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Emmanuel Soubies

2 accepted papers

2025

Learning Weighted Least Squares Data Term for Poisson Image Deconvolution

ICASSP 2025accepted

Weighted least squares are often used to approximate log-likelihoods when solving inverse problems involving non-Gaussian noise as they are more appealing from an optimization perspective. Although a theoretical expression of the weights can be derived for specific noises, this may become intractabl…

Cited by 0SourceScholar
2021

Safe Screening for Sparse Regression with the Kullback-Leibler Divergence

ICASSP 2021accepted

Safe screening rules are powerful tools to accelerate iterative solvers in sparse regression problems. They allow early identification of inactive coordinates (i.e., those not belonging to the support of the solution) which can thus be screened out in the course of iterations. In this paper, we exte…

Cited by 0SourceScholar