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metadata
license: bsd-2-clause
task_categories:
  - robotics

RoboManipBaselines

Project Page | Paper | GitHub

RoboManipBaselines is a unified framework for imitation learning in robotic manipulation across real and simulation environments. This repository contains expert demonstration datasets used for training and evaluating various imitation learning policies.

MuJoCo environments

UR5e

MujocoUR5eParticleEnv

Task to scoop up particles.

The same data can be downloaded here.

Citation

If you use RoboManipBaselines in your work, please cite the following paper:

@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}
}