Unveiling the sampling density in non-uniform geometric graphs

R Paolino, A Bojchevski, S Günnemann… - arXiv preprint arXiv …, 2022 - arxiv.org
A powerful framework for studying graphs is to consider them as geometric graphs: nodes
are randomly sampled from an underlying metric space, and any pair of nodes is connected …

Compressed data separation via unconstrained -split analysis

M Gu, S Li, J Lin - Analysis and Applications, 2023 - World Scientific
We investigate the problems of reconstruction signals' distinct subcomponents, that are
approximately sparse in terms of morphologically different dictionaries, from a few noisy …

Compressed Data Separation via q-Split Analysis with -Constraint

MY Gu, S Li, JH Lin - Acta Mathematica Sinica, English Series, 2024 - Springer
In this paper, we study compressed data separation (CDS) problem, ie, sparse data
separation from a few linear random measurements. We propose the nonconvex ℓ q-split …

An asymptotic analysis of separating pointlike and -curvelike singularities

VT Do, A Goeßmann - arXiv preprint arXiv:2107.01949, 2021 - arxiv.org
In this paper, we present a theoretical analysis of separating images consisting of pointlike
and $ C^{\beta} $-curvelike structures, where $\beta\in (1, 2] $. Our approach is based on …

Multi-component separation, inpainting and denoising with recovery guarantees

VT Do - Research in the Mathematical Sciences, 2024 - Springer
In image processing, problems of separation and reconstruction of missing pixels from
incomplete digital images have been far more advanced in past decades. Many empirical …

Theoretical analysis of image separation and image inpainting: a compressed sensing approach

VT Do - 2023 - depositonce.tu-berlin.de
In image processing, problems of separation and reconstruction of missing pixels from
incomplete digital images have been far more advanced in past decades. Many empirical …

[PDF][PDF] AN ASYMPTOTIC ANALYSIS OF SEPARATING POINTLIKE AND Cβ− CURVELIKE SINGULARITIES

DO VAN TIEP, A GOESSMANN - arXiv preprint arXiv:2107.01949, 2021 - academia.edu
In this paper, we present a theoretical analysis of separating images consisting of pointlike
and Cβ-curvelike structures, where β∈(1, 2]. Our approach is based on l1-minimization, in …