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Automated Finite Element Solution of Diffusion Models for Image Denoising Cover

Automated Finite Element Solution of Diffusion Models for Image Denoising

Open Access
|Mar 2023

Abstract

We present in this paper a numerical solution of a generalized diffusion-based image denoising model, using the finite element computing platform FEniCS. The generalized model contains as special cases three classical denoising techniques: linear isotropic diffusion, total variation, and Perona-Malik method. The numerical simulation using four classical grayscale images demonstrates the superior performance of the finite element method over the finite difference method in terms of both the denoising quality and the computational work.

DOI: https://doi.org/10.2478/tmmp-2023-0002 | Journal eISSN: 1338-9750 | Journal ISSN: 12103195
Language: English
Page range: 11 - 24
Submitted on: Nov 1, 2022
Published on: Mar 7, 2023
Published by: Slovak Academy of Sciences, Mathematical Institute
In partnership with: Paradigm Publishing Services
Publication frequency: 3 issues per year

© 2023 ABDERRAZZAK BOUFALA, EL MOSTAFA KALMOUN, published by Slovak Academy of Sciences, Mathematical Institute
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.