diff --git a/ppdet/utils/checkpoint.py b/ppdet/utils/checkpoint.py
index b5aa8469734433e49e4ea0d44542fe27f1cd2fc1..25d021a9b1b4f2e10beb40e718a6f307b52c9a0f 100644
--- a/ppdet/utils/checkpoint.py
+++ b/ppdet/utils/checkpoint.py
@@ -124,7 +124,7 @@ def match_state_dict(model_state_dict, weight_state_dict):
     weight_keys = sorted(weight_state_dict.keys())
 
     def match(a, b):
-        if a.startswith('backbone.res5'):
+        if b.startswith('backbone.res5'):
             # In Faster RCNN, res5 pretrained weights have prefix of backbone, 
             # however, the corresponding model weights have difficult prefix,
             # bbox_head.
@@ -139,10 +139,14 @@ def match_state_dict(model_state_dict, weight_state_dict):
     max_id = match_matrix.argmax(1)
     max_len = match_matrix.max(1)
     max_id[max_len == 0] = -1
+
+    load_id = set(max_id)
+    load_id.discard(-1)
     not_load_weight_name = []
-    for match_idx in range(len(max_id)):
-        if match_idx < len(weight_keys) and max_id[match_idx] == -1:
-            not_load_weight_name.append(weight_keys[match_idx])
+    for idx in range(len(weight_keys)):
+        if idx not in load_id:
+            not_load_weight_name.append(weight_keys[idx])
+
     if len(not_load_weight_name) > 0:
         logger.info('{} in pretrained weight is not used in the model, '
                     'and its will not be loaded'.format(not_load_weight_name))