A fractional diffusion-wave equation with non-local regularization for image denoising

被引:0
|
作者
Zhang, Wei [1 ]
Li, Jiaojie [1 ,2 ]
Yang, Yupu [1 ]
机构
[1] Department of Automation, Shanghai Jiao Tong University, Ministry of Education of China, Shanghai,200240, China
[2] School of Electrical Engineering, Shanghai Dianji University, Shanghai,200240, China
基金
中国国家自然科学基金;
关键词
Image denoising - Wave propagation - Wave equations - Image enhancement;
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中图分类号
学科分类号
摘要
This paper introduces a novel fractional diffusion-wave equation with non-local regularization for noise removal. Using the fractional time derivative, the model interpolates between the heat diffusion equation and the wave equation, which leads to a mixed behavior of diffusion and wave propagation and thus it can preserve edges in a highly oscillatory region. On the other hand, the usual diffusion is used to reduce the noise whereas the non-local term which exhibits an anti-diffusion effect is used to enhance the image structure. We prove that the proposed model is well-posed, and the stable and convergent numerical scheme is also given in this paper. The experimental results indicate superiority of the proposed model over the baseline diffusion models. © 2013 Elsevier B.V.
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页码:6 / 15
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