SAKI: Skill Assembly and Kinematic Imitation from Human Videos for Long-Horizon Mobile Manipulation
SAKI: Skill Assembly and Kinematic Imitation from Human Videos for Long-Horizon Mobile Manipulation
SAKI is a framework that enables robots to acquire and compose manipulation skills from human videos, allowing for long-horizon mobile tasks. It integrates cross-demonstration assembly, whole-body kinematic imitation, and persistent object estimation. The method demonstrates skill reuse across layouts and the composition of independent interactions into continuous tasks, with ablation studies showing the effectiveness of task-conditioned reference preparation.
Evidence and limits
Published automatically after robotics and source-evidence checks; no manual editorial approval is recorded. Source assertions are not independently verified. Missing information remains not reported.
- Environment:
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Source excerpts and review record
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Original source quotation: “Real-robot experiments demonstrate skill reuse across layouts and the composition of independently demonstrated interactions into continuous mobile tasks, including tidying and wiping.”
Source E1
Source：arXiv Robotics — research abstracts · arxiv.org