diff --git a/README.md b/README.md index 639b39d..059e3b7 100644 --- a/README.md +++ b/README.md @@ -1,6 +1,17 @@ # [DnCNN](http://www4.comp.polyu.edu.hk/~cslzhang/paper/DnCNN.pdf) # [Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising](http://ieeexplore.ieee.org/document/7839189/) +**News:** [DRUNet](https://github.com/cszn/DPIR) + +* State-of-the-art denoising performance + +* Can be used for plug-and-play image restoration + +* <img src="https://github.com/cszn/DPIR/raw/master/figs/grayscale_psnr.png" width="550px"/> + +* [https://github.com/cszn/DPIR/blob/master/main_dpir_denoising.py](https://github.com/cszn/DPIR/blob/master/main_dpir_denoising.py) + + # [PyTorch training and testing code](https://github.com/cszn/KAIR) - 18/12/2019 @@ -136,11 +147,11 @@ FDnCNN can handle noise level range of [0, 75] via a single model. **The average PSNR(dB) results of different methods on the BSD68 dataset.** -| Noise Level | BM3D | WNNM | EPLL | MLP | CSF |TNRD | DnCNN | DnCNN-B | FDnCNN | -|:-------:|:-------:|:-------:|:-------:|:-------:|:-------:|:-------:|:-------:|:-------:|:-------:| -| 15 | 31.07 | 31.37 | 31.21 | - | 31.24 | 31.42 | **31.73** | **31.61** |**31.69** | -| 25 | 28.57 | 28.83 | 28.68 | 28.96 | 28.74 | 28.92 | **29.23** | **29.16** |**29.22** | -| 50 | 25.62 | 25.87 | 25.67 | 26.03 | - | 25.97 | **26.23** | **26.23** | **26.27** | +| Noise Level | BM3D | WNNM | EPLL | MLP | CSF |TNRD | DnCNN | DnCNN-B | FDnCNN | DRUNet | +|:-------:|:-------:|:-------:|:-------:|:-------:|:-------:|:-------:|:-------:|:-------:|:-------:|:-------:| +| 15 | 31.07 | 31.37 | 31.21 | - | 31.24 | 31.42 | **31.73** | **31.61** |**31.69** | 31.91 | +| 25 | 28.57 | 28.83 | 28.68 | 28.96 | 28.74 | 28.92 | **29.23** | **29.16** |**29.22** | 29.48 | +| 50 | 25.62 | 25.87 | 25.67 | 26.03 | - | 25.97 | **26.23** | **26.23** | **26.27** | 26.59 | **Visual Results** @@ -212,6 +223,12 @@ https://github.com/cszn/DnCNN/blob/4a4b5b8bcac5a5ac23433874d4362329b25522ba/Demo number={7}, pages={3142-3155}, } +@article{zhang2020plug, + title={Plug-and-Play Image Restoration with Deep Denoiser Prior}, + author={Zhang, Kai and Li, Yawei and Zuo, Wangmeng and Zhang, Lei and Van Gool, Luc and Timofte, Radu}, + journal={arXiv preprint}, + year={2020} +} ``` ====================================================================