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A tensorflow implementation of 'Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising' only for JPEG deblokcing

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HwangDongJun/DnCNN-JPEG

 
 

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Description

A Tensorflow implementation of DnCNN, 'Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising' TIP2017, paper. Original code is here but this code covers only a Gaussian denoiser. So I fixed it for JPEG deblocking(only for quality factor : 10).

Model architecture

Alt text

Usage

Train

$ python generate_patches.py
$ python main.py

Test

$ python main.py --phase test

Result

input : Alt text output : Alt text

Reference

https://github.com/crisb-DUT/DnCNN-tensorflow

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A tensorflow implementation of 'Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising' only for JPEG deblokcing

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