From a body shape, infer the anatomic skeleton.

Related tags

Deep Learning OSSO
Overview

OSSO: Obtaining Skeletal Shape from Outside (CVPR 2022)

This repository contains the official implementation of the skeleton inference from:

OSSO: Obtaining Skeletal Shape from Outside
Marilyn Keller, Silvia Zuffi, Michael J. Black and Sergi Pujades
Full paper | Project website

Given a body shape with SMPL or STAR topology (in blue), we infer the underlying skeleton (in yellow). teaser

Installation

Please follow the installation instruction in installation.md to setup all the required packages and models.

Run skeleton inference

The skeleton can be inferred either from a SMPL or STAR mesh.

python main.py  --mesh_input data/demo/body_female.ply --gender female -D -v

The final infered skeleton will be saved in the out folder and the intermediate meshes in out/tmp.

Citation

If you find this model & software useful in your research, please consider citing:

@inproceedings{Keller:CVPR:2022,
  title = {{OSSO}: Obtaining Skeletal Shape from Outside},
  author = {Keller, Marilyn and Zuffi, Silvia and Black, Michael J. and Pujades, Sergi},
  booktitle = {Proceedings IEEE/CVF Conf.~on Computer Vision and Pattern Recognition (CVPR)},
  month = jun,
  year = {2022},
  month_numeric = {6}}

Acknowledgements

OSSO uses the Stitched Puppet by Silvia Zuffi and Michael J. Black, and the body model STAR by Ahmed Osman et al. The model was applied on AGORA (Priyanka Patel et al.) for demonstration.

This research has been conducted using the UK Biobank Resource under the Approved Project ID 51951. The authors thank the International Max Planck Research School for Intelligent Systems for supporting Marilyn Keller. Sergi Pujades’ work was funded by the ANR SEMBA project. We thank Anatoscope (www.anatoscope.com) for the initial skeleton mesh and useful discussions.

We also thank A. A. Osman for his helpful advice on body models, P. Patel for helping test OSSO on AGORA, T. McConnel, Y. Xiu, S. Tripathi and T. Yin for helping with the submission and release, and P. Ghosh, J. Tesch, A. Chandrasekaran, V. F. Abrevaya, S. Sanyal, O. Ben-Dov and P. Forte for fruitful discussions, advice and proofreading.

License

This code and model are available for non-commercial scientific research purposes as defined in the LICENSE.txt file.

Contact

For more questions, please contact [email protected]

For commercial licensing, please contact [email protected]

Issues
  • AttributeError: 'add' object has no attribute 'v'

    AttributeError: 'add' object has no attribute 'v'

    By some other algorithm, I got an ply file which is in smpl format. And I want to use your code to generate the skeleton. However, there is an error:

    same topology as STAR or SMPL. Mesh has {skin_mesh.v.shape[0]} vertices, {sv.v.shape[0]} expected')
    AttributeError: 'add' object has no attribute 'v'
    ``
    Can you please tell me how can i use my own ply human surface to get the inside skeleton?
    Thank you!
    [test.zip](https://github.com/MarilynKeller/OSSO/files/8676334/test.zip)
    
    
    opened by Zkjoker 6
  • Psbody module Error

    Psbody module Error

    Hey, I have finished setting up the installation for the project but I am having trouble with the psbody mesh library and that's what I am getting: from psbody.mesh import Mesh, MeshViewer ModuleNotFoundError: No module named 'psbody'

    When running the command "make all" everything is going smooth until it reaches the psbody module where it gives an error. Any help with that please?

    Note that I am working on Windows 10 and I installed the Gnuwin32 and added it to path in order to use the 'make' command

    opened by MhmdAliChamass99 1
Owner
Marilyn Keller
I am currently a 3rd-Year CS Ph.D. student, working at Max Planck Institute for Intelligent Systems.
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