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## Getting started | |
Start by cloning the repo: | |
```bash | |
git clone --depth 1 git@github.com:YuliangXiu/ECON.git | |
cd ECON | |
``` | |
## Environment | |
- Ubuntu 20 / 18, (Windows as well, see [issue#7](https://github.com/YuliangXiu/ECON/issues/7)) | |
- **CUDA=11.4, GPU Memory > 12GB** | |
- Python = 3.8 | |
- PyTorch >= 1.13.0 (official [Get Started](https://pytorch.org/get-started/locally/)) | |
- Cupy >= 11.3.0 (offcial [Installation](https://docs.cupy.dev/en/stable/install.html#installing-cupy-from-pypi)) | |
- PyTorch3D (official [INSTALL.md](https://github.com/facebookresearch/pytorch3d/blob/main/INSTALL.md), recommend [install-from-local-clone](https://github.com/facebookresearch/pytorch3d/blob/main/INSTALL.md#2-install-from-a-local-clone)) | |
```bash | |
sudo apt-get install libeigen3-dev ffmpeg | |
# install required packages | |
cd ECON | |
conda env create -f environment.yaml | |
conda activate econ | |
pip install -r requirements.txt | |
# install libmesh & libvoxelize | |
cd lib/common/libmesh | |
python setup.py build_ext --inplace | |
cd ../libvoxelize | |
python setup.py build_ext --inplace | |
``` | |
## Register at [ICON's website](https://icon.is.tue.mpg.de/) | |
![Register](../assets/register.png) | |
Required: | |
- [SMPL](http://smpl.is.tue.mpg.de/): SMPL Model (Male, Female) | |
- [SMPL-X](http://smpl-x.is.tue.mpg.de/): SMPL-X Model, used for training | |
- [SMPLIFY](http://smplify.is.tue.mpg.de/): SMPL Model (Neutral) | |
- [PIXIE](https://icon.is.tue.mpg.de/user.php): PIXIE SMPL-X estimator | |
:warning: Click **Register now** on all dependencies, then you can download them all with **ONE** account. | |
## Downloading required models and extra data | |
```bash | |
cd ECON | |
bash fetch_data.sh # requires username and password | |
``` | |
## Citation | |
:+1: Please consider citing these awesome HPS approaches: PyMAF-X, PIXIE | |
``` | |
@article{pymafx2022, | |
title={PyMAF-X: Towards Well-aligned Full-body Model Regression from Monocular Images}, | |
author={Zhang, Hongwen and Tian, Yating and Zhang, Yuxiang and Li, Mengcheng and An, Liang and Sun, Zhenan and Liu, Yebin}, | |
journal={arXiv preprint arXiv:2207.06400}, | |
year={2022} | |
} | |
@inproceedings{PIXIE:2021, | |
title={Collaborative Regression of Expressive Bodies using Moderation}, | |
author={Yao Feng and Vasileios Choutas and Timo Bolkart and Dimitrios Tzionas and Michael J. Black}, | |
booktitle={International Conference on 3D Vision (3DV)}, | |
year={2021} | |
} | |
``` | |