diff --git a/python/mxnet/visualization.py b/python/mxnet/visualization.py
index 6e56dfb612ec..10a24241c730 100644
--- a/python/mxnet/visualization.py
+++ b/python/mxnet/visualization.py
@@ -240,6 +240,14 @@ def looks_like_weight(name):
             return True
         if name.endswith("_bias"):
             return True
+        if name.endswith("_var"):
+            return True
+        if name.endswith("_beta"):
+            return True
+        if name.endswith("_gamma"):
+            return True
+        if name.endswith("_mean"):
+            return True
         return False
 
     # make nodes