Awesome-Image-Denoising
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House-Leo
Collect image denoising related papers, datasets, especially real-world image denoising.
Quick navigation
- Datasets
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Papers
- Non-DL based approach
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DL based approach
- 2014-2016
- 2017
- 2018
- 2019
- 2020
- 2021
- Image Denoising Workshop papers
- Image Denoising Survey (DL-based)
- Metric
Awesome-Image-Denoising
Collect image denoising related papers, datasets, especially real-world image denoising.
I am still collecting the relevant paper, if you want to add your own paper on this repository, feel free to open issue or contact me by sending mail to lihao9605 [at] gmail.com, I will update your paper ASAP.
If you like this repo, Star or Fork to support my work. Thank you.
Papers
DL based approach
Noted this collection is based on the summary of z-bingo's work.
2021
More years papers, please check Quick navigation.
| Model | Published | Code | Title |
|---|---|---|---|
| MPRNet | CVPR2021 | Code | Multi-Stage Progressive Image Restoration |
| Neighbor2Neighbor | CVPR2021 | Code | Neighbor2Neighbor: Self-Supervised Denoising from Single Noisy Images |
| NBNet | CVPR2021 | Code | NBNet: Noise Basis Learning for Image Denoising with Subspace Projection |
| PIPT | CVPR2021 | Code | Pre-Trained Image Processing Transformer |
| Pseudo-ISP | arxiv | Code | Pseudo-ISP: Learning Pseudo In-camera Signal Processing Pipeline from A Color Image Denoiser |
| VDID | arxiv | Code | Variational Deep Image Denoising |
Metric
Commonly Used Image Quality Metric Code
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PSNR (Peak Signal-to-Noise Ratio) [Wiki] [Matlab Code] [Python Code] [PyTorch Code]
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SSIM (Structural similarity) [Wiki] [Matlab Code] [Python Code] [PyTorch Code]
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NIQE (Naturalness Image Quality Evaluator) [Web] [Matlab Code][Python Code]
This repository is referenced from Awesome-Super-Resolution. Thanks for ChaofWang's work.
House-Leo