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- README.md +122 -3
- g1/BMLmovi/citation.bib +6 -0
- g1/BMLmovi/license.txt +51 -0
- g1/EKUT/citation.bib +25 -0
- g1/EKUT/license.txt +26 -0
- g1/HumanEva/S1/Box_1_poses_120_jpos.npy +3 -0
- g1/HumanEva/S1/Box_3_poses_120_jpos.npy +3 -0
- g1/HumanEva/S1/Gestures_1_poses_120_jpos.npy +3 -0
- g1/HumanEva/S1/Gestures_3_poses_120_jpos.npy +3 -0
- g1/HumanEva/S1/Jog_1_poses_120_jpos.npy +3 -0
- g1/HumanEva/S1/Jog_3_poses_120_jpos.npy +3 -0
- g1/HumanEva/S1/Static_poses_120_jpos.npy +3 -0
- g1/HumanEva/S1/ThrowCatch_1_poses_120_jpos.npy +3 -0
- g1/HumanEva/S1/Walking_3_poses_120_jpos.npy +3 -0
- g1/HumanEva/S2/Box_1_poses_120_jpos.npy +3 -0
- g1/HumanEva/S2/Box_3_poses_120_jpos.npy +3 -0
- g1/HumanEva/S2/Gestures_1_poses_120_jpos.npy +3 -0
- g1/HumanEva/S2/Gestures_3_poses_120_jpos.npy +3 -0
- g1/HumanEva/S2/Jog_1_poses_120_jpos.npy +3 -0
- g1/HumanEva/S2/Jog_3_poses_120_jpos.npy +3 -0
- g1/HumanEva/S2/Static_poses_120_jpos.npy +3 -0
- g1/HumanEva/S2/Walking_1_poses_120_jpos.npy +3 -0
- g1/HumanEva/S2/Walking_3_poses_120_jpos.npy +3 -0
- g1/HumanEva/S3/Box_1_poses_120_jpos.npy +3 -0
- g1/HumanEva/S3/Box_3_poses_120_jpos.npy +3 -0
- g1/HumanEva/S3/Gestures_1_poses_120_jpos.npy +3 -0
- g1/HumanEva/S3/Gestures_3_poses_120_jpos.npy +3 -0
- g1/HumanEva/S3/Jog_1_poses_120_jpos.npy +3 -0
- g1/HumanEva/S3/Jog_3_poses_120_jpos.npy +3 -0
- g1/HumanEva/S3/Static_poses_120_jpos.npy +3 -0
- g1/HumanEva/S3/ThrowCatch_1_poses_120_jpos.npy +3 -0
- g1/HumanEva/S3/ThrowCatch_3_poses_120_jpos.npy +3 -0
- g1/HumanEva/S3/Walking_3_poses_120_jpos.npy +3 -0
- g1/HumanEva/citation.bib +13 -0
- g1/HumanEva/license.txt +61 -0
- g1/KIT/1717/displace_from_left_to_right_01_poses_100_jpos.npy +3 -0
- g1/KIT/1717/displace_from_left_to_right_02_poses_100_jpos.npy +3 -0
- g1/KIT/1717/displace_from_left_to_right_04_poses_100_jpos.npy +3 -0
- g1/KIT/1717/displace_from_left_to_right_06_poses_100_jpos.npy +3 -0
- g1/KIT/1717/displace_from_left_to_right_07_poses_100_jpos.npy +3 -0
- g1/KIT/1717/displace_from_left_to_right_08_poses_100_jpos.npy +3 -0
- g1/KIT/1717/displace_from_left_to_right_10_poses_100_jpos.npy +3 -0
- g1/KIT/1717/displace_from_left_to_right_11_poses_100_jpos.npy +3 -0
- g1/KIT/1717/displace_from_left_to_right_12_poses_100_jpos.npy +3 -0
- g1/KIT/1717/displace_from_left_to_right_13_poses_100_jpos.npy +3 -0
- g1/KIT/1717/displace_from_left_to_right_15_poses_100_jpos.npy +3 -0
- g1/KIT/1717/displace_from_left_to_right_16_poses_100_jpos.npy +3 -0
- g1/KIT/1717/displace_from_left_to_right_19_poses_100_jpos.npy +3 -0
- g1/KIT/1717/displace_from_left_to_right_21_poses_100_jpos.npy +3 -0
- g1/KIT/1717/displace_from_left_to_right_22_poses_100_jpos.npy +3 -0
README.md
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# Retargeted AMASS for Robotics
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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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## Dataset Content
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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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<video src=".\202501021321.mp4"></video>
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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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```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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- **Others**: Future Updates
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2. **Usage Examples**: Code examples and tutorials 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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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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g1/BMLmovi/citation.bib
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@article{AMASS_BMLmovi,
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title = {{MoVi}: A Large Multipurpose Motion and Video Dataset},
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author = {Saeed Ghorbani and Kimia Mahdaviani and Anne Thaler and Konrad Kording and Douglas James Cook and Gunnar Blohm and Nikolaus F. Troje},
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year = {2020},
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journal = {arXiv preprint arXiv: 2003.01888}
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}
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g1/BMLmovi/license.txt
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If you use this data, the creators of the dataset would kindly ask you to cite their work in your project:
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@article{AMASS_BMLmovi,
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title = {{MoVi}: A Large Multipurpose Motion and Video Dataset},
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author = {Saeed Ghorbani and Kimia Mahdaviani and Anne Thaler and Konrad Kording and Douglas James Cook and Gunnar Blohm and Nikolaus F. Troje},
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year = {2020},
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journal = {arXiv preprint arXiv: 2003.01888}
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}
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Data License
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For non-commercial and scientific research purposes
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Please read carefully the following terms and conditions and any accompanying documentation before you download and/or use the BMLmovi Data (the “Data”). By downloading and/or using the Data, you acknowledge that you have read these terms and conditions, understand them, and agree to be bound by them. If you do not agree with these terms and conditions, you must not download and/or use the Data. Any infringement of the terms of this agreement will automatically terminate your rights under this License.
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Ownership
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The Data was collected between July and Dec 2018 at the BioMotion Lab. The funding was provided by NSERC and CFREF VISTA. Data is owned by and proprietary material of Prof. Dr. Nikolaus Troje, Director of the BioMotion Lab, which is currently located at York University, Toronto, Canada.
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License Grant
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Nikolaus Troje grants you (Licensee) a non-exclusive, non-transferable, free of charge right:
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To obtain and install the Data on computers owned, leased or otherwise controlled by you and/or your organization;
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To use the Data for the sole purpose of performing non-commercial scientific research, non-commercial education, or non-commercial artistic projects;
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To modify, adapt, translate or create derivative works based upon the
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Any other use, in particular any use for commercial purposes, is prohibited. This includes, without limitation, incorporation in a commercial product, use in a commercial service, or production of other artefacts for commercial purposes including, for example, 3D models, pictures, movies, or video games. The Data may not be reproduced, modified and/or made available in any form to any third party without prior written permission from Nikolaus Troje.
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The Data may not be used for pornographic purposes or to generate pornographic material whether commercial or not. This license also prohibits the use of the Data to train methods/algorithms/neural networks/etc. for commercial use of any kind. By downloading the Data, you agree not to reverse engineer it.
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No Distribution
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The Data and the License herein granted shall not be copied, shared, distributed, re-sold, offered for re-sale, transferred or sub-licensed in whole or in part, except that you may make one copy for archive purposes only.
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Human Subjects Data
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The Data was captured using a population of students and staff from Queen’s University, Kingston, Canada. All participants gave their informed, written, consent for the scientific analysis and publication of their video Data, IMU Data, and 3D motion capture Data.
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Disclaimer of Representations and Warranties
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You expressly acknowledge and agree that the Data results from basic research, is provided “AS IS”, may contain errors, and that any use of the Data is at your sole risk. Nikolaus Troje and the BioMotion Lab make no representations or warranties of any kind concerning the Data neither expressed nor implied, and the absence of any legal or actual defects, whether discoverable or not. Specifically, and not to limit the foregoing, Nikolaus Troje and the BioMotion Lab make no representations or warranties (i) regarding the merchantability or fitness for a particular purpose of the Data, (ii) that the use of the Data will not infringe any patents, copyrights or other intellectual property rights of a third party, and (iii) that the use of the Data will not cause any damage of any kind to you or a third party.
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Limitation of Liability
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Under no circumstances shall Nikolaus Troje or the BioMotion Lab be liable for any incidental, special, indirect or consequential damages arising out of or relating to this license, including but not limited to, any lost profits, business interruption, loss of programs or other Data, or all other commercial damages or losses, even if advised of the possibility thereof.
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No Maintenance Services
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You understand and agree that Nikolaus Troje and the BioMotion Lab are under no obligation to provide either maintenance services, update services, notices of latent defects, or corrections of defects with regard to the Data. The BioMotion Lab nevertheless reserves the right to update, modify, or discontinue the Data at any time.
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Defects of the Data must be notified in writing to the BioMotion Lab with a comprehensible description of the error symptoms (Email: [email protected]). The notification of the defect should enable the reproduction of the error. The Licensee is encouraged to communicate any use, results, modification or publication.
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Publications using BMLmovi Data
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You acknowledge that the Data is a valuable scientific resource and agree to appropriately cite the most recent paper describing the BMLmovi database in any publication making use of the Data. (Note: Citing the dataset URL instead of the publication(s) would not be compliant with this license agreement). Note that part of the BMLmovi Data is included in the Archive of Motion Capture as Surface Shapes (AMASS; https://amass.is.tue.mpg.de/ ) and was processed using methods introduced by AMASS. Using this part of the dataset falls under the AMASS license agreement and requires you to appropriately cite the AMASS publicationby N Mahmood, N Ghorbani, NF Troje, G Pons-Moll, and MJ Black (2019).
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Acknowledgements
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We wish to thank Nima Ghorbani for post-processing our motion capture data so it could be added to the AMASS dataset , and all others authors of AMASS for their approval to add the processed data to our dataset.
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We further wish to thank Viswaijt Kumar for his help with post-processing the data, setting up the data repository and designing and managing the website.
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This research was funded by a NSERC Discovery Grant and contributions from CFREF VISTA to NFT.
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g1/EKUT/citation.bib
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@inproceedings{AMASS_KIT-CNRS-EKUT-WEIZMANN,
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author = {Christian Mandery and \"Omer Terlemez and Martin Do and Nikolaus Vahrenkamp and Tamim Asfour},
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title = {The {KIT} Whole-Body Human Motion Database},
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booktitle = {International Conference on Advanced Robotics (ICAR)},
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pages = {329--336},
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year = {2015},
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}
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@article{AMASS_KIT-CNRS-EKUT-WEIZMANN-2,
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author = {Christian Mandery and \"Omer Terlemez and Martin Do and Nikolaus Vahrenkamp and Tamim Asfour},
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title = {Unifying Representations and Large-Scale Whole-Body Motion Databases for Studying Human Motion},
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pages = {796--809},
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volume = {32},
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number = {4},
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journal = {IEEE Transactions on Robotics},
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year = {2016},
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}
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@inproceedings{AMASS_KIT-CNRS-EKUT-WEIZMANN-3,
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author = {Franziska Krebs and Andre Meixner and Isabel Patzer and Tamim Asfour},
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title = {The {KIT} Bimanual Manipulation Dataset},
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booktitle = {IEEE/RAS International Conference on Humanoid Robots (Humanoids)},
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pages = {499--506},
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year = {2021},
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}
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g1/EKUT/license.txt
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
If you use this data, the creators of the dataset would kindly ask you to cite their work in your project:
|
2 |
+
@inproceedings{AMASS_KIT-CNRS-EKUT-WEIZMANN,
|
3 |
+
author = {Christian Mandery and \"Omer Terlemez and Martin Do and Nikolaus Vahrenkamp and Tamim Asfour},
|
4 |
+
title = {The {KIT} Whole-Body Human Motion Database},
|
5 |
+
booktitle = {International Conference on Advanced Robotics (ICAR)},
|
6 |
+
pages = {329--336},
|
7 |
+
year = {2015},
|
8 |
+
}
|
9 |
+
|
10 |
+
@article{AMASS_KIT-CNRS-EKUT-WEIZMANN-2,
|
11 |
+
author = {Christian Mandery and \"Omer Terlemez and Martin Do and Nikolaus Vahrenkamp and Tamim Asfour},
|
12 |
+
title = {Unifying Representations and Large-Scale Whole-Body Motion Databases for Studying Human Motion},
|
13 |
+
pages = {796--809},
|
14 |
+
volume = {32},
|
15 |
+
number = {4},
|
16 |
+
journal = {IEEE Transactions on Robotics},
|
17 |
+
year = {2016},
|
18 |
+
}
|
19 |
+
|
20 |
+
@inproceedings{AMASS_KIT-CNRS-EKUT-WEIZMANN-3,
|
21 |
+
author = {Franziska Krebs and Andre Meixner and Isabel Patzer and Tamim Asfour},
|
22 |
+
title = {The {KIT} Bimanual Manipulation Dataset},
|
23 |
+
booktitle = {IEEE/RAS International Conference on Humanoid Robots (Humanoids)},
|
24 |
+
pages = {499--506},
|
25 |
+
year = {2021},
|
26 |
+
}
|
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g1/HumanEva/citation.bib
ADDED
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
@article{AMASS_HumanEva,
|
2 |
+
title = {{HumanEva}: Synchronized video and motion capture dataset and baseline algorithm for evaluation of articulated human motion},
|
3 |
+
author = {Sigal, L. and Balan, A. and Black, M. J.},
|
4 |
+
journal = {International Journal of Computer Vision},
|
5 |
+
volume = {87},
|
6 |
+
number = {1},
|
7 |
+
pages = {4--27},
|
8 |
+
publisher = {Springer Netherlands},
|
9 |
+
month = mar,
|
10 |
+
year = {2010},
|
11 |
+
doi = {},
|
12 |
+
month_numeric = {3}
|
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+
}
|
g1/HumanEva/license.txt
ADDED
@@ -0,0 +1,61 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
If you use this data, the creators of the dataset would kindly ask you to cite their work in your project:
|
2 |
+
@article{AMASS_HumanEva,
|
3 |
+
title = {{HumanEva}: Synchronized video and motion capture dataset and baseline algorithm for evaluation of articulated human motion},
|
4 |
+
author = {Sigal, L. and Balan, A. and Black, M. J.},
|
5 |
+
journal = {International Journal of Computer Vision},
|
6 |
+
volume = {87},
|
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+
number = {1},
|
8 |
+
pages = {4--27},
|
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+
publisher = {Springer Netherlands},
|
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+
month = mar,
|
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+
year = {2010},
|
12 |
+
doi = {},
|
13 |
+
month_numeric = {3}
|
14 |
+
}
|
15 |
+
License
|
16 |
+
Software Copyright License for non-commercial scientific research purposes
|
17 |
+
Please read carefully the following terms and conditions and any accompanying documentation before you download and/or use the HumanEva Software/Data, (the "Software"). By downloading and/or using the Software, you acknowledge that you have read these terms and conditions, understand them, and agree to be bound by them. If you do not agree with these terms and conditions, you must not download and/or use the Software. Any infringement of the terms of this agreement will automatically terminate your rights under this License
|
18 |
+
|
19 |
+
Ownership
|
20 |
+
The Software and the associated materials has been developed at the
|
21 |
+
|
22 |
+
Max Planck Institute for Intelligent Systems (hereinafter "MPI") and the Max Planck Institute for Biological Cybernetics (hereinafter “KYB”).
|
23 |
+
|
24 |
+
Any copyright or patent right is owned by and proprietary material of the
|
25 |
+
|
26 |
+
Max-Planck-Gesellschaft zur Förderung der Wissenschaften e.V. (hereinafter “MPG”; MPI and MPG hereinafter collectively “Max-Planck”)
|
27 |
+
|
28 |
+
hereinafter the “Licensor”.
|
29 |
+
|
30 |
+
License Grant
|
31 |
+
Licensor grants you (Licensee) personally a single-user, non-exclusive, non-transferable, free of charge right:
|
32 |
+
|
33 |
+
To install the Software on computers owned, leased or otherwise controlled by you and/or your organization;
|
34 |
+
To use the Software for the sole purpose of performing non-commercial scientific research, non-commercial education, or non-commercial artistic projects;
|
35 |
+
To modify, adapt, translate or create derivative works based upon the Software.
|
36 |
+
Any other use, in particular any use for commercial purposes, is prohibited. This includes, without limitation, incorporation in a commercial product, use in a commercial service, or production of other artefacts for commercial purposes. The Software may not be reproduced, modified and/or made available in any form to any third party without Max-Planck’s prior written permission.
|
37 |
+
|
38 |
+
The Software may not be used for pornographic purposes or to generate pornographic material whether commercial or not. This license also prohibits the use of the Software to train methods/algorithms/neural networks/etc. for commercial use of any kind. By downloading the Software, you agree not to reverse engineer it.
|
39 |
+
|
40 |
+
No Distribution
|
41 |
+
The Software and the license herein granted shall not be copied, shared, distributed, re-sold, offered for re-sale, transferred or sub-licensed in whole or in part except that you may make one copy for archive purposes only.
|
42 |
+
|
43 |
+
Disclaimer of Representations and Warranties
|
44 |
+
You expressly acknowledge and agree that the Software results from basic research, is provided “AS IS”, may contain errors, and that any use of the Software is at your sole risk. LICENSOR MAKES NO REPRESENTATIONS OR WARRANTIES OF ANY KIND CONCERNING THE SOFTWARE, NEITHER EXPRESS NOR IMPLIED, AND THE ABSENCE OF ANY LEGAL OR ACTUAL DEFECTS, WHETHER DISCOVERABLE OR NOT. Specifically, and not to limit the foregoing, licensor makes no representations or warranties (i) regarding the merchantability or fitness for a particular purpose of the Software, (ii) that the use of the Software will not infringe any patents, copyrights or other intellectual property rights of a third party, and (iii) that the use of the Software will not cause any damage of any kind to you or a third party.
|
45 |
+
|
46 |
+
Limitation of Liability
|
47 |
+
Because this Software License Agreement qualifies as a donation, according to Section 521 of the German Civil Code (Bürgerliches Gesetzbuch – BGB) Licensor as a donor is liable for intent and gross negligence only. If the Licensor fraudulently conceals a legal or material defect, they are obliged to compensate the Licensee for the resulting damage.
|
48 |
+
Licensor shall be liable for loss of data only up to the amount of typical recovery costs which would have arisen had proper and regular data backup measures been taken. For the avoidance of doubt Licensor shall be liable in accordance with the German Product Liability Act in the event of product liability. The foregoing applies also to Licensor’s legal representatives or assistants in performance. Any further liability shall be excluded.
|
49 |
+
Patent claims generated through the usage of the Software cannot be directed towards the copyright holders.
|
50 |
+
The Software is provided in the state of development the licensor defines. If modified or extended by Licensee, the Licensor makes no claims about the fitness of the Software and is not responsible for any problems such modifications cause.
|
51 |
+
|
52 |
+
No Maintenance Services
|
53 |
+
You understand and agree that Max-Planck is under no obligation to provide either maintenance services, update services, notices of latent defects, or corrections of defects with regard to the Data. Max-Planck nevertheless reserves the right to update, modify, or discontinue the Data at any time.
|
54 |
+
|
55 |
+
Publications using the Software
|
56 |
+
You acknowledge that the Software is a valuable scientific resource and agree to appropriately reference the following paper in any publication making use of the Software.
|
57 |
+
|
58 |
+
Commercial licensing opportunities
|
59 |
+
For commercial uses of the Software, please send email to [email protected]
|
60 |
+
|
61 |
+
This Agreement shall be governed by the laws of the Federal Republic of Germany except for the UN Sales Convention.
|
g1/KIT/1717/displace_from_left_to_right_01_poses_100_jpos.npy
ADDED
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