diff --git a/.gitignore b/.gitignore
index c7724dd6..d625e360 100755
--- a/.gitignore
+++ b/.gitignore
@@ -12,6 +12,7 @@
 *.pt
 !zidane_result.jpg
 !coco_training_loss.png
+!coco_augmentation_examples.jpg
 
 results.txt
 temp-plot.html
diff --git a/data/coco_augmentation_examples.jpg b/data/coco_augmentation_examples.jpg
new file mode 100644
index 00000000..633ffa11
Binary files /dev/null and b/data/coco_augmentation_examples.jpg differ