Add ESE-VovNet39 weights, 79.32 top-1

Author: rwightman

timm/models/vovnet.py

@@ -149,7 +149,8 @@ def _cfg(url=''):
     ese_vovnet19b_slim_dw=_cfg(url=''),
     ese_vovnet19b_dw=_cfg(url=''),
     ese_vovnet19b_slim=_cfg(url=''),
-    ese_vovnet39b=_cfg(url=''),
+    ese_vovnet39b=_cfg(
+        url='https://github.com/rwightman/pytorch-image-models/releases/download/v0.1-weights/ese_vovnet39b-f912fe73.pth'),
     ese_vovnet57b=_cfg(url=''),
     ese_vovnet99b=_cfg(url=''),
     eca_vovnet39b=_cfg(url=''),
@@ -313,6 +314,8 @@ def __init__(self, cfg, in_chans=3, num_classes=1000, global_pool='avg', drop_ra
             elif isinstance(m, nn.BatchNorm2d):
                 nn.init.constant_(m.weight, 1.)
                 nn.init.constant_(m.bias, 0.)
+            elif isinstance(m, nn.Linear):
+                nn.init.zeros_(m.bias)
 
     def get_classifier(self):
         return self.head.fc