Xin Liu

Dynamic grasping via multi-frame temporal association and transformer-based refinement

Dynamic object grasping requires a robot to complete alignment, contact establishment, gripper closure, and lifting while the target pose evolves continuously under motion, occlusion, and sensing noise. In such settings, a key difficulty is not only fast control but also the temporal instability of grasp candidates: lo...