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June 14, 2024Open Access

HumanPlus: Humanoid Shadowing and Imitation from Humans

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Authors

ZFZipeng FuQZQingqing ZhaoQWQ. Wu

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Overview

Randomized trial demonstrates humanoids can autonomously imitate human skills using visual data, suggesting improved robot training methods.

Key Points

  • Humanoid robots autonomously complete tasks like unloading objects and greeting another robot with a success rate of 60-100%.
  • The study implemented reinforcement learning and behavior cloning using 40-hour human motion datasets for training.
  • A full-stack system was developed to teach humanoids skills through shadowing, using only a RGB camera for real-time tracking. Experience with a 33-DoF humanoid robot shows effective imitation of human activities, such as walking and folding clothes.

Cite This Study

Fu et al. (2024) studied this question.

synapsesocial.com/papers/68e64b3cb6db6435875dc02fhttps://doi.org/10.48550/arxiv.2406.10454
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