Calculus of Variations and Geometric Measure Theory

K. Bessas

Fractional total variation denoising model with $L^1$ fidelity

created by bessas on 01 Aug 2021
modified on 21 Oct 2022

[BibTeX]

Published Paper

Inserted: 1 aug 2021
Last Updated: 21 oct 2022

Journal: Nonlinear Analysis
Volume: 222
Year: 2022
Doi: https://doi.org/10.1016/j.na.2022.112926

ArXiv: 2108.00450 PDF

Abstract:

We study a nonlocal version of the total variation-based model with $L^1-$fidelity for image denoising, where the regularizing term is replaced with the fractional $s$-total variation. We discuss regularity of the level sets and uniqueness of solutions, both for high and low values of the fidelity parameter. We analyse in detail the case of binary data given by the characteristic functions of convex sets.

Keywords: regularity of minimizers, fractional perimeter, Fractional total variation, Image denoising


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