Weiwei Zhu

Neural Collision Detection for Constrained Grasp Pose Optimization in Cluttered Environments

Robust robotic grasping in cluttered environments presents a significant challenge, as existing methods often neglect the complex interactions between the gripper, objects, and obstacles, leading to collisions and grasping failures. To address this, we propose a framework that integrates collision a