Update README.md

README.md

@@ -31,6 +31,10 @@ to repeatedly detect a much richer set of interest points than the initial pre-a
 traditional corner detector. The final system gives rise to state-of-the-art homography estimation results on HPatches
 when compared to LIFT, SIFT and ORB.*
 
+## Demo notebook
+
+A demo notebook showcasing inference + visualization with SuperPoint can be found [here](https://github.com/NielsRogge/Transformers-Tutorials/blob/master/SuperPoint/Inference_with_SuperPoint_to_detect_interest_points_in_an_image.ipynb).
+
 ## How to use
 
 Here is a quick example of using the model to detect interest points in an image: