chaoren88 / ScaoedNet

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

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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}
}

About

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

License:MIT License


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Language:Python 100.0%