Awesome Image Enhancement
A curated list of image enhancement and denoising papers.
Table of Contents
- General Enhancement
- Low light / Extremely low light
- Image denoising
- Related papers
- Datasets
- References
General Enhancement
| Paper |
Supervised |
Link |
Conference |
Notes |
| Classification-Driven Dynamic Image Enhancement |
|
Paper |
CVPR 2018 |
|
| Distort-and-Recover: Color Enhancement Using Deep Reinforcement Learning |
|
Paper |
CVPR 2018 |
|
| Deep Photo Enhancer: Unpaired Learning for Image Enhancement From Photographs With GANs |
|
Paper |
CVPR 2018 |
|
Low light / Extremely low light
For low light settings, denoising is a very important factor.
Learning-based
| Paper |
Supervised |
Link |
Conference |
Notes |
| Zero-Reference Deep Curve Estimation for Low-Light Image Enhancement |
No |
Paper |
CVPR 2020 |
|
| Learning to Restore Low-Light Images via Decomposition-and-Enhancement |
Yes |
Paper |
CVPR 2020 |
|
| From Fidelity to Perceptual Quality: A Semi-Supervised Approach for Low-Light Image Enhancement |
|
Paper |
CVPR 2020 |
|
| A Physics-based Noise Formation Model for Extreme Low-light Raw Denoising |
|
Paper |
CVPR 2020 |
|
| Enhancing Low Light Videos by Exploring High Sensitivity Camera Noise |
|
Paper |
ICCV 2019 |
Video |
| Underexposed Photo Enhancement Using Deep Illumination Estimation |
|
Paper |
CVPR 2019 |
Underexposed photos |
| EnlightenGAN: Deep Light Enhancement without Paired Supervision |
|
Paper/Github |
arXiv preprint |
use GANs |
| MBLLEN: Low-light Image/Video Enhancement Using CNNs |
|
Paper |
BMVC 2018 |
Video |
| Kindling the Darkness: A Practical Low-light Image Enhancer |
|
Github |
ACMMM 2019 |
|
| Deep Retinex Decomposition for Low-Light Enhancement |
|
Paper/Github |
BMVC 2018 |
|
| Attention Guided Low-light Image Enhancement with a Large Scale Low-light Simulation Dataset |
|
Paper |
arXiv preprint |
|
Non-learning
| Paper |
Link |
Conference |
Notes |
| A weighted variational model for simultane- ous reflectance and illumination estimation |
Paper |
CVPR 2016 |
|
| Lime: Low-light image enhancement via illumination map estimation |
Paper |
TIP 2017 |
|
| Structure-Revealing Low-Light Image Enhancement Via Robust Retinex Model |
Paper |
TIP 2018 |
|
Image denoising
Related papers
| Paper |
Supervised |
Link |
Conference |
Notes |
| Deep Image Prior |
No |
Paper |
CVPR 2018 |
|
Datasets
| Dataset |
Link |
| Exclusively-Dark-Image-Dataset |
Dataset |
| VIP-LowLight Dataset |
Dataset |
| The Darmstadt Noise Dataset |
Dataset |
| MBLLEN dataset |
Dataset |
| Vonikakis's hardest low light cases dataset |
Dataset |
References
- https://paperswithcode.com/task/image-enhancement
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