Overview

Motion retargeting maps movement from one character or person to another body or robot with different proportions, joints, and abilities. Methods range from inverse kinematics and constrained trajectory optimization to learned graph, transformer, diffusion, and flow models; video reconstruction and physics simulation can help recover and refine motions. Work is evaluated on motion-capture and character-animation datasets, hand-object interaction tasks, and simulated or real robots, often testing whether transferred motions remain useful for control. A central challenge is balancing fidelity to the source with feasible movement and preserved contacts, especially when embodiments differ greatly or the source motion is incomplete.

Latest papers

CardsList

102 papers36 papers in the last four weeks, up 300% on the four weeks before. 0.2% of all new papers.

  1. CoCarry: Contact-Support-Structured Retargeting for Dual-Humanoid Cooperative Carrying

    Oct 23, 2026Ziyu Lin, Shihang Du, Tianhang Wang +6Motion RetargetingMulti-Robot Cargo Transportation

  2. Motion Retargeting with Spatiotemporal Preferences for Humanoid Loco-Manipulation

    Oct 21, 2026Xiongbo Shi, Shihang Du, Zongyou Yu +6Motion RetargetingHumanoid Robot Control

  3. SMR: Learning streaming motion retargeting for humanoids from human semantic

    Oct 21, 2026Chun Gu, Juntong Zhang, Jingyu Li +1Motion RetargetingHuman-to-Robot Motion Imitation

  4. Fast Motion Retargeting Pipeline for Scalable Humanoid Robot Learning

    Oct 20, 2026Daniel Marew, Sangjun Park, Nisal Perera +1Motion RetargetingHuman-to-Robot Motion Imitation

  5. EmbodyHOI: Embodiment-Aware Generation of Hand-Object Interactions for Humanoid Dexterous Manipulation

    Oct 19, 2026Chaitanya Chawla, Kartik Sharma, Ananya Bal +2HOI GenerationHumanoid Robotics

  6. DexOAK: Object-Aware Kinematic Retargeting

    Oct 19, 2026Federica Spinola, Robert Katzschmann, Cordelia SchmidMotion RetargetingHuman-to-Robot Motion Imitation

  7. OmniInteract: Towards Unified Whole-Body Interaction Control for Dual Humanoids

    Oct 19, 2026Yinghao Li, Tianyu Zhang, Zhuohao Li +4Humanoid Robot ControlHuman-Robot Collaboration

  8. Gen2Dex: Learning Dexterous Manipulation from Simulation-Initialized Generated Video Demonstrations

    Oct 17, 2026Xiaowen Qiu, Yian Wang, Haoxiang You +1Robotic ManipulationHuman-to-Robot Motion Imitation

  9. KODA: Kinematics--Observation Data Alignment for Humanoid Learning from Human Egocentric Demonstration

    Oct 15, 2026Zibo Zhou, Yueru Chen, Junsong Wu +8Robot Imitation LearningSynthetic Data Generation for Robotics

  10. λ0λ_0: Scaling Open-World Egocentric Human Data for Humanoid Loco-Manipulation

    Oct 13, 2026Lambda-humanoid Team, :, Chongyang Xu +14Humanoid Loco-ManipulationLoco-Manipulation

  11. PACT: Posture-Aligned Co-Design Technique for Hand Configuration and Retargeting in Multi-Finger Imitation Learning

    Oct 13, 2026Koyo Sasazaki, Satoshi Funabashi, Pranav Ponnivalavan +3Robotic Hand DesignRobot Morphology-Control Co-Design

  12. EgoCPT: Learning Dexterous Manipulation from a Single Ego-Centric Video with Contact-Aware Optimization

    Oct 13, 2026Zhixin Sun, Kairui Shi, Tianao Ren +3Robotic ManipulationRobot Imitation Learning

  13. CopyQuad: Quadrupedal Skill Transfer from a Single Side-View Video Without a Depth Model

    Oct 12, 2026Mohamad H. Danesh, Raina Hu, Mengxue Xu +1Robot Imitation LearningQuadruped Locomotion

  14. Embodiment-Aware Inference-Time Search for Human Reaction Selection in Humanoid Retargeting

    Oct 11, 2026Yongpeng Cao, Masahiro Hirano, Yuji YamakawaMotion RetargetingCross-Embodiment Robot Learning

  15. OATH: Object-Agnostic Tracking for Dexterous Hands, Enabling Rapid Physics-based Retargeting

    Oct 9, 2026Solvin Sigurdson, Prasanna Sriganesh, Juan Borbon +3Motion RetargetingRobotic Manipulation

  16. Human2Dex: Dexterous Robot Learning from Wrist-Centric Human Demonstrations

    Oct 9, 2026Jiachen Zhang, Yuanyuan Li, Shaqi LuoRobotic ManipulationCross-Embodiment Robot Learning

  17. PriMoRetarget: Humanoid Motion Transfer Through Prioritized Motion Retargeting

    Oct 8, 2026Nicholas Ioannidis, Dun Yang, Max Smith +4Motion RetargetingHumanoid Robotics

  18. Generative Neural Retargeting for Human-to-Robot Dexterous Manipulation

    Oct 8, 2026Dechen Gao, Yue Yang, Ben Abbatematteo +8Motion RetargetingRobotic Manipulation

  19. OmniHOI: Dexterous Hand-Object Interaction from Monocular Human Video

    Oct 7, 2026Ting Mao, Yanming Shao, Ziheng Wang +4Hand-Object InteractionHand-Object Interaction Reconstruction

  20. From Legs to Wheels: Embodiment-Aware Human Motion Retargeting for Mobile-Base Humanoids

    Oct 6, 2026Jiyeon Koo, Eunseom Pyo, Jeonghee Seo +2Cross-Embodiment Robot LearningMotion Retargeting

  21. DexForge: High-Fidelity Physics-Informed Dexterous Retargeting

    Oct 5, 2026Meizhong Wang, Kun Cao, Ruiqi Ni +2Contact-Rich Robotic ManipulationMotion Retargeting

  22. Dense Temporal Motion Retargeting for Legged Robots

    Sep 29, 2026Jaeryeong Kim, Taerim Yoon, Jin Cheng +2Legged RoboticsHumanoid Robot Locomotion

  23. Retargeting Motions to Diverse Skeletons via Learnable Flattening

    Sep 29, 2026Kia-Jüng Yang, Fabian H. Sinz, Paweł A. PierzchlewiczGraph Positional EncodingZero-Shot Learning

  24. Geometry-Preserving Human-to-Robot Upper-Body Motion Retargeting from Monocular Video

    Sep 29, 2026Xiaoyu Yang, Sen Han, Da Li +1Motion Retargeting3D Human Reconstruction