diff --git a/paddlespeech/resource/resource.py b/paddlespeech/resource/resource.py
index f00b1b3b..fff5f745 100644
--- a/paddlespeech/resource/resource.py
+++ b/paddlespeech/resource/resource.py
@@ -82,6 +82,7 @@ class CommonTaskResource:
             self.model_tag = model_tag
             self.version = version
             self.res_dict = self.pretrained_models[model_tag][version]
+            self.format_path(self.res_dict)
             self.res_dir = self._fetch(self.res_dict,
                                        self._get_model_dir(model_type))
         else:
@@ -89,9 +90,19 @@ class CommonTaskResource:
             self.voc_model_tag = model_tag
             self.voc_version = version
             self.voc_res_dict = self.pretrained_models[model_tag][version]
+            self.format_path(self.voc_res_dict)
             self.voc_res_dir = self._fetch(self.voc_res_dict,
                                            self._get_model_dir(model_type))
 
+    @staticmethod
+    def format_path(res_dict: Dict[str, str]):
+        for k, v in res_dict.items():
+            if '/' in v:
+                if v.startswith('https://') or v.startswith('http://'):
+                    continue
+                else:
+                    res_dict[k] = os.path.join(*(v.split('/')))
+
     @staticmethod
     def get_model_class(model_name) -> List[object]:
         """Dynamic import model class.