Variable-order fractional 1-Laplacian diffusion equations for multiplicative noise removal

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2024-10-08 DOI:10.1007/s13540-024-00345-6
Yuhang Li, Zhichang Guo, Jingfeng Shao, Yao Li, Boying Wu
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Abstract

This paper deals with a class of fractional 1-Laplacian diffusion equations with variable orders, proposed as a model for removing multiplicative noise in images. The well-posedness of weak solutions to the proposed model is proved. To overcome the essential difficulties encountered in the approximation process, we place particular emphasis on studying the density properties of the variable-order fractional Sobolev spaces. Numerical experiments demonstrate that our model exhibits favorable performance across the entire image.

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用于消除乘法噪声的变阶分数 1-Laplacian 扩散方程
本文论述了一类具有可变阶数的分数 1-拉普拉斯扩散方程,并将其作为消除图像中乘法噪声的模型。本文证明了所提模型弱解的良好拟合性。为了克服近似过程中遇到的基本困难,我们特别强调研究变阶分数 Sobolev 空间的密度特性。数值实验证明,我们的模型在整个图像中表现出良好的性能。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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