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Paper · arXiv

MotionCoach: Constructing Multimodal Guidance for Video Professional Motion Editing

Video editing models achieve strong performance in modifying appearance, backgrounds, styles, and motions, empowered by large-scale training data. Beyond general scenarios, professional motions are significant in performance, sports, and martial arts. This paper focuses on professional motion editing, which involves fine-grained motion technique and temporal structure. Given professional motion names but lacking detailed descriptions, existing models often fail to generate professional motions, such as incorrectly lifting the front wheel under a Stoppie instruction. To address this challenge, we introduce MotionCoach, a trained multimodal agent that uses multi-turn tools and performs self...

AuthorsSiyi Qian, Hanqing Yang, Weihuang Lin et al.
Primary categorycs.CV
Published9 October 2026
Last updated at source9 October 2026
cs.CVcs.AIcs.MM
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