,21.2954,78.7046,38.0161,61.9839,16.0,224,0.875,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
-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
+model,rank_diff,top1,top1_diff,top1_err,top5,top5_diff,top5_err,param_count,img_size,cropt_pct,interpolation
+ig_resnext101_32x48d,+5,58.8143,-26.628,41.1857,81.0863,-16.486,18.9137,828.4100,224,0.8750,bilinear
+ig_resnext101_32x32d,+9,58.3800,-26.712,41.6200,80.3789,-17.057,19.6211,468.5300,224,0.8750,bilinear
+ig_resnext101_32x16d,+14,57.7001,-26.476,42.2999,79.9131,-17.283,20.0869,194.0300,224,0.8750,bilinear
+swsl_resnext101_32x16d,+18,57.4663,-25.872,42.5337,80.3808,-16.471,19.6192,194.0300,224,0.8750,bilinear
+swsl_resnext101_32x8d,+9,56.4346,-27.859,43.5654,78.9345,-18.239,21.0655,88.7900,224,0.8750,bilinear
+ig_resnext101_32x8d,+23,54.9176,-27.770,45.0824,77.5452,-19.087,22.4548,88.7900,224,0.8750,bilinear
+swsl_resnext101_32x4d,+17,53.5911,-29.643,46.4089,76.3387,-20.417,23.6613,44.1800,224,0.8750,bilinear
+tf_efficientnet_l2_ns_475,-6,51.4866,-36.747,48.5134,73.9295,-24.617,26.0705,480.3100,475,0.9360,bicubic
+swsl_resnext50_32x4d,+24,50.4490,-31.731,49.5510,73.3577,-22.870,26.6423,25.0300,224,0.8750,bilinear
+swsl_resnet50,+38,49.5510,-31.629,50.4490,72.3319,-23.654,27.6681,25.5600,224,0.8750,bilinear
+tf_efficientnet_b7_ns,-8,47.8001,-39.038,52.1999,69.6378,-28.456,30.3622,66.3500,600,0.9490,bicubic
+tf_efficientnet_b6_ns,-8,47.7510,-38.711,52.2490,69.9621,-27.922,30.0379,43.0400,528,0.9420,bicubic
+tf_efficientnet_l2_ns,-12,47.5702,-40.782,52.4298,70.0171,-28.631,29.9829,480.3100,800,0.9600,bicubic
+tf_efficientnet_b8_ap,-6,45.7781,-39.590,54.2219,67.9047,-29.389,32.0953,87.4100,672,0.9540,bicubic
+tf_efficientnet_b5_ns,-10,45.6071,-40.473,54.3929,67.8516,-29.902,32.1484,30.3900,456,0.9340,bicubic
+tf_efficientnet_b4_ns,-7,43.4554,-41.703,56.5446,65.5132,-31.955,34.4868,19.3400,380,0.9220,bicubic
+tf_efficientnet_b8,-10,42.5023,-42.868,57.4977,64.8745,-32.518,35.1255,87.4100,672,0.9540,bicubic
+tf_efficientnet_b7,-6,41.4372,-43.495,58.5628,63.0274,-34.181,36.9726,66.3500,600,0.9490,bicubic
+tf_efficientnet_b7_ap,-9,41.4333,-43.685,58.5667,62.8761,-34.376,37.1239,66.3500,600,0.9490,bicubic
+tf_efficientnet_b5_ap,-5,41.4196,-42.834,58.5804,62.0822,-34.894,37.9178,30.3900,456,0.9340,bicubic
+tf_efficientnet_b6_ap,-8,41.0914,-43.695,58.9086,62.3593,-34.779,37.6407,43.0400,528,0.9420,bicubic
+tf_efficientnet_b4_ap,+1,40.4763,-42.772,59.5237,61.7127,-34.675,38.2873,19.3400,380,0.9220,bicubic
+tf_efficientnet_b3_ns,-4,39.5822,-44.472,60.4178,61.4632,-35.449,38.5368,12.2300,300,0.9040,bicubic
+tf_efficientnet_b5,-3,38.3285,-45.488,61.6715,59.9285,-36.822,40.0715,30.3900,456,0.9340,bicubic
+tf_efficientnet_b3_ap,+13,37.0611,-44.767,62.9389,57.2363,-38.388,42.7637,12.2300,300,0.9040,bicubic
+resnest269e,-10,36.6700,-47.516,63.3300,56.8099,-40.112,43.1901,110.9300,416,0.8750,bilinear
+tf_efficientnet_b2_ns,+4,36.1768,-46.203,63.8232,57.5547,-38.697,42.4453,9.1100,260,0.8900,bicubic
+ecaresnet101d,+6,36.0058,-46.160,63.9942,56.1536,-39.898,43.8464,44.5700,224,0.8750,bicubic
+swsl_resnet18,+192,35.8604,-37.426,64.1396,58.4370,-33.295,41.5630,11.6900,224,0.8750,bilinear
+resnest200e,-10,35.8466,-47.987,64.1534,55.8903,-40.948,44.1097,70.2000,320,0.8750,bilinear
+resnest101e,-4,35.3652,-47.525,64.6348,55.7861,-40.538,44.2139,48.2800,256,0.8750,bilinear
+ssl_resnext101_32x16d,+5,34.6087,-47.227,65.3913,55.9139,-40.180,44.0861,194.0300,224,0.8750,bilinear
+resnest50d_4s2x40d,+16,34.3611,-46.753,65.6389,54.7112,-40.857,45.2888,30.4200,224,0.8750,bicubic
+tf_efficientnet_b1_ns,+11,34.1528,-47.233,65.8472,55.4894,-40.249,44.5106,7.7900,240,0.8820,bicubic
+tf_efficientnet_b4,-9,34.0624,-48.954,65.9376,54.2160,-42.082,45.7840,19.3400,380,0.9220,bicubic
+ssl_resnext101_32x8d,+5,34.0211,-47.605,65.9789,55.5935,-40.444,44.4065,88.7900,224,0.8750,bilinear
+tf_efficientnet_b6,-19,34.0054,-50.107,65.9946,54.5403,-42.344,45.4597,43.0400,528,0.9420,bicubic
+efficientnet_b3_pruned,+18,33.9956,-46.860,66.0044,54.1099,-41.130,45.8901,9.8600,300,0.9040,bicubic
+tresnet_xl,-4,33.2587,-48.811,66.7413,52.2962,-43.632,47.7038,78.4400,224,0.8750,bilinear
+resnest50d_1s4x24d,+11,33.1388,-47.851,66.8612,52.8307,-42.491,47.1693,25.6800,224,0.8750,bicubic
+resnest50d,+11,32.9678,-47.990,67.0322,52.7010,-42.681,47.2990,27.4800,224,0.8750,bilinear
+tf_efficientnet_b3,-2,32.8637,-48.776,67.1363,52.9623,-42.760,47.0377,12.2300,300,0.9040,bicubic
+inception_resnet_v2,+22,32.7360,-47.724,67.2640,50.6396,-44.670,49.3604,55.8400,299,0.8975,bicubic
+gluon_resnet152_v1d,+20,32.7301,-47.740,67.2699,51.0837,-44.122,48.9163,60.2100,224,0.8750,bicubic
+tf_efficientnet_b2_ap,+28,32.6790,-47.627,67.3210,52.2333,-42.795,47.7667,9.1100,260,0.8900,bicubic
+nasnetalarge,-16,32.5827,-49.975,67.4173,49.7868,-46.249,50.2132,88.7500,331,0.8750,bicubic
+tresnet_l,-3,32.5670,-48.921,67.4330,51.1407,-44.487,48.8593,55.9900,224,0.8750,bilinear
+pnasnet5large,-20,32.5316,-50.208,67.4684,50.1877,-45.852,49.8123,86.0600,331,0.8750,bicubic
+ens_adv_inception_resnet_v2,+34,32.3705,-47.605,67.6295,50.4274,-44.519,49.5726,55.8400,299,0.8975,bicubic
+gluon_resnet152_v1s,=,32.3312,-48.681,67.6688,50.5394,-44.877,49.4606,60.3200,224,0.8750,bicubic
+gluon_seresnext101_64x4d,+4,32.1936,-48.696,67.8064,50.3272,-44.977,49.6728,88.2300,224,0.8750,bicubic
+gluon_seresnext101_32x4d,+2,32.1150,-48.787,67.8850,51.2409,-44.053,48.7591,48.9600,224,0.8750,bicubic
+efficientnet_b3a,-17,31.7279,-50.146,68.2721,51.3215,-44.519,48.6785,12.2300,320,1.0000,bicubic
+efficientnet_b3,-11,31.5648,-49.933,68.4352,51.2724,-44.446,48.7276,12.2300,300,0.9040,bicubic
+resnet50,+64,31.5451,-47.487,68.4549,50.1719,-44.212,49.8281,25.5600,224,0.8750,bicubic
+ssl_resnext101_32x4d,-3,31.4331,-49.495,68.5669,52.1154,-43.613,47.8846,44.1800,224,0.8750,bilinear
+inception_v4,+22,31.3820,-48.774,68.6180,49.2366,-45.737,50.7634,42.6800,299,0.8750,bicubic
+ecaresnetlight,+8,31.1325,-49.321,68.8675,50.2525,-45.004,49.7475,30.1600,224,0.8750,bicubic
+gluon_resnet101_v1s,+15,31.1128,-49.187,68.8872,49.7907,-45.359,50.2093,44.6700,224,0.8750,bicubic
+tf_efficientnet_cc_b0_8e,+98,31.0814,-46.827,68.9186,50.7733,-42.883,49.2267,24.0100,224,0.8750,bicubic
+ecaresnet50d,=,31.0637,-49.540,68.9363,50.8460,-44.476,49.1540,25.5800,224,0.8750,bicubic
+gluon_resnet152_v1c,+23,31.0067,-48.909,68.9933,48.9359,-45.906,51.0641,60.2100,224,0.8750,bicubic
+tresnet_m,-4,30.9929,-49.803,69.0071,48.6903,-46.166,51.3097,31.3900,224,0.8750,bilinear
+gluon_resnext101_64x4d,-2,30.9812,-49.621,69.0188,48.5527,-46.441,51.4473,83.4600,224,0.8750,bicubic
+tf_efficientnet_cc_b1_8e,+42,30.9006,-48.397,69.0994,50.0737,-44.290,49.9263,39.7200,240,0.8820,bicubic
+ecaresnet101d_pruned,-8,30.8947,-49.913,69.1053,50.0010,-45.627,49.9990,24.8800,224,0.8750,bicubic
+gluon_resnext101_32x4d,+4,30.8809,-49.453,69.1191,48.5370,-46.389,51.4630,44.1800,224,0.8750,bicubic
+tf_efficientnet_lite4,-26,30.8397,-50.688,69.1603,50.3979,-45.270,49.6021,13.0100,380,0.9200,bilinear
+dpn107,+9,30.6805,-49.484,69.3195,48.8062,-46.106,51.1938,86.9200,224,0.8750,bicubic
+ese_vovnet39b,+33,30.6766,-48.643,69.3234,49.8929,-44.817,50.1071,24.5700,224,0.8750,bicubic
+tresnet_xl_448,-46,30.6196,-52.428,69.3804,49.0715,-47.102,50.9285,78.4400,448,0.8750,bilinear
+gluon_resnet152_v1b,+22,30.6176,-49.074,69.3824,48.5292,-46.209,51.4708,60.1900,224,0.8750,bicubic
+ssl_resnext50_32x4d,-1,30.5940,-49.734,69.4060,50.6534,-44.751,49.3466,25.0300,224,0.8750,bilinear
+gluon_resnet101_v1d,-6,30.5095,-49.914,69.4905,47.9750,-47.045,52.0250,44.5700,224,0.8750,bicubic
+resnest26d,+62,30.4997,-47.982,69.5003,50.6770,-43.613,49.3230,17.0700,224,0.8750,bilinear
+efficientnet_b2a,-16,30.4231,-50.185,69.5769,49.6748,-45.635,50.3252,9.1100,288,1.0000,bicubic
+tf_efficientnet_b1_ap,+32,30.4191,-48.859,69.5809,49.5529,-44.755,50.4471,7.7900,240,0.8820,bicubic
+dpn98,+18,30.0576,-49.578,69.9424,48.2403,-46.354,51.7597,61.5700,224,0.8750,bicubic
+tf_efficientnet_b2,+2,30.0202,-50.070,69.9798,49.5903,-45.316,50.4097,9.1100,260,0.8900,bicubic
+dpn131,+9,30.0143,-49.814,69.9857,48.1440,-46.560,51.8560,79.2500,224,0.8750,bicubic
+senet154,-35,30.0006,-51.303,69.9994,48.0320,-47.466,51.9680,115.0900,224,0.8750,bilinear
+dpn92,=,29.9691,-50.047,70.0309,49.1599,-45.678,50.8401,37.6700,224,0.8750,bicubic
+gluon_senet154,-36,29.8866,-51.337,70.1134,47.8728,-47.483,52.1272,115.0900,224,0.8750,bicubic
+xception,+34,29.8493,-49.199,70.1507,48.6903,-45.702,51.3097,22.8600,299,0.8975,bicubic
+adv_inception_v3,+80,29.8237,-47.756,70.1763,47.8669,-45.857,52.1331,23.8300,299,0.8750,bicubic
+resnetblur50,+22,29.6233,-49.667,70.3767,48.2501,-46.382,51.7499,25.5600,224,0.8750,bicubic
+efficientnet_b2,-18,29.6174,-50.785,70.3826,48.7728,-46.303,51.2272,9.1100,260,0.8750,bicubic
+gluon_xception65,+9,29.5545,-50.049,70.4455,47.5230,-47.225,52.4770,39.9200,299,0.8750,bicubic
+resnext101_32x8d,+15,29.4347,-49.877,70.5653,48.4820,-46.044,51.5180,88.7900,224,0.8750,bilinear
+ssl_resnet50,+20,29.4229,-49.805,70.5771,49.7730,-45.059,50.2270,25.5600,224,0.8750,bilinear
+resnext50_32x4d,=,29.3285,-50.434,70.6715,47.3953,-47.205,52.6047,25.0300,224,0.8750,bicubic
+ecaresnet50d_pruned,=,29.2165,-50.502,70.7835,48.4584,-46.432,51.5416,19.9400,224,0.8750,bicubic
+tresnet_l_448,-61,29.1674,-53.101,70.8326,47.2342,-48.744,52.7658,55.9900,448,0.8750,bilinear
+gluon_inception_v3,+32,29.1143,-49.690,70.8857,46.9433,-47.437,53.0567,23.8300,299,0.8750,bicubic
+hrnet_w64,+5,28.9866,-50.485,71.0134,47.1399,-47.510,52.8601,128.0600,224,0.8750,bilinear
+tf_efficientnet_b0_ns,+37,28.9139,-49.738,71.0861,49.0106,-45.357,50.9894,5.2900,224,0.8750,bicubic
+tf_efficientnet_b1,+28,28.8923,-49.940,71.1077,47.5112,-46.685,52.4888,7.7900,240,0.8820,bicubic
+gluon_resnet101_v1b,+8,28.8569,-50.447,71.1431,46.3715,-48.153,53.6285,44.5500,224,0.8750,bicubic
+skresnext50_32x4d,-19,28.8176,-51.332,71.1824,46.5032,-48.141,53.4968,27.4800,224,0.8750,bicubic
+tf_efficientnet_lite3,-10,28.6545,-51.157,71.3455,47.3580,-47.556,52.6420,8.2000,300,0.9040,bilinear
+hrnet_w40,+20,28.6447,-50.289,71.3553,47.4425,-47.024,52.5575,57.5600,224,0.8750,bilinear
+gluon_seresnext50_32x4d,-16,28.6408,-51.271,71.3592,46.4501,-48.368,53.5499,27.5600,224,0.8750,bicubic
+skresnet34,+81,28.6290,-48.281,71.3710,47.9573,-45.359,52.0427,22.2800,224,0.8750,bicubic
+resnet152,+40,28.5347,-49.777,71.4653,47.1143,-46.932,52.8857,60.1900,224,0.8750,bilinear
+hrnet_w48,=,28.4069,-50.903,71.5931,47.5741,-46.944,52.4259,77.4700,224,0.8750,bilinear
+gluon_resnext50_32x4d,-4,28.3833,-50.973,71.6167,45.3261,-49.098,54.6739,25.0300,224,0.8750,bicubic
+efficientnet_b2_pruned,-23,28.3657,-51.552,71.6343,47.0593,-47.789,52.9407,8.3100,260,0.8900,bicubic
+tf_efficientnet_b0_ap,+72,28.3499,-48.734,71.6501,47.5309,-45.723,52.4691,5.2900,224,0.8750,bicubic
+dla102x2,-8,28.3185,-51.133,71.6815,46.7567,-47.887,53.2433,41.7500,224,0.8750,bilinear
+dla169,+19,28.3106,-50.399,71.6894,47.3992,-46.939,52.6008,53.9900,224,0.8750,bilinear
+tf_efficientnet_cc_b0_4e,+62,28.3106,-48.993,71.6894,47.3639,-45.968,52.6361,13.3100,224,0.8750,bicubic
+mixnet_xl,-49,28.2930,-52.185,71.7070,46.7174,-48.215,53.2826,11.9000,224,0.8750,bicubic
+gluon_resnet50_v1d,+3,28.2360,-50.838,71.7640,45.8763,-48.600,54.1237,25.5800,224,0.8750,bicubic
+wide_resnet101_2,+10,28.1063,-50.740,71.8937,46.4246,-47.859,53.5754,126.8900,224,0.8750,bilinear
+gluon_resnet101_v1c,-16,28.1023,-51.442,71.8977,45.9530,-48.633,54.0470,44.5700,224,0.8750,bicubic
+densenet161,+56,28.1004,-49.248,71.8996,46.6506,-46.997,53.3494,28.6800,224,0.8750,bicubic
+regnetx_320,-41,28.0788,-52.167,71.9212,45.1198,-49.902,54.8802,107.8100,224,0.8750,bicubic
+regnety_320,-61,28.0709,-52.743,71.9291,45.4597,-49.780,54.5403,145.0500,224,0.8750,bicubic
+dpn68b,+48,27.8842,-49.630,72.1158,47.4602,-46.362,52.5398,12.6100,224,0.8750,bicubic
+regnetx_160,-32,27.8253,-52.041,72.1747,45.6307,-49.197,54.3693,54.2800,224,0.8750,bicubic
+tf_inception_v3,+38,27.7860,-50.070,72.2140,45.7113,-47.933,54.2887,23.8300,299,0.8750,bicubic
+res2net101_26w_4s,-8,27.7742,-51.422,72.2258,45.1709,-49.269,54.8291,45.2100,224,0.8750,bilinear
+regnety_160,-48,27.6386,-52.661,72.3614,45.5344,-49.428,54.4656,83.5900,224,0.8750,bicubic
+hrnet_w44,-2,27.6248,-51.269,72.3752,45.8311,-48.539,54.1689,67.0600,224,0.8750,bilinear
+inception_v3,+45,27.5698,-49.866,72.4302,45.2613,-48.215,54.7387,23.8300,299,0.8750,bicubic
+regnetx_080,-13,27.4106,-51.787,72.5894,45.0215,-49.536,54.9785,39.5700,224,0.8750,bicubic
+hrnet_w30,+21,27.3851,-50.811,72.6149,46.5425,-47.678,53.4575,37.7100,224,0.8750,bilinear
+hrnet_w32,+13,27.3772,-51.071,72.6228,45.9903,-48.198,54.0097,41.2300,224,0.8750,bilinear
+gluon_resnet50_v1s,-1,27.3261,-51.386,72.6739,45.2141,-49.028,54.7859,25.6800,224,0.8750,bicubic
+densenet201,+45,27.2613,-50.029,72.7387,46.2241,-47.254,53.7759,20.0100,224,0.8750,bicubic
+regnety_064,-38,27.2279,-52.484,72.7721,44.8506,-49.923,55.1494,30.5800,224,0.8750,bicubic
+densenetblur121d,+57,27.2240,-49.352,72.7760,46.3067,-46.883,53.6933,8.0000,224,0.8750,bicubic
+efficientnet_b1_pruned,+13,27.1945,-51.047,72.8055,45.8724,-47.960,54.1276,6.3300,240,0.8820,bicubic
+res2net50_26w_8s,-22,27.0726,-52.137,72.9274,44.4320,-49.930,55.5680,48.4000,224,0.8750,bilinear
+dla102x,=,27.0235,-51.484,72.9765,45.4951,-48.739,54.5049,26.7700,224,0.8750,bilinear
+resnet101,+35,26.9685,-50.405,73.0315,45.2357,-48.310,54.7643,44.5500,224,0.8750,bilinear
+resnext50d_32x4d,-42,26.8742,-52.800,73.1258,44.4300,-50.438,55.5700,25.0500,224,0.8750,bicubic
+regnetx_120,-40,26.8644,-52.726,73.1356,44.6816,-50.058,55.3184,46.1100,224,0.8750,bicubic
+seresnext101_32x4d,-62,26.8192,-53.417,73.1808,43.5084,-51.520,56.4916,48.9600,224,0.8750,bilinear
+densenet169,+55,26.8113,-49.101,73.1887,45.3752,-47.649,54.6248,14.1500,224,0.8750,bicubic
+regnetx_064,-24,26.8015,-52.264,73.1985,44.9036,-49.552,55.0964,26.2100,224,0.8750,bicubic
+regnety_120,-72,26.7818,-53.600,73.2182,44.4399,-50.688,55.5601,51.8200,224,0.8750,bicubic
+regnetx_032,+6,26.7071,-51.459,73.2929,45.2259,-48.854,54.7741,15.3000,224,0.8750,bicubic
+densenet121,+55,26.6757,-48.898,73.3243,45.8999,-46.756,54.1001,7.9800,224,0.8750,bicubic
+seresnet152,-13,26.6718,-51.986,73.3282,43.9447,-50.429,56.0553,66.8200,224,0.8750,bilinear
+tf_efficientnet_el,-79,26.6226,-53.825,73.3774,44.6364,-50.524,55.3636,10.5900,300,0.9040,bicubic
+efficientnet_es,+4,26.6168,-51.437,73.3832,45.1060,-48.824,54.8940,5.4400,224,0.8750,bicubic
+res2net50_26w_6s,-14,26.5873,-51.987,73.4127,43.9781,-50.148,56.0219,37.0500,224,0.8750,bilinear
+dla60x,-4,26.5637,-51.678,73.4363,45.0392,-48.983,54.9608,17.6500,224,0.8750,bilinear
+regnety_080,-63,26.5146,-53.353,73.4854,44.3554,-50.477,55.6446,39.1800,224,0.8750,bicubic
+tf_efficientnet_b0,+34,26.4910,-50.349,73.5090,45.6562,-47.570,54.3438,5.2900,224,0.8750,bicubic
+res2net50_14w_8s,-2,26.4713,-51.681,73.5287,44.3691,-49.473,55.6309,25.0600,224,0.8750,bilinear
+gluon_resnet50_v1b,+13,26.4320,-51.146,73.5680,44.0331,-49.685,55.9669,25.5600,224,0.8750,bicubic
+regnetx_040,-18,26.2395,-52.247,73.7605,44.4241,-49.818,55.5759,22.1200,224,0.8750,bicubic
+dpn68,+37,26.1216,-50.184,73.8784,44.2335,-48.736,55.7665,12.6100,224,0.8750,bicubic
+hrnet_w18,+30,25.9761,-50.780,74.0239,44.8093,-48.633,55.1907,21.3000,224,0.8750,bilinear
+regnety_040,-46,25.9133,-53.309,74.0867,43.8543,-50.802,56.1457,20.6500,224,0.8750,bicubic
+resnet34,+49,25.8838,-49.228,74.1162,43.9899,-48.298,56.0101,21.8000,224,0.8750,bilinear
+res2net50_26w_4s,-2,25.8700,-52.076,74.1300,43.1606,-50.691,56.8394,25.7000,224,0.8750,bilinear
+tresnet_m_448,-121,25.8504,-55.862,74.1496,42.8678,-52.702,57.1322,31.3900,448,0.8750,bilinear
+gluon_resnet50_v1c,-8,25.7954,-52.215,74.2046,43.0172,-50.971,56.9828,25.5800,224,0.8750,bicubic
+selecsls60,-6,25.7285,-52.254,74.2715,44.0685,-49.764,55.9315,30.6700,224,0.8750,bicubic
+dla60_res2net,-25,25.6421,-52.830,74.3579,43.5890,-50.615,56.4110,21.1500,224,0.8750,bilinear
+dla60_res2next,-24,25.6382,-52.810,74.3618,43.6696,-50.474,56.3304,17.3300,224,0.8750,bilinear
+tf_efficientnet_lite1,+23,25.5065,-51.132,74.4935,43.5831,-49.649,56.4169,5.4200,240,0.8820,bicubic
+mixnet_l,-46,25.4986,-53.477,74.5014,43.4632,-50.721,56.5368,7.3300,224,0.8750,bicubic
+efficientnet_b1,-37,25.4829,-53.215,74.5171,43.2864,-50.866,56.7136,7.7900,240,0.8750,bicubic
+tv_resnext50_32x4d,-5,25.4692,-52.149,74.5308,42.7912,-50.907,57.2088,25.0300,224,0.8750,bilinear
+tf_mixnet_l,-42,25.4200,-53.350,74.5800,42.5436,-51.460,57.4564,7.3300,224,0.8750,bicubic
+res2next50,-23,25.3945,-52.848,74.6055,42.4925,-51.400,57.5075,24.6700,224,0.8750,bilinear
+selecsls60b,-29,25.3277,-53.090,74.6723,43.5536,-50.612,56.4464,32.7700,224,0.8750,bicubic
+seresnet101,-29,25.3277,-53.068,74.6723,42.8285,-51.429,57.1715,49.3300,224,0.8750,bilinear
+regnety_032,-50,25.3237,-53.546,74.6763,42.9071,-51.495,57.0929,19.4400,224,0.8750,bicubic
+dla102,-22,25.3139,-52.712,74.6861,43.8366,-50.113,56.1634,33.7300,224,0.8750,bilinear
+wide_resnet50_2,-36,25.3100,-53.158,74.6900,42.1781,-51.908,57.8219,68.8800,224,0.8750,bilinear
+resnest14d,+25,25.2825,-50.221,74.7175,44.1215,-48.392,55.8785,10.6100,224,0.8750,bilinear
+seresnext50_32x4d,-62,25.2176,-53.858,74.7824,41.9383,-52.496,58.0617,27.5600,224,0.8750,bilinear
+res2net50_48w_2s,-10,25.0231,-52.491,74.9769,42.2017,-51.346,57.7983,25.2900,224,0.8750,bilinear
+efficientnet_b0,-18,25.0152,-52.677,74.9848,42.7853,-50.747,57.2147,5.2900,224,0.8750,bicubic
+gluon_resnet34_v1b,+35,24.9484,-49.632,75.0516,42.2370,-49.751,57.7630,21.8000,224,0.8750,bicubic
+mobilenetv2_120d,-7,24.9327,-52.361,75.0673,43.0643,-50.438,56.9357,5.8300,224,0.8750,bicubic
+dla60,-1,24.9268,-52.097,75.0732,43.3021,-50.006,56.6979,22.3300,224,0.8750,bilinear
+regnety_016,-23,24.8187,-53.033,75.1813,42.6261,-51.090,57.3739,11.2000,224,0.8750,bicubic
+tf_efficientnet_em,-53,24.5338,-54.164,75.4662,42.4100,-51.910,57.5900,6.9000,240,0.8820,bicubic
+tf_efficientnet_lite2,-16,24.5299,-52.930,75.4701,42.2920,-51.454,57.7080,6.0900,260,0.8900,bicubic
+skresnet18,+36,24.4945,-48.549,75.5055,42.5377,-48.640,57.4623,11.9600,224,0.8750,bicubic
+regnetx_016,-4,24.4768,-52.453,75.5232,42.5023,-50.916,57.4977,9.1900,224,0.8750,bicubic
+tf_efficientnet_lite0,+22,24.3707,-50.471,75.6293,42.5102,-49.660,57.4898,4.6500,224,0.8750,bicubic
+tv_resnet50,+4,24.0917,-52.038,75.9083,41.3095,-51.553,58.6905,25.5600,224,0.8750,bilinear
+seresnet34,+21,24.0366,-50.771,75.9634,41.8951,-50.231,58.1049,21.9600,224,0.8750,bilinear
+tv_densenet121,+21,23.8460,-50.906,76.1540,41.9207,-50.231,58.0793,7.9800,224,0.8750,bicubic
+tf_efficientnet_es,-16,23.8244,-53.440,76.1756,41.3193,-52.281,58.6807,5.4400,224,0.8750,bicubic
+mobilenetv2_140,-3,23.7104,-52.814,76.2896,41.4687,-51.521,58.5313,6.1100,224,0.8750,bicubic
+mixnet_m,-17,23.7085,-53.547,76.2915,41.1386,-52.279,58.8614,5.0100,224,0.8750,bicubic
+dla34,+19,23.6770,-50.959,76.3230,41.5434,-50.521,58.4566,15.7800,224,0.8750,bilinear
+seresnet50,-34,23.6436,-53.992,76.3564,40.0814,-53.671,59.9186,28.0900,224,0.8750,bilinear
+tf_mixnet_m,-15,23.4786,-53.471,76.5214,41.0049,-52.151,58.9951,5.0100,224,0.8750,bicubic
+tv_resnet34,+22,23.4727,-49.841,76.5273,41.3665,-50.053,58.6335,21.8000,224,0.8750,bilinear
+selecsls42b,-21,23.3665,-53.809,76.6335,40.6768,-52.715,59.3232,32.4600,224,0.8750,bicubic
+mobilenetv2_110d,+8,23.0698,-51.982,76.9302,40.7436,-51.436,59.2564,4.5200,224,0.8750,bicubic
+mobilenetv3_large_100,-5,22.6650,-53.103,77.3350,40.7848,-51.755,59.2152,5.4800,224,0.8750,bicubic
+mobilenetv3_rw,-4,22.6257,-53.002,77.3743,40.3702,-52.340,59.6298,5.4800,224,0.8750,bicubic
+tf_mobilenetv3_large_100,-3,22.5707,-52.945,77.4293,39.7591,-52.841,60.2409,5.4800,224,0.8750,bilinear
+hrnet_w18_small_v2,+1,22.3408,-52.785,77.6592,39.8475,-52.569,60.1525,15.6000,224,0.8750,bilinear
+regnety_008,-14,22.1128,-54.201,77.8872,38.8964,-54.166,61.1036,6.2600,224,0.8750,bicubic
+seresnext26tn_32x4d,-52,22.0028,-55.987,77.9972,38.4916,-55.256,61.5084,16.8100,224,0.8750,bicubic
+seresnext26t_32x4d,-52,21.9871,-56.001,78.0129,38.5663,-55.140,61.4337,16.8200,224,0.8750,bicubic
+regnety_006,-4,21.9733,-53.287,78.0267,38.9534,-53.575,61.0466,6.0600,224,0.8750,bicubic
+regnetx_008,=,21.9517,-53.070,78.0483,38.9298,-53.414,61.0702,7.2600,224,0.8750,bicubic
+resnet26d,-23,21.9144,-54.766,78.0856,38.6174,-54.549,61.3826,16.0100,224,0.8750,bicubic
+semnasnet_100,-9,21.8967,-53.559,78.1033,38.6036,-53.988,61.3964,3.8900,224,0.8750,bicubic
+regnetx_006,+6,21.7434,-52.119,78.2566,38.9043,-52.776,61.0957,6.2000,224,0.8750,bicubic
+gluon_resnet18_v1b,+16,21.5449,-49.285,78.4551,38.8728,-50.883,61.1272,11.6900,224,0.8750,bicubic
+fbnetc_100,-8,21.4919,-53.628,78.5081,38.1654,-54.221,61.8346,5.5700,224,0.8750,bilinear
+mnasnet_100,-2,21.3504,-53.306,78.6496,37.7154,-54.411,62.2846,4.3800,224,0.8750,bicubic
+resnet26,-13,21.2954,-53.997,78.7046,38.0161,-54.554,61.9839,16.0000,224,0.8750,bicubic
+ssl_resnet18,+7,21.2777,-51.322,78.7223,39.1145,-52.301,60.8855,11.6900,224,0.8750,bilinear
+mixnet_s,-24,21.2580,-54.730,78.7420,38.1929,-54.601,61.8071,4.1300,224,0.8750,bicubic
+seresnext26d_32x4d,-55,21.2541,-56.350,78.7459,37.2851,-56.327,62.7149,16.8100,224,0.8750,bicubic
+seresnext26_32x4d,-41,21.0930,-56.007,78.9070,37.6388,-55.671,62.3612,16.7900,224,0.8750,bicubic
+regnetx_004,+4,20.8866,-51.519,79.1134,37.5484,-53.282,62.4516,5.1600,224,0.8750,bicubic
+spnasnet_100,-6,20.8670,-53.213,79.1330,37.8923,-53.940,62.1077,4.4200,224,0.8750,bilinear
+seresnet18,+5,20.8395,-50.918,79.1605,37.6447,-52.689,62.3553,11.7800,224,0.8750,bicubic
+mobilenetv2_100,-1,20.7609,-52.217,79.2391,37.7508,-53.265,62.2492,3.5000,224,0.8750,bicubic
+tf_mixnet_s,-28,20.4779,-55.170,79.5221,36.6268,-56.009,63.3732,4.1300,224,0.8750,bicubic
+regnety_004,-9,20.4170,-53.609,79.5830,37.0296,-54.718,62.9704,4.3400,224,0.8750,bicubic
+tf_mobilenetv3_large_075,-8,20.3718,-53.070,79.6282,36.7702,-54.582,63.2298,3.9900,224,0.8750,bilinear
+hrnet_w18_small,-2,20.3659,-51.976,79.6341,37.0945,-53.578,62.9055,13.1900,224,0.8750,bilinear
+resnet18,+2,20.2283,-49.530,79.7717,37.2595,-51.818,62.7405,11.6900,224,0.8750,bilinear
+tf_mobilenetv3_large_minimal_100,-3,20.1163,-52.128,79.8837,36.9038,-53.732,63.0962,3.9200,224,0.8750,bilinear
+regnety_002,-1,17.4596,-52.822,82.5404,32.4432,-57.097,67.5568,3.1600,224,0.8750,bicubic
+regnetx_002,=,16.9506,-51.803,83.0494,32.2349,-56.313,67.7651,2.6800,224,0.8750,bicubic
+dla60x_c,+1,16.3257,-51.582,83.6743,31.7750,-56.659,68.2250,1.3400,224,0.8750,bilinear
+tf_mobilenetv3_small_100,-1,16.2334,-51.685,83.7666,31.2229,-56.439,68.7771,2.5400,224,0.8750,bilinear
+tf_mobilenetv3_small_075,+1,14.9404,-50.778,85.0596,29.5722,-56.564,70.4278,2.0400,224,0.8750,bilinear
+dla46_c,+1,14.6613,-50.217,85.3387,29.3737,-56.912,70.6263,1.3100,224,0.8750,bilinear
+dla46x_c,-2,14.3803,-51.600,85.6197,29.1772,-57.803,70.8228,1.0800,224,0.8750,bilinear
+tf_mobilenetv3_small_minimal_100,=,13.9677,-48.930,86.0323,27.9805,-56.250,72.0195,2.0400,224,0.8750,bilinear