Research
I'm interested in robotics AI, specially computer vision driven dexterous grasp and manipulation. I am always open to academic discussions and potential collaborations. Please feel free to reach out!
AffordDexGrasp: Open-set Language-guided Dexterous Grasp with Generalizable-Instructive Affordance
Yi-Lin Wei* ,
Mu Lin*,
Yuhao Lin,
Jian-Jian Jiang ,
Xiao-Ming Wu ,
Liang-An Zeng ,
Wei-Shi Zheng
arXiv , 2025
arXiv page
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Project page (coming soon)
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Code (coming soon)
Open-Set Language-guided dexterous grasp based on generalizable-instructive Affordance.
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Grasp as You Say: Language-guided Dexterous Grasp Generation
Yi-Lin Wei ,
Jian-Jian Jiang ,
Chengyi Xing ,
Xian-Tuo Tan,
Xiao-Ming Wu ,
Hao Li ,
Mark Cutkosky ,
Wei-Shi Zheng
NeurIPS , 2024
arXiv page
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project page
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code
A novel task enables robots to perform dexterous grasping based on human commands.
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Dexterous Grasp Tranformer
Guohao Xu*,
Yi-Lin Wei* ,
Dian Zheng ,
Xiao-Ming Wu ,
Wei-Shi Zheng
CVPR , 2024
arXiv page
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project page
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code
A novel discriminative framework for dexterous grasp generation by formulating it as a set prediction task.
TacCap: A Wearable FBG-Based Tactile Sensor for Seamless Human-to-Robot Skill Transfer
Chengyi Xing* ,
Hao Li* ,
Yi-Lin Wei ,
Tian-Ao Ren,
Tianyu Tu,
Yuhao Lin,
Elizabeth Schumann,
Wei-Shi Zheng ,
Mark Cutkosky ,
arXiv , 2025
arXiv page
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Project page (coming soon)
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Code (coming soon)
A wearable FBG-Based tactile sensor which can transfered form human to robot.
ChainHOI: Joint-based Kinematic Chain Modeling for Human-Object Interaction Generation
Liang-An Zeng* ,
Guo-Hong Huang*,
Yi-Lin Wei ,
Shengbo Gu,
Yu-Ming Tang ,
Jingke Meng# ,
Wei-Shi Zheng#
CVPR , 2025
arXiv page
Human-Object interaction generation by joint-based kinematic chain modeling
iManip: Skill-Incremental Learning for Robotic Manipulation
Zexin Zheng,
Jia-Feng Cai
Xiao-Ming Wu ,
Yi-Lin Wei ,
Yu-Ming Tang ,
Wei-Shi Zheng#
arXiv , 2025
arXiv page
Endow the robots with the ability to learn new manipulation skills based on the previous learned knowledge without re-training.
Real-to-Sim Grasp: Rethinking the Gap between Simulation and Real World in Grasp Detection
Jia-Feng Cai ,
Zi-Bo Chen ,
Xiao-Ming Wu ,
Jian-Jian Jiang ,
Yi-Lin Wei ,
Wei-Shi Zheng
CoRL , 2024
paper page
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project page
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code
A new Real-to-Sim framework for 6-DoF Grasp detection, with the key insight of bridging sim-to-real gap in a real-to-sim way.
An Economic Framework for 6-DoF Grasp Detection
Xiao-Ming Wu* ,
Jia-Feng Cai*,
Jian-Jian Jiang
Dian Zheng ,
Yi-Lin Wei ,
Wei-Shi Zheng
ECCV , 2024
arXiv page
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code
A new economic grasping framework for 6-DoF grasp detection to economize the training resource cost and meanwhile maintain effective grasp performance.
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Single-view Scene Point Cloud Human Grasp Generation
Yan-Kang Wang,
Chengyi Xing ,
Yi-Lin Wei ,
Xiao-Ming Wu ,
Wei-Shi Zheng
CVPR , 2024
arXiv page
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code
A novel task of generating human grasps based on single-view scene point clouds.
Academic Services
Reviewer for CVPR 2025, ICCV 2025, NeurIPS 2024/2025, ICML 2025, ICLR 2024.