Edward Johns

Depth Camera or RGB-to-Depth? A Study of RGB-to-Depth Estimation for Robot Policy Learning

Point cloud–based robot policy learning has emerged as a powerful approach for robotic manipulation by enabling policies to directly exploit 3D geometric structure. In such pipelines, depth image acquisition plays a critical role in point cloud construction. However, raw depth from depth cameras is often noisy, sensiti...