Content aware cropping and super scaling

In this project, I am converting a horizontal video to a high-resolution vertical video using Open CV for content-aware cropping which detects faces, objects, and motion and dynamically assigns cropping window. Google's Mediapipe/Autoflip feature does content-aware cropping and creates vertical video.

Once the content is cropped, this vertical video is scaled up 4X using the ESPCN_x4 model which I found is pretty quick and produces good-quality high-resolution video.

This project allows users to create high-quality vertical shorts content with main subject always in focus.

Below is the demo link for the project :

https://www.youtube.com/watch?v=AqM08JskgWo