/ScaoedNet

Enhanced Latent Space Blind Model for Real Image Denoising via Alternative Optimization (NeurIPS 2022)

Primary LanguagePythonMIT LicenseMIT

Enhanced Latent Space Blind Model for Real Image Denoising via Alternative Optimization (NeurIPS 2022)

Our experiments are done with:

  • Python 3.7.9
  • PyTorch 1.7.1
  • numpy 1.19.5
  • opencv 4.5.1
  • scikit-image 0.17.2

Network Structure

Network Structure

Result

Denoising results on DND.png Denoising results on SIDD.png

Test on SIDD Validation

You can get the complete dataset from https://www.eecs.yorku.ca/~kamel/sidd/benchmark.php.

run test_sidd

Citation

@inproceedings{
ren2022enhanced,
title={Enhanced Latent Space Blind Model for Real Image Denoising via Alternative Optimization},
author={Chao Ren and Yizhong Pan and Jie Huang},
booktitle={Advances in Neural Information Processing Systems},
editor={Alice H. Oh and Alekh Agarwal and Danielle Belgrave and Kyunghyun Cho},
year={2022},
url={https://openreview.net/forum?id=Qt4rKNYzcO}
}