singer-yang / Noise-As-Clean

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Noise-As-Clean

This repo is an unofficial implement of paper "Noise-As-Clean: Learning Self-supervised Denoising from the Corrupted Image". The original github repo is here but very complicated as I think.

The denoising result I get is much lower than that is reported in the paper. That is probably resulted by:

  1. I only train the model on single image.
  2. I donot use much data argumentation.

If you can improve the code, please create pull request, or contact me via xinge.yang@kaust.edu.sa

How to run it:

python nac_single_img.py

My thinkings:

NAC provides a novel strategy for single image blind denoising, but I think it is a biased estimation and the proof in the paper is not precise.

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