# DiffFace

**Repository Path**: qiupingma/DiffFace

## Basic Information

- **Project Name**: DiffFace
- **Description**: No description available
- **Primary Language**: Unknown
- **License**: Not specified
- **Default Branch**: main
- **Homepage**: None
- **GVP Project**: No

## Statistics

- **Stars**: 0
- **Forks**: 0
- **Created**: 2024-04-09
- **Last Updated**: 2024-10-13

## Categories & Tags

**Categories**: Uncategorized

**Tags**: None

## README

# DiffFace: Diffusion-based Face Swapping with Facial Guidance

Official PyTorch implementation of Diffusion-based Face Swapping with Facial Guidance

## Environment setup
```
git clone https://github.com/hxngiee/DiffFace.git
cd DiffFace
conda create -n DiffFace python=3.9.7
conda activate DiffFace

conda install pytorch==1.10.0 torchvision==0.11.0 torchaudio==0.10.0 -c pytorch 

pip install -r requirements.txt
```


## Download Pretrained Weights
The weights required for the execution of our DiffFace can be downloaded from [link](
https://gisto365-my.sharepoint.com/:f:/g/personal/hongieee_gm_gist_ac_kr/Eolr4xhyDZdJhEqAjuVCMN8B7pdbvnMxEMiT4jB7w63uHg?e=KDoCnr). 
```
mkdir checkpoints
mv Arcface.tar checkpoints/ 
mv FaceParser.pth checkpoints/ 
mv GazeEstimator.pt checkpoints/
mv Model.pt checkpoints/
```

## Directories structure

The dataset and checkpoints should be placed in the following structures below

```
DiffFace
├── checkpoints
    ├── Arcface.tar
    ├── FaceParser.pth
    ├── GazeEstimator.pt
    └── Model.pt
├── data
    └── src
        ├── 001.png
        └── ...
    └── targ
        ├── 001.png
        └── ...
├── models
├── optimization
├── utils
└── main.py
```

## Quick Inference Using Pretrained Model 

Place source and target images in data/src, and data/targ. Then run the following. 

```
python main.py --output_path output/example
```

## License
This licence allows for academic and non-commercial purpose only. The entire project is under the CC-BY-NC 4.0 license.

## Citation
If you find DiffFace useful for your work please cite:
```
@inproceedings{kim2022diffface,
  title = {DiffFace: Diffusion-based Face Swapping with Facial Guidance},
  author = {K. Kim, Y. Kim, S. Cho, J. Seo, J. Nam, K. Lee, S. Kim, K. Lee},
  journal = {Arxiv},
  year = {2022}
}
```

## Acknowledgments
This code borrows heavily from [Blended-Diffusion](https://github.com/omriav/blended-diffusion) and [Guided-Diffusion](https://github.com/openai/guided-diffusion).