Compound PDE-Based Additive Denoising Solution Combining an Improved Anisotropic Diffusion Model to a 2D Gaussian Filter Kernel

被引:3
作者
Barbu, Tudor [1 ]
Moroanu, C. [2 ]
机构
[1] Romanian Acad, Inst Comp Sci, Iasi, Romania
[2] Alexandru Ioan Cuza Univ, Dept Math, Iasi, Romania
关键词
Image restoration; nonlinear anisotropic diffusion; qualitative properties of solutions; boundary value problems for nonlinear parabolic PDE; Leray-Schauder principle;
D O I
10.4208/eajam.270318.260518
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
A second-order nonlinear anisotropic diffusion-based model for Gaussian additive noise removal is proposed. The method is based on a properly constructed edge-stopping function and provides an efficient detail-preserving denoising. It removes additive noise, overcomes blurring effect, reduces the image staircasing and does not generate multiplicative noise, thus preserving boundaries and all the essential image features very well. The corresponding PDE model is solved by a robust finite-difference based iterative scheme consistent with the diffusion model. The method converges very fast to the model solution, the existence and regularity of which is rigorously proved.
引用
收藏
页码:1 / 12
页数:12
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