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SIMSPINE Academic Research License
Version 1.0
Copyright © 2026 Augmented Vision Group,
German Research Center for Artificial Intelligence (DFKI), Kaiserslautern, Germany.
The SIMSPINE dataset is owned and distributed by the Augmented Vision Group at DFKI Kaiserslautern.
1. DESCRIPTION OF THE DATASET
SIMSPINE is a research dataset consisting of derived 3D spine keypoint annotations aligned with the Human3.6M dataset.
The dataset contains:
- 15 additional spine-related keypoints generated from Human3.6M sequences
- simulated biomechanical outputs generated using OpenSim
- per-subject OpenSim models (.osim)
The dataset does not contain any original Human3.6M data, including:
- videos
- images
- motion capture recordings
- the original 17 Human3.6M keypoints
The dataset only provides additional annotations that are frame-aligned with Human3.6M sequences.
Use of SIMSPINE therefore requires independent access to the Human3.6M dataset.
2. RELATIONSHIP TO HUMAN3.6M DATASET
SIMSPINE is a derived dataset created using Human3.6M data.
Human3.6M is owned by its respective authors and distributed under its own license agreement.
Users of SIMSPINE must:
- Independently obtain Human3.6M from its official source
- Accept the Human3.6M license agreement
- Use Human3.6M in accordance with its licensing terms
The Human3.6M license can be obtained from: https://vision.imar.ro/human3.6m/
Nothing in this license grants permission to access, distribute, or use Human3.6M data beyond what is permitted by the Human3.6M license.
Users remain fully responsible for complying with the Human3.6M license agreement.
3. GRANT OF LICENSE (ACADEMIC USE ONLY)
SIMSPINE is provided free of charge for academic research use only.
Provided the request originates from an academic or research institution, the Augmented Vision Group at DFKI grants a limited, non-exclusive, non-transferable license to use the SIMSPINE dataset for:
- academic research
- scientific publications
- reproducible experiments
The dataset may not be used for:
- commercial purposes
- product development
- industrial applications
without prior written permission from SIMSPINE and Human3.6M dataset owners.
4. RESTRICTIONS
The user agrees to the following restrictions:
The dataset may not be:
- sold
- rented
- leased
- sublicensed
- redistributed as part of another dataset
The dataset may only be used by the individual or institution that obtained it.
Users may distribute trained models, evaluation results, or derived research outputs, provided that:
- the SIMSPINE dataset itself is not redistributed
- proper citations are included.
5. NO WARRANTIES
The dataset is provided “AS IS” without any warranty of any kind.
The dataset authors make no guarantees regarding:
- accuracy
- completeness
- correctness
- fitness for any particular purpose.
6. LIMITATION OF LIABILITY
In no event shall the dataset authors or their institutions be liable for any damages arising from the use of this dataset.
7. RESPONSIBLE USE
It is the user's responsibility to ensure that their use of SIMSPINE complies with:
- this license agreement
- the Human3.6M license
- all applicable laws and regulations.
8. REQUIRED CITATIONS
Any publications using the SIMSPINE dataset must cite both the SIMSPINE paper and the original Human3.6M publications.
SIMSPINE
@inproceedings{khan2026simspine,
author = {Khan, Muhammad Saif Ullah and Stricker, Didier},
title = {SIMSPINE: A Biomechanics-Aware Simulation Framework for 3D Spine Motion Annotation and Benchmarking},
booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
month = {June},
year = {2026},
}
Human3.6M
@article{h36m_pami,
author = {Ionescu, Catalin and Papava, Dragos and Olaru, Vlad and Sminchisescu, Cristian},
title = {Human3.6M: Large Scale Datasets and Predictive Methods for 3D Human Sensing in Natural Environments},
journal = {IEEE Transactions on Pattern Analysis and Machine Intelligence},
publisher = {IEEE Computer Society},
year = {2014}
}
@inproceedings{IonescuSminchisescu11,
author = {Catalin Ionescu, Fuxin Li, Cristian Sminchisescu},
title = {Latent Structured Models for Human Pose Estimation},
booktitle = {International Conference on Computer Vision},
year = {2011}
}
Citing the dataset URL alone does not satisfy the citation requirement.
9. ACCEPTANCE OF THIS LICENSE
Any use of the SIMSPINE dataset constitutes acceptance of this license agreement.
10. CONTACT
For questions, permissions, or commercial licensing inquiries, please contact:
Augmented Vision Group
German Research Center for Artificial Intelligence (DFKI)
Kaiserslautern, Germany
Email: muhammad_saif_ullah.khan@dfki.de