Although it’s still best known as a social media network, Snapchat has rapidly become a leader in real-time augmented reality effects, thanks to Lenses that alter the look of people and landmarks.

The transformer-based semantic segmentation approaches, which divide the image into different regions by sliding windows and model the relation inside each window, have achieved outstanding success.