1 code implementation • 18 Jan 2024 • Arthur Floquet, Sayantan Dutta, Emmanuel Soubies, Duong Hung Pham, Denis Kouame
Denoising is omnipresent in image processing.
no code implementations • 18 Jul 2023 • Thanh-an Pham, Emmanuel Soubies, Ferréol Soulez, Michael Unser
We show that structural information can be extracted from single molecule localization microscopy (SMLM) data.
no code implementations • 12 Jul 2023 • Elizabeth Z. C. Tan, Caroline Chaux, Emmanuel Soubies, Vincent Y. F. Tan
We design algorithms for Robust Principal Component Analysis (RPCA) which consists in decomposing a matrix into the sum of a low rank matrix and a sparse matrix.
1 code implementation • 15 Feb 2022 • Cassio F. Dantas, Emmanuel Soubies, Cédric Févotte
Non-negative and bounded-variable linear regression problems arise in a variety of applications in machine learning and signal processing.
1 code implementation • 10 Dec 2021 • Sixin Zhang, Emmanuel Soubies, Cédric Févotte
Non-negative matrix factorization with transform learning (TL-NMF) is a recent idea that aims at learning data representations suited to NMF.
1 code implementation • 22 Feb 2021 • Cassio F. Dantas, Emmanuel Soubies, Cédric Févotte
In this work, we extend the existing Gap Safe screening framework by relaxing the global strong-concavity assumption on the dual cost function.
1 code implementation • 19 Dec 2018 • Emmanuel Soubies, Ferréol Soulez, Michael T. McCann, Thanh-an Pham, Laurène Donati, Thomas Debarre, Daniel Sage, Michael Unser
GlobalBioIm is an open-source MATLAB library for solving inverse problems.
Mathematical Software
1 code implementation • 11 Jul 2017 • Emmanuel Soubies, Thanh-an Pham, Michael Unser
Optical diffraction tomography relies on solving an inverse scattering problem governed by the wave equation.
Computational Engineering, Finance, and Science Numerical Analysis Data Analysis, Statistics and Probability Optics