Weekly Seminar
Monotonicity of the jump set for denoising model
Riccardo Cristoferi (Radboud University (The Netherlands))
Thu, 10 Oct 2024 • 10:15 coffee/tea in 001 // 10:45-11:45 talk in 008 • Pontdriesch 14, room 008 SeMath (host: Likhit Ganedi)

Abstract

We consider the minimizer of the ROF functional for denoising, which is the sum of the total variation and the square of the $L^2$ distance from a fixed function $f$. The former term is weighted by a positive parameter alpha. We focus on the one dimensional scalar case. Under mild regularity assumptions on the function $f$, we prove that the jump set of the minimizer is monotone with respect to the parameter alpha. This proves a case of a long-standing conjecture in the field.

This is a joint work in collaboration with Rita Ferreira (KAUST), Irene Fonseca (CMU), and José Iglesias (U. Twente).