Easquel / WaveDM

Implementation code for WaveDM: Wavelet-Based Diffusion Models for Image Restoration.
https://ieeexplore.ieee.org/abstract/document/10420512
19 stars 1 forks source link

WaveDM: Wavelet-Based Diffusion Models for Image Restoration

This is the offifical implementation code for WaveDM: Wavelet-Based Diffusion Models for Image Restoration.

Notes

📰 2023-06: The first and preliminary version is realeased. Code may not be cleaned thoroughly, so feel free to open an issue if any question.

Requirements

pip install -r requirements.txt

Training

python train_weather_script.py

Testing

python test_weather_script.py

Acknowledgment

This code is heavily based on PatchDM. Many thanks to the authors!

Citation

If you find this repository/work helpful in your research, welcome to cite the paper and give a star.

@article{huang2024wavedm,
  title={Wavedm: Wavelet-based diffusion models for image restoration},
  author={Huang, Yi and Huang, Jiancheng and Liu, Jianzhuang and Yan, Mingfu and Dong, Yu and Lyu, Jiaxi and Chen, Chaoqi and Chen, Shifeng},
  journal={IEEE Transactions on Multimedia},
  year={2024},
  publisher={IEEE}
}