Garment Recovery with Shape and Deformation Priors

<p align="center"><img src="figs/overview.png"></p>

This is the repo for Garment Recovery with Shape and Deformation Priors.

Setup & Install

See INSTALL.md

Fitting

You can use the scripts under ./fit to recover garment from the prepared images in ./fitting-data:

cd fit
python fit_xxx.py # xxx is the type of the garment.

The output garment mesh and the body mesh are saved at ./fitting-data/XXX/result/XXX/mesh_verts_opt.obj and ./fitting-data/XXX/result/XXX/body.obj, respectively.

Prepare your own data

If you want to prepare your own data for fitting, please check DATA_PREPARE.md

Citation

If you find our work useful, please cite it as:

@inproceedings{Li2023isp,
  author = {Li, Ren and Guillard, Benoit and Fua, Pascal},
  title = {{ISP: Multi-Layered Garment Draping with Implicit Sewing Patterns}},
  booktitle = {Advances in Neural Information Processing Systems},
  year = {2023}
}

@inproceedings{li2024garment,
  author = {Li, Ren and Dumery, Corentin and Guillard, Benoit and Fua, Pascal},
  title = {{Garment Recovery with Shape and Deformation Priors}},
  booktitle = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  year = {2024}
}