Ultra-Range Gesture Recognition Using a Simple Web Camera for Effective Human-Robot Interaction

A novel deep learning framework, URGR, enables robust recognition of human gestures from distances up to 25 meters using only a simple RGB camera. The framework combines a super-resolution model, HQ-Net, and a hybrid classifier, GViT, to overcome the challenges of low-resolution and blurry images at long distances.