ExpertEdit edits novice motions to expert skill levels by learning a motion prior from unpaired videos and infilling masked skill-critical spans.
Ex- act: A video-language benchmark for expert action analy- sis.arXiv preprint arXiv:2506.06277, 2025
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A gaze-only student model distilled from a joint gaze-video teacher achieves high skill-assessment accuracy using 73x less power than prior methods.
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ExpertEdit: Learning Skill-Aware Motion Editing from Expert Videos
ExpertEdit edits novice motions to expert skill levels by learning a motion prior from unpaired videos and infilling masked skill-critical spans.
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SkillSight: Efficient First-Person Skill Assessment with Gaze
A gaze-only student model distilled from a joint gaze-video teacher achieves high skill-assessment accuracy using 73x less power than prior methods.