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20182022
most citedAutomatic parameter selection for the TGV regularizer in image restoration under Poisson noise

4 citations · 4 across the 1 of their papers we have counts for

collaborators

7 papers

math.NA20224 cited

Automatic parameter selection for the TGV regularizer in image restoration under Poisson noise

Daniela di Serafino, Monica Pragliola

We address the image restoration problem under Poisson noise corruption. The Kullback-Leibler divergence, which is typically adopted in the variational framework as data fidelity t…

math.NA2021

TGV-based restoration of Poissonian images with automatic estimation of the regularization parameter

Daniela di Serafino, Germana Landi, Marco Viola

The problem of restoring images corrupted by Poisson noise is common in many application fields and, because of its intrinsic ill posedness, it requires regularization techniques f…

math.NA2020

Spatially Adaptive Regularization in Image Segmentation

Laura Antonelli, Valentina De Simone, Daniela di Serafino

We modify the total-variation-regularized image segmentation model proposed by Chan, Esedoglu and Nikolova [SIAM Journal on Applied Mathematics 66, 2006] by introducing local regul…

math.OC2020

Using gradient directions to get global convergence of Newton-type methods

Daniela di Serafino, Gerardo Toraldo, Marco Viola

The renewed interest in Steepest Descent (SD) methods following the work of Barzilai and Borwein [IMA Journal of Numerical Analysis, 8 (1988)] has driven us to consider a globaliza…

math.OC2019

A subspace-accelerated split Bregman method for sparse data recovery with joint l1-type regularizers

Valentina De Simone, Daniela di Serafino, Marco Viola

We propose a subspace-accelerated Bregman method for the linearly constrained minimization of functions of the form ,…

math.NA2019

Constraint-Preconditioned Krylov Solvers for Regularized Saddle-Point Systems

Daniela di Serafino, Dominique Orban

We consider the iterative solution of regularized saddle-point systems. When the leading block is symmetric and positive semi-definite on an appropriate subspace, Dollar, Gould, Sc…