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cszn authored Jun 28, 2020
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* The left is the input image corrupted by different degradations, the right is the restored image by DnCNN-3.

<img src="figs/input.png" width="390px"/> <img src="figs/output.png" width="390px"/>
<img src="figs/input.png" width="350px"/> <img src="figs/output.png" width="350px"/>


# Results
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The left is the noisy image corrupted by AWGN, the middle is the denoised image by DnCNN, the right is the ground-truth.

<img src="figs/05_25_noisy.png" width="270px"/> <img src="figs/05_25.png" width="270px"/> <img src="testsets/Set12/05.png" width="270px"/>
<img src="figs/05_25_noisy.png" width="250px"/> <img src="figs/05_25.png" width="250px"/> <img src="testsets/Set12/05.png" width="250px"/>

<img src="figs/02_25_noisy.png" width="270px"/> <img src="figs/02_25.png" width="270px"/> <img src="testsets/Set12/02.png" width="270px"/>
<img src="figs/02_25_noisy.png" width="250px"/> <img src="figs/02_25.png" width="250px"/> <img src="testsets/Set12/02.png" width="250px"/>

<img src="figs/102061_noisy.png" width="270px"/> <img src="figs/102061_dncnn.png" width="270px"/> <img src="figs/102061.png" width="270px"/>
<img src="figs/102061_noisy.png" width="250px"/> <img src="figs/102061_dncnn.png" width="250px"/> <img src="figs/102061.png" width="250px"/>

## Gaussian Denoising, Single ImageSuper-Resolution and JPEG Image Deblocking via a Single (DnCNN-3) Model

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# Citation

```
```BibTex
@article{zhang2017beyond,
title={Beyond a {Gaussian} denoiser: Residual learning of deep {CNN} for image denoising},
author={Zhang, Kai and Zuo, Wangmeng and Chen, Yunjin and Meng, Deyu and Zhang, Lei},
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