From Pixel to Poses: Object-centric Tool Manipulation Learning from Human Demonstrations.

arXiv:2609.35375v1 Announce Type: cross Abstract: Scaling up robotic manipulation is primarily bottlenecked by the scarcity of real-world robot data. While recent approaches leverage human video demonstrations to mitigate this shortage, they remain computation