Update model config and README

README.md

@@ -116,14 +116,32 @@ output = model.forward_head(output, pre_logits=True)
 ## Model Comparison
 ### By Top-1
 
-|model                       |top1  |top1_err|top5  |top5_err|param_count|img_size|crop_pct|
-|----------------------------|------|--------|------|--------|-----------|--------|--------|
-|test_efficientnet.r160_in1k |47.156|52.844  |71.726|28.274  |0.36       |192     |1.0     |
-|test_byobnet.r160_in1k      |46.698|53.302  |71.674|28.326  |0.46       |192     |1.0     |
-|test_efficientnet.r160_in1k |46.426|53.574  |70.928|29.072  |0.36       |160     |0.875   |
-|test_byobnet.r160_in1k      |45.378|54.622  |70.572|29.428  |0.46       |160     |0.875   |
-|test_vit.r160_in1k|42.0  |58.0    |68.664|31.336  |0.37       |192     |1.0     |
-|test_vit.r160_in1k|40.822|59.178  |67.212|32.788  |0.37       |160     |0.875   |
+|model                           |img_size|top1  |top5  |param_count|
+|--------------------------------|--------|------|------|-----------|
+|test_convnext3.r160_in1k        |192     |54.558|79.356|0.47       |
+|test_convnext2.r160_in1k        |192     |53.62 |78.636|0.48       |
+|test_convnext2.r160_in1k        |160     |53.51 |78.526|0.48       |
+|test_convnext3.r160_in1k        |160     |53.328|78.318|0.47       |
+|test_convnext.r160_in1k         |192     |48.532|74.944|0.27       |
+|test_nfnet.r160_in1k            |192     |48.298|73.446|0.38       |
+|test_convnext.r160_in1k         |160     |47.764|74.152|0.27       |
+|test_nfnet.r160_in1k            |160     |47.616|72.898|0.38       |
+|test_efficientnet.r160_in1k     |192     |47.164|71.706|0.36       |
+|test_efficientnet_evos.r160_in1k|192     |46.924|71.53 |0.36       |
+|test_byobnet.r160_in1k          |192     |46.688|71.668|0.46       |
+|test_efficientnet_evos.r160_in1k|160     |46.498|71.006|0.36       |
+|test_efficientnet.r160_in1k     |160     |46.454|71.014|0.36       |
+|test_byobnet.r160_in1k          |160     |45.852|70.996|0.46       |
+|test_efficientnet_ln.r160_in1k  |192     |44.538|69.974|0.36       |
+|test_efficientnet_gn.r160_in1k  |192     |44.448|69.75 |0.36       |
+|test_efficientnet_ln.r160_in1k  |160     |43.916|69.404|0.36       |
+|test_efficientnet_gn.r160_in1k  |160     |43.88 |69.162|0.36       |
+|test_vit2.r160_in1k             |192     |43.454|69.798|0.46       |
+|test_resnet.r160_in1k           |192     |42.376|68.744|0.47       |
+|test_vit2.r160_in1k             |160     |42.232|68.982|0.46       |
+|test_vit.r160_in1k              |192     |41.984|68.64 |0.37       |
+|test_resnet.r160_in1k           |160     |41.578|67.956|0.47       |
+|test_vit.r160_in1k              |160     |40.946|67.362|0.37       |
 
 ## Citation
 ```bibtex

config.json

@@ -13,7 +13,7 @@
     ],
     "fixed_input_size": false,
     "interpolation": "bicubic",
-    "crop_pct": 0.875,
+    "crop_pct": 0.95,
     "crop_mode": "center",
     "mean": [
       0.485,