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Anisotropic equation based on fractional diffusion tensor for image noise removal.

Authors :
Charkaoui, Abderrahim
Ben‐loghfyry, Anouar
Source :
Mathematical Methods in the Applied Sciences. Aug2024, Vol. 47 Issue 12, p9600-9620. 21p.
Publication Year :
2024

Abstract

In this paper, we propose an anisotropic diffusion equation based on fractional‐order tensor diffusion applied on noisy images. We start by investigating the existence and uniqueness results of the proposed model. We also provide a discretization scheme based on the finite difference method. In order to prove the efficacy of our proposed approach, we deliver some simulations, which show robustness and remarkable results against noise while preserving edges and corners, compared to some well‐known models in literature. For a fair comparison, we manage to obtain the optimal parameters of every model thanks to PSNR and SSIM. We demonstrate the robustness efficacy of our model against high level of noise. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
01704214
Volume :
47
Issue :
12
Database :
Academic Search Index
Journal :
Mathematical Methods in the Applied Sciences
Publication Type :
Academic Journal
Accession number :
178354891
Full Text :
https://doi.org/10.1002/mma.10085