Awesome-Low-Light-Image-Enhancement

Papers and Codes

Review && Related Work

[2021 IJCV] Benchmarking Low-Light Image Enhancement and Beyond Paper

[2020 IEEE ACCESS] An Experiment-Based Review of Low-Light Image Enhancement Methods Paper

HE-Based Algorithm

Todo

Retinex-Based Algorithm

[2020 TIP] LR3M: Robust Low-Light Enhancement via Low-Rank Regularized Retinex Model Paper

[2018 TIP] Structure-Revealing Low-Light Image Enhancement via Robust Retinex Model Paper

[2016 CVPR] MF: A weighted variational model for simultaneous reflectance and illumination estimation Paper Code

[2017 TIP] LIME: Low-Light Image Enhancement via Illumination Map Estimation Paper Code

Denoise-Based Algorithm

Todo

Supervised-Deep-Learning Algorithm

[2021 TIP] Sparse Gradient Regularized Deep Retinex Network for Robust Low-Light Image Enhancement Paper

[2021 IJCV] Attention-guided Low-light Image Enhancement Paper Code

[2021 Preprint] R2RNet: Low-light Image Enhancement via Real-low to Real-normal Network Paper Code

[2020 CVPR] Learning to Restore Low-Light Images via Decomposition-and-Enhancement Paper

[2018 BMVC] Retinex-Net: Deep Retinex Decomposition for Low-Light Enhancement Paper Code

[2018 FG] GLADNet: Low-Light Enhancement Network with Global Awareness Paper Code

[2018 CVPR] Learning to See in the Dark Paper Code

Semi-Supervised-Deep-Learning Algorithm

[2020 CVPR] DRBN: From Fidelity to Visual Quality: A Semi-Supervised Approach for Low-Light Image Enhancement Paper Code

Unsupervised-Deep-Learning Algorithm

[2020 CVPR] Zero-DCE: Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement Paper Code

[2020.2 SPL] Unsupervised Low-Light Image Enhancement Using Bright Channel Prior Paper

[2019.6 Preprint] EnlightenGAN: Deep Light Enhancement without Paired Supervision Paper Code

Low-light Video Enhancement

[2021 CVPR] Paper Code

Application

[2021 TMM] Recurrent Exposure Generation for Low-Light Face Detection Paper

[2021 CVPR] HLA-Face: Joint High-Low Adaptation for Low Light Face Detection Paper

[2020 ACM MM] Integrating Semantic Segmentation and Retinex Model Paper

Datasets

LOL(LOw-Light): 500 pairs images. Download

GladNet-Dataset: Download

Synthetic Dataset Download

SID(See In the Dark) Download

MIT-Adobe FiveK Dataset Download

Exclusively-Dark-Image-Dataset Download

Darkface Download

LSRW Download

Indexes

Full Reference Quality Indexes

MSE Matlab

PSNR Matlab

SSIM Matlab

UQI Matlab

TQMI Matlab

No-Reference Quality Indexes

NIQE Matlab

LOE Matlab

Related Work

Bak of codes and datasets Baidu Drive (hxyi)

Reference

To do

Citing

@Misc{2021shiALLIE,
	howpublished = {\url{https://github.com/ymmshi/Awesome-Low-Light-Enhancement}},
	title = {Awesome-Low-Light-Image-Enhancement},
	author = {ymshi},
}

If your research interests is related to low-light image enhancement, please contact us, email: ymshi At mail.ustc.edu.cn

Welcome to pull requests or create issues!

TheClearwind/Awesome-Low-Light-Image-Enhancement