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Self2Self With Dropout: Learning Self-Supervised Denoising From Single Image

In this repository we provide the official implementation of Self2Self with Dropout.

General Information

For more information please see:

Requirements

Here is the list of libraries you need to install to execute the code:

  • Python 3.6
  • Tensorflow-gpu 1.14.0
  • keras
  • scikit-image
  • scipy
  • cv2 (opencv for python)

All of them can be installed via conda (anaconda), e.g.

conda install scikit-image

How to Execute Demo

  1. (Optional) Download the dataset you want and save them in './testsets/'.
  2. Run the demo code in demo_denosing.py.

Citation

@InProceedings{Quan_2020_CVPR,
author = {Quan, Yuhui and Chen, Mingqin and Pang, Tongyao and Ji, Hui},
title = {Self2Self With Dropout: Learning Self-Supervised Denoising From Single Image},
booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
month = {June},
year = {2020}
}

Contacts

For questions, please send an email to [email protected]

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