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.
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Noted this collection is based on the summary of z-bingo's work.
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 |
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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.