2026
DemoBot: Efficient Learning of Bimanual Manipulation with Dexterous Hands from Third-Person Human Videos
ICRA 2026poster
This work presents DemoBot, a learning framework that enables a dual-arm, multi-finger robotic system to acquire complex manipulation skills from a single unannotated RGB-D video demonstration. The method extracts structured motion trajectories of both hands and objects from raw video data. These tr…