Calculus of Variations and Geometric Measure Theory

N. Picenni

Staircasing effect for minimizers of the one-dimensional discrete Perona-Malik functional

created by picenni on 21 Jun 2023
modified on 30 Apr 2024

[BibTeX]

Accepted Paper

Inserted: 21 jun 2023
Last Updated: 30 apr 2024

Journal: ESAIM: COCV
Year: 2023
Doi: https://doi.org/10.1051/cocv/2024035

ArXiv: 2306.08652 PDF

Abstract:

We consider the one-dimensional Perona-Malik functional, that is the energy associated to the celebrated forward-backward equation introduced by P. Perona and J. Malik in the context of image processing, with the addition of a forcing term. We discretize the functional by restricting its domain to a finite dimensional space of piecewise constant functions, and by replacing the derivative with a difference quotient. We investigate the asymptotic behavior of minima and minimizers as the discretization scale vanishes. In particular, if the forcing term has bounded variation, we show that any sequence of minimizers converges in the sense of varifolds to the graph of the forcing term, but with tangent component which is a combination of the horizontal and vertical directions. If the forcing term is more regular, we also prove that minimizers actually develop a microstructure that looks like a piecewise constant function at a suitable scale, which is intermediate between the macroscopic scale and the scale of the discretization.