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Xincheng Pang

2 accepted papers

2024

Depth Helps: Improving Pre-trained RGB-based Policy with Depth Information Injection

IROS 2024poster

3D perception ability is crucial for generalizable robotic manipulation. While recent foundation models have made significant strides in perception and decision-making with RGB-based input, their lack of 3D perception limits their effectiveness in fine-grained robotic manipulation tasks. To address…

Cited by 2SourcecodeScholar
2024

Kinematic-aware Prompting for Generalizable Articulated Object Manipulation with LLMs

ICRA 2024poster

Generalizable articulated object manipulation is essential for home-assistant robots. Recent efforts focus on imitation learning from demonstrations or reinforcement learning in simulation, however, due to the prohibitive costs of real-world data collection and precise object simulation, it still re…

Cited by 23SourcecodeScholar