Official code of "R2RNet: Low-light Image Enhancement via Real-low to Real-normal Network."

Last update: Dec 24, 2022

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Deep Learning R2RNet

Overview

R2RNet

Official code of "R2RNet: Low-light Image Enhancement via Real-low to Real-normal Network." Jiang Hai, Zhu Xuan, Ren Yang, Yutong Hao, Fengzhu Zou, Fang Lin, and Songchen Han(Submitted to IEEE transaction on Image Processing)

Paper link: https://arxiv.org/abs/2106.14501

Network Architecture

Pytorch

This is a Pytorch implementation of R2RNet.

Requirements

Python 3.x
Pytorch 1.x.0

Dataset

You can download the LSRW dataset from: https://pan.baidu.com/s/1UxFllrtRSh4E8ir8LdTb9w (code: wmr1)

If you use our code and dataset, please cite our paper.

Pre-trained model

The pre-trained models can be download from: https://pan.baidu.com/s/1emGK8_JHNktoEn0dj5OnhQ (code: wmrr)

You shold download the VGG model (https://pan.baidu.com/s/1Rn2NwHt9eZgfg6hQP-DrlQ code:wmr1)and put it into ./model.

Testing Usage

python predict.py

Training Usage

python trian.py

Reference

Code borrows heavily from https://github.com/aasharma90/RetinexNet_PyTorch.

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Comments

About the license for this model

Thank you for sharing your great code. :smiley_cat:

What is the license for this model? I'd like to cite it to the repository I'm working on if possible, but I want to post the license correctly. https://github.com/PINTO0309/PINTO_model_zoo

Thank you.

opened by PINTO0309 1
$[Errno 2] No such file or directory: './model\\vgg16.weight'$

[Errno 2] No such file or directory: './model\\vgg16.weight'

Thanks for your great work! I would like to compare with your results as one of my baselines, however, the vgg16.weight is missing, could U plz update it? That will be of great help

opened by nbbllxx0 1
Train model

Hi I have already downloaded and trained your code again with only DecomNet from the begining. But without loading the pre-trained weight “10.tar”, the model cannot work and the DecomNet gave the result as below Can you help me with this problem ?

opened by minhthien2206 1
Can you share pre-trained models with other platform?

Hi. I tried downloading your pre-trained models and the link required me to log in into Baidu Network. Unfortunately Baidu sign-up requires a validation code sent to your phone, which seems to be not available outside China. Can you share the files with other platforms like google drive, dropbox, or something?

opened by cyan-lee 1

Owner

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