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マニピュレーションarXiv:2312.06686

Robo360:3D全方位マルチマテリアルロボット操作データセット

Robo360: A 3D Omnispective Multi-Material Robotic Manipulation Dataset

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多視点カバレッジと多様な素材の物体を含むロボット操作データセットを構築し、動的NeRFや多視点ポリシー学習への有効性を示した。

著者: Litian Liang, Liuyu Bian, Caiwei Xiao, Jialin Zhang, Linghao Chen, Isabella Liu, Fanbo Xiang, Zhiao Huang, Hao Su

分類: cs.CV, cs.RO

原文アブストラクト

Building robots that can automate labor-intensive tasks has long been the core motivation behind the advancements in computer vision and the robotics community. Recent interest in leveraging 3D algorithms, particularly neural fields, has led to advancements in robot perception and physical understanding in manipulation scenarios. However, the real world's complexity poses significant challenges. To tackle these challenges, we present Robo360, a dataset that features robotic manipulation with a dense view coverage, which enables high-quality 3D neural representation learning, and a diverse set of objects with various physical and optical properties and facilitates research in various object manipulation and physical world modeling tasks. We confirm the effectiveness of our dataset using existing dynamic NeRF and evaluate its potential in learning multi-view policies. We hope that Robo360 can open new research directions yet to be explored at the intersection of understanding the physical world in 3D and robot control.

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