diff --git a/README.md b/README.md
index f0addbf..740c73e 100644
--- a/README.md
+++ b/README.md
@@ -41,6 +41,7 @@ trainval_balanced_programs.json
 > GQA dictionaries: `gqa_all_attributes.json` and `gqa_all_vocab_classes` are also adapted from [https://github.com/wenhuchen/Meta-Module-Network](https://github.com/wenhuchen/Meta-Module-Network)
 
 ## Generate Query Masks 
+![query_masks.png](query_masks.png)
 > All 37 generated query masks are available in [relations.zip](relations.zip) as numpy files 
 
 ```python
diff --git a/query_masks.png b/query_masks.png
new file mode 100644
index 0000000..ed34623
Binary files /dev/null and b/query_masks.png differ