ManipTrans: Efficient Dexterous Bimanual Manipulation Transfer via Residual Learning
Kailin Li, Puhao Li, Tengyu Liu, Yuyang Li, Siyuan Huang
2025Year
15Top-tier citations
Abstract
https://maniptrans.github.io ⊕ Figure 1. MANIPTRANS for Bimanual Dexterous Manipulations. Retargeting methods often struggle with transferring MoCap data to physically plausible motions, while our MANIPTRANS efficiently produces task-compliant, physically accurate motions. It also generalizes across embodiments like Inspire hands [3], Shadow hands [1], and articulated MANO hands [27, 96].
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Install the CLIlune papers fulltext 442c2445-1b54-45ff-8b4c-bda742051e72Cited by top-tier papers15
- Vision-Language-Action Pretraining from Large-Scale Human VideosHao Luo, Yicheng Feng, Wanpeng Zhang, Sipeng Zheng et al.ICML 2026 · 104 citations
- DexMachina: Functional Retargeting for Bimanual Dexterous ManipulationZhao Mandi, Yifan Hou, Dieter Fox, Yashraj Narang et al.ICML 2026 · 55 citations
- UniDex: A Robot Foundation Suite for Universal Dexterous Hand Control from Egocentric Human VideosGu Zhang, Qicheng Xu, Haozhe Zhang, Jianhan Ma et al.CVPR 2026 · 23 citations
- Scaffolding Dexterous Manipulation with Vision-Language ModelsVincent de Bakker, Joey Hejna, Tyler Ga Wei Lum, Onur Celik et al.NeurIPS 2025 · 14 citations
- DemoGrasp: Universal Dexterous Grasping from a Single DemonstrationHaoqi Yuan, Ziye Huang, Ye Wang, Chuan Mao et al.ICLR 2026 · 14 citations
Builds on40
- ViTPose: Simple Vision Transformer Baselines for Human Pose EstimationYufei Xu, Jing Zhang, Qiming Zhang, Dacheng TaoNeurIPS 2022 · 1,105 citations
- FreiHAND: A Dataset for Markerless Capture of Hand Pose and Shape From Single RGB ImagesChristian Zimmermann, Duygu Ceylan, Jimei Yang, Bryan C. Russell et al.ICCV 2019 · 493 citations
- AMP: adversarial motion priors for stylized physics-based character controlXue Bin Peng, Ze Ma, Pieter Abbeel, Sergey Levine et al.SIGGRAPH 2021 · 392 citations
- H2O: Two Hands Manipulating Objects for First Person Interaction RecognitionTaein Kwon, Bugra Tekin, Jan Stühmer, Federica Bogo et al.ICCV 2021 · 271 citations
- Perpetual Humanoid Control for Real-time Simulated AvatarsZhengyi Luo, Jinkun Cao, Alexander Winkler, Kris Kitani et al.ICCV 2023 · 256 citations
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