RPL: Learning Robust Humanoid Perceptive Locomotion on Challenging Terrains
RPL trains humanoid robots for robust multi-directional movement on difficult terrains. It uses a two-stage process: first, training terrain experts using height maps to learn basic skills, then distilling these into a unified transformer policy that uses multiple depth cameras for stable locomotion and payload handling.