activity
19992024
most citedCompressed sensing imaging techniques for radio interferometry

268 citations · 3.5k across the 88 of their papers we have counts for

collaborators

88 papers

astro-ph.IM2024★ 4 cited

Africanus III. pfb-imaging -- a flexible radio interferometric imaging suite

Hertzog L. Bester, Jonathan S. Kenyon, Audrey Repetti +8

The popularity of the CLEAN algorithm in radio interferometric imaging stems from its maturity, speed, and robustness. While many alternatives have been proposed in the literature,…

math.OC2024

A multilevel framework for accelerating uSARA in radio-interferometric imaging

Guillaume Lauga, Audrey Repetti, Elisa Riccietti +3

This paper presents a multilevel algorithm specifically designed for radio-interferometric imaging in astronomy. The proposed algorithm is used to solve the uSARA (unconstrained Sp…

astro-ph.IM2023★ 18 cited

Scalable precision wide-field imaging in radio interferometry: II. AIRI validated on ASKAP data

Amanda G. Wilber, Arwa Dabbech, Matthieu Terris +2

Accompanying Part I, this sequel delineates a validation of the recently proposed AI for Regularisation in radio-interferometric Imaging (AIRI) algorithm on observations from the A…

astro-ph.IM2023★ 17 cited

Scalable precision wide-field imaging in radio interferometry: I. uSARA validated on ASKAP data

Amanda G. Wilber, Arwa Dabbech, Adrian Jackson +1

As Part I of a paper series showcasing a new imaging framework, we consider the recently proposed unconstrained Sparsity Averaging Reweighted Analysis (uSARA) optimisation algorith…

astro-ph.IM2022★ 6 cited

Deep network series for large-scale high-dynamic range imaging

Amir Aghabiglou, Matthieu Terris, Adrian Jackson +1

We propose a new approach for large-scale high-dynamic range computational imaging. Deep Neural Networks (DNNs) trained end-to-end can solve linear inverse imaging problems almost…

astro-ph.IM2022★ 10 cited

Parallel faceted imaging in radio interferometry via proximal splitting (Faceted HyperSARA): II. Code and real data proof of concept

Pierre-Antoine Thouvenin, Arwa Dabbech, Ming Jiang +4

In a companion paper, a faceted wideband imaging technique for radio interferometry, dubbed Faceted HyperSARA, has been introduced and validated on synthetic data. Building on the…