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+ # Retargeted AMASS for Robotics
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+
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+ ## Project Overview
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+ This project aims to retarget motion data from the AMASS dataset to various robot models and open-source the retargeted data to facilitate research and applications in robotics and human-robot interaction. AMASS (Archive of Motion Capture as Surface Shapes) is a high-quality human motion capture dataset, and the SMPL-X model is a powerful tool for generating realistic human motion data.
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+ By adapting the motion data from AMASS to different robot models, we hope to provide a more diverse and accessible motion dataset for robot training and human-robot interaction.
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+
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+ ## Dataset Content
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+
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+ This open-source project includes the following:
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+ 1. **Retargeted Motions**: Motion files retargeted from AMASS to various robot models.
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+ - **Unitree G1**:
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+
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+ <iframe src="//player.bilibili.com/player.html?bvid=BV1zd6iYkEZ2&page=1&high_quality=1&danmaku=0" allowfullscreen="allowfullscreen" width="100%" height="500" scrolling="no" frameborder="0" sandbox="allow-top-navigation allow-same-origin allow-forms allow-scripts"></iframe>
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+ The retargeted motions for the Unitree G1 robot are generated based on the official open-source model provided by Unitree.
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+ https://github.com/unitreerobotics/unitree_ros/blob/master/robots/g1_description/g1_29dof_lock_waist_rev_1_0.xml
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+ The joint positions comply with the constraints defined in the XML file.
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+ data shape:[-1,36]
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+ ​ 0:3 root world position
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+ ​ 3:7 root quaternion rotation, order: xyzw
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+ ​ 7:36 joint positions
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+ joint order:
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+
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+ ```txt
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+ left_hip_pitch_joint
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+ left_hip_roll_joint
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+ left_hip_yaw_joint
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+ left_knee_joint
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+ left_ankle_pitch_joint
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+ left_ankle_roll_joint
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+ right_hip_pitch_joint
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+ right_hip_roll_joint
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+ right_hip_yaw_joint
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+ right_knee_joint
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+ right_ankle_pitch_joint
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+ right_ankle_roll_joint
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+ waist_yaw_joint
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+ waist_roll_joint
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+ waist_pitch_joint
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+ left_shoulder_pitch_joint
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+ left_shoulder_roll_joint
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+ left_shoulder_yaw_joint
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+ left_elbow_joint
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+ left_wrist_roll_joint
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+ left_wrist_pitch_joint
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+ left_wrist_yaw_joint
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+ right_shoulder_pitch_joint
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+ right_shoulder_roll_joint
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+ right_shoulder_yaw_joint
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+ right_elbow_joint
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+ right_wrist_roll_joint
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+ right_wrist_pitch_joint
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+ right_wrist_yaw_joint
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+ ```
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+
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+ - **Others**: Future Updates
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+ 2. **Usage Examples**: Code examples on how to use the retargeted data.
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+ ./g1/visualize.py
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+ 3. **License Files**: Original license information for each sub-dataset within AMASS.
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+ ## License
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+
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+ The retargeted data in this project is derived from the AMASS dataset and therefore adheres to the original license terms of AMASS. Each sub-dataset within AMASS may have different licenses, so please ensure compliance with the following requirements when using the data:
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+ - **Propagate Original Licenses**: When using or distributing the retargeted data, you must include and comply with the original licenses of the sub-datasets within AMASS.
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+ - **Attribution Requirements**: Properly cite this work and the original authors and sources of the AMASS dataset and its sub-datasets.
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+ For detailed license information, please refer to the `LICENSE` file in this project.
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+ ## Acknowledgments
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+ This project is built on the AMASS dataset and the SMPL-X model. Special thanks to the research team at the Max Planck Institute for Intelligent Systems for providing this valuable resource.
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+ ## Citation
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+ If you use the data or code from this project, please cite this work and relevant papers for AMASS and SMPL-X:
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+ ```bibtex
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+ @misc{Retargeted_AMASS_R,
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+ title={Retargeted AMASS for Robotics},
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+ author={Kun Zhao},
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+ url={https://huggingface.co/datasets/fleaven/Retargeted_AMASS_for_robotics}
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+ }
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+ @inproceedings{AMASS2019,
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+ title={AMASS: Archive of Motion Capture as Surface Shapes},
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+ author={Mahmood, Naureen and Ghorbani, Nima and Troje, Nikolaus F. and Pons-Moll, Gerard and Black, Michael J.},
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+ booktitle={International Conference on Computer Vision (ICCV)},
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+ year={2019}
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+ }
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+ @inproceedings{SMPL-X2019,
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+ title={Expressive Body Capture: 3D Hands, Face, and Body from a Single Image},
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+ author={Pavlakos, Georgios and Choutas, Vasileios and Ghorbani, Nima and Bolkart, Timo and Osman, Ahmed A. A. and Tzionas, Dimitrios and Black, Michael J.},
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+ booktitle={Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
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+ year={2019}
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+ }
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+ ```
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+ ## Contact
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+ For any questions or suggestions, please contact:
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+ - **Kun Zhao**: [email protected]
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+ For more information, follow my Xiaohongshu and Bilibili:
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+ https://www.xiaohongshu.com/user/profile/60cdc5360000000001007e33
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+ https://space.bilibili.com/678369952