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license: bsd-2-clause
task_categories:
  - robotics

RoboManipBaselines: Real-world UR5e Dataset

This repository contains real-world demonstration data for the UR5e robot, associated with the paper RoboManipBaselines: A Unified Framework for Imitation Learning in Robotic Manipulation across Real and Simulation Environments.

Real-world environments

UR5e

RealUR5eDemoEnv

Various manipulation tasks with UR5e in the real world.

The same data can be downloaded here.

Citation

@article{RoboManipBaselines_Murooka_2025,
  title={RoboManipBaselines: A Unified Framework for Imitation Learning in Robotic Manipulation across Real and Simulation Environments},
  author={Murooka, Masaki and Motoda, Tomohiro and Nakajo, Ryoichi and Oh, Hanbit and Makihara, Koshi and Shirai, Keisuke and Ogata, Tetsuya and Domae, Yukiyasu},
  journal={arXiv preprint arXiv:2509.17057},
  year={2025}
}