O2A: One-Shot Observational Learning with Action Vectors

We present O2A, a novel method for learning to perform robotic manipulation tasks from a single (one-shot) third-person demonstration video. To our knowledge, it is the first time this has been done for a single demonstration. The key novelty lies in pre-training a feature extractor for creating a p...

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Bibliographic Details
Main Authors: Leo Pauly, Wisdom C. Agboh , David C. Hogg , Raul Fuentes 
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-08-01
Series:Frontiers in Robotics and AI
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/frobt.2021.686368/full