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

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

  1. Retargeting Motions to Diverse Skeletons via Learnable Flattening

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

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

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

  3. Why Cross-Skeleton Retargeting Is Non-Identifiable: Structural Limits of Generative Motion Models

    Sep 29, 2026Zhiyuan Li, Wenyan Yang, Pekka Marttinen +1Motion RetargetingGenerative Modeling

  4. Kinematic Nonlinear Spatio-Temporal Trajectory Warping for Contact-Rich Dexterous Manipulation Demonstrations

    Sep 29, 2026Hyojae Park, Arjun S. Lakshmipathy, Nancy S. PollardDynamic Time WarpingDexterous Manipulation

  5. OTRetarget: Joint Robot and Object Motion Retargeting via Optimal Transport

    Sep 29, 2026Guillaume Besset, Erwann Carn, Timothée Carecchio +5Robotic Loco-ManipulationContact-Rich Robotic Manipulation

  6. DexRoam: Learning Mobile Bimanual Dexterous Manipulation from Egocentric Whole-Body Human Demonstrations

    Sep 28, 2026Rui Zhou, Yibo Yuan, Junkai Zhao +4Mobile ManipulationBimanual Robotic Manipulation

  7. DexWeave: Learning Dexterous Humanoid Loco-Manipulation from Human Demonstrations

    Sep 28, 2026Naichuan Sun, Haotian Shen, Yizhang Zhang +5Humanoid Loco-ManipulationCross-Embodiment Robot Learning

  8. HOI-Retarget: Contact-Centric Retargeting for Human-Object Interaction

    Sep 28, 2026Jihwan Shin, Adrià López Escoriza, Junzhe He +2Contact-Rich Robotic ManipulationSynthetic Data Generation for Robotics

  9. DexTaG: Tactile-as-Guidance in Reinforcement Learning for Dexterous Manipulation

    Sep 27, 2026Han Yang, Yian Wang, Yunlong Song +2Reinforcement LearningContact-Rich Robotic Manipulation

  10. Traceable Human-to-Humanoid Sign Language Benchmarking

    Sep 27, 2026Ao Liu, Shengeng Tang, Lechao Cheng +3Motion RetargetingSign Language Generation

  11. ReFM: Semantic-Aware Refinement Flow Model for Motion Retargeting

    Sep 25, 2026Jingxiang Qu, Lucie Taglienti, Evan AthertonMotion Retargeting

  12. Morphometric Imitation: From Morphology and Contact Aware Hand Retargeting to Sim-to-Real Visuomotor Policy

    Sep 23, 2026Tara Sadjadpour, Siming He, C. K. Wolfe +5Robot Imitation LearningMotion Retargeting

  13. Touch2Robot: Robot Touch in the Human Demonstration Loop

    Sep 21, 2026Shengcheng Luo, Xiaoyang Cheng, Hong Ying +6Tactile Sensing for Robotic ManipulationRobotic Data Collection

  14. Dexterous Robot Manipulation from Human Demonstrations via Contact-Anchored Retargeting and Residual Policy Learning

    Sep 21, 2026Zihao Yang, Chengyuan Liu, Yu Zhou +6Dexterous ManipulationBimanual Robotic Manipulation

  15. Learning Scene-Aware Humanoid Locomotion through 3D Clutter from Immersive Human Demonstrations

    Sep 17, 2026Beichen Wang, Tong Xu, Daniel Kosukhin +3Humanoid Robot LocomotionRobot Imitation Learning

  16. Unified Motion Retargeting for Humanoids with Learned Point Cloud Correspondence

    Sep 2, 2026Hanyang Cao, Yuetong Fang, Taesoo Kwon +10Motion RetargetingHumanoid Robotics

  17. C2Dex: Contact-Consistent Reconstruction and Retargeting for Dexterous Manipulation from Monocular Video

    Aug 7, 2026Jie Ren, Zhehao Jiang, Yinhong Yang +9Contact-Rich Robotic Manipulation3D Reconstruction

  18. Shooting for Contact: Contact-Implicit Multiple Shooting for Dynamic Motion Retargeting

    Aug 4, 2026Sergio A. Esteban, Jason H. K. Siu, Derrick Mach +4Trajectory OptimizationMultibody Dynamics

  19. Teleopit: A Full-Embodiment Humanoid Teleoperation System

    Aug 3, 2026Bingqian Wu, Zicheng Xu, Xianghui Fan +2Robot TeleoperationHumanoid Robot Control

  20. Perception-and-action system for humanoid robot task execution in construction

    Aug 3, 2026Yanxi Liu, Yizhi LiuRobotic ConstructionMotion Retargeting

  21. Event-Based Upper-Body Humanoid Teleoperation Under Challenging Illumination

    Jul 31, 2026Haoyu Fu, Zhou Ge, Chengze Li +4Event-Based VisionRobot Teleoperation

  22. Two2Four: Generative Quadruped Puppeteering from Human Motion

    Jul 28, 2026Fatemeh Zargarbashi, Zehong Qiu, Dhruv Agrawal +4Motion Diffusion ModelsMotion Retargeting

  23. From Sign Language Generation to Humanoid Execution: Vision-Language Guided Retargeting with Collision Mitigation

    Jul 20, 2026Nabeela Khan, Bowen Wu, Runwu Shi +5Motion RetargetingHumanoid Robotics

  24. Controlling Motion Transfer in Diffusion Transformers via Attention Heads

    Jul 13, 2026Sunyoung Jung, Jiwoo Park, Yoonseok Choi +3Diffusion Model GuidanceDiffusion Transformer

  25. DemoBridge: A Simulation-in-the-Loop Toolkit for Single-View Human Demonstration Retargeting

    Jul 10, 2026Zehao Wang, Fabien Despinoy, Sergey Zakharov +2Robotics SimulationMotion Retargeting

  26. AgenticFocus: Object-Preserving Mixed Reality Synthesis from Human FPV Video for Dexterous Humanoid Learning

    Jul 9, 2026Iaroslav Kolomiets, Miguel Altamirano Cabrera, Artem Lykov +6Humanoid Robot ControlCross-Embodiment Robot Learning

  27. AnyDexRT: Calibration-Free Dexterous Hand Retargeting with Few-Shot Human Guidance

    Jul 9, 2026Chenxi Wang, Ying Feng, Hongjie Fang +4Dexterous ManipulationRobot Teleoperation