diff --git a/lib/utils/detectron_weight_helper.py b/lib/utils/detectron_weight_helper.py
index 0953ffb8..ee70737e 100644
--- a/lib/utils/detectron_weight_helper.py
+++ b/lib/utils/detectron_weight_helper.py
@@ -1,10 +1,16 @@
 """Helper functions for loading pretrained weights from Detectron pickle files
 """
 
-import pickle
 import re
+import pickle
+import logging
+
 import torch
 
+from utils.logging import setup_logging
+
+logger = setup_logging(__name__)
+logger.setLevel(logging.WARN)
 
 def load_detectron_weight(net, detectron_weight_file):
     name_mapping, orphan_in_detectron = net.detectron_weight_mapping
@@ -18,7 +24,11 @@ def load_detectron_weight(net, detectron_weight_file):
     for p_name, p_tensor in params.items():
         d_name = name_mapping[p_name]
         if isinstance(d_name, str):  # maybe str, None or True
-            p_tensor.copy_(torch.Tensor(src_blobs[d_name]))
+            d_param = src_blobs.get(d_name)
+            if d_param is not None:
+                p_tensor.copy_(torch.Tensor(d_param))
+            else:
+                logger.warn('{} not found'.format(d_name))
 
 
 def resnet_weights_name_pattern():