Image denoising using modified Perona-Malik model based on directional Laplacian
DEDiffusion: this program implement the variant of the PM model in the following paper.
H. Tian, H. Cai, J. Lai, Effective image noise removal based on difference eigenvalue, ICIP 2011, pp.3357-3360.
It seems that the result of this model is not satisfactory; however, We think that the strategy of designing an adaptive parameter for the PM model is graceful, but there is no parameter acting as the "K" parameter in the PM model, I think there should be a similar parameter, and if there is a similar 揔?parameter in the proposed model, the results would be very good.
MPMDiffusion: in this program, we implemented an modified Perona-Malik model using the directional Laplacian.
Yuanquan Wang, J.C. Guo, W.F. Chen and Wenxue Zhang, Image denoising using modified Perona-Malik model based on directional Laplacian, Signal Processing, Volume 93, Issue 9, September 2013, Pages 2548-2558
The contribution of this paper is 3folded: (1) we reformulate the PM model using the directional Laplacian and proposed a novel model for image noise removal. (2) it is interesting that the famous TV model can also be formulated using the directional Laplacian.(3) the proposed model can preserve smoothly-varying surface and edges.
However, to be frank, the proposed model cannot yield results as good as the patch-based methods, such as the nonlocal mean,BM3D, PLOW/LARK etc by Milanfar etc, and also the sparse representation based methods. However, it advances the development of the PDE-based methods for image restoration, and I think our major contribution is theoretical. As far as I know, the local PDE based method always performs inferior to the nonlocal method.
Also, the PM, TV and YK models are also implemented, and the MSSIM program is borrowed.
Cite As
Wang YQ (2024). Image denoising using modified Perona-Malik model based on directional Laplacian (https://www.mathworks.com/matlabcentral/fileexchange/44971-image-denoising-using-modified-perona-malik-model-based-on-directional-laplacian), MATLAB Central File Exchange. Retrieved .
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- Signal Processing > Wavelet Toolbox > Denoising and Compression >
- Image Processing and Computer Vision > Image Processing Toolbox > Image Filtering and Enhancement > Image Filtering >
- Image Processing and Computer Vision > Computer Vision Toolbox > Recognition, Object Detection, and Semantic Segmentation > Image Category Classification >
- Mathematics and Optimization > Partial Differential Equation Toolbox > General PDEs > Eigenvalue Problems >
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