Majoration-Minimization algorithms for Image Processing

Información del proyecto

MAJORIS

Identificador del acuerdo de subvención: 850925

DOI

10.3030/850925

Proyecto cerrado

Fecha de la firma de la CE 13 Diciembre 2019

Fecha de inicio 1 Enero 2020

Fecha de finalización 30 Junio 2025

Financiado con arreglo a

• EXCELLENT SCIENCE - European Research Council (ERC)

Coste total

€ 1 500 000,00

Aportación de la UE

€ 1 500 000,00

Coordinado por

INSTITUT NATIONAL DE RECHERCHE EN INFORMATIQUE ET AUTOMATIQUE
France

CORDIS proporciona enlaces a los documentos públicos y las publicaciones de los proyectos de los programas marco HORIZONTE.

Los enlaces a los documentos y las publicaciones de los proyectos del Séptimo Programa Marco, así como los enlaces a algunos tipos de resultados específicos, como conjuntos de datos y «software», se obtienen dinámicamente de OpenAIRE .

Publicaciones

Conference proceedings (20)

Unrolled Deep Networks for Sparse Signal Restoration in Analytical Chemistry

Autores: Mouna Gharbi, Silvia Villa, Emilie Chouzenoux, Jean-Christophe Pesquet, Laurent Duval
Publicado en: 2024 IEEE 34th International Workshop on Machine Learning for Signal Processing (MLSP), 2024, Página(s) 1-6
Editor: IEEE
DOI: 10.1109/mlsp58920.2024.10734838

Simulated annealing: a review and a new scheme

Autores: Thomas Guilmeau, Emilie Chouzenoux, Victor Elvira
Publicado en: 2021 IEEE Statistical Signal Processing Workshop, 2021
Editor: IEEE

A Penalized Subspace Strategy for Solving Large-Scale Constrained Optimization Problems

Autores: Ségolène Martin, Emilie Chouzenoux, Jean-Christophe Pesquet
Publicado en: 2021 European Signal Processing Conference, 2021, ISSN 2076-1465
Editor: IEEE
DOI: 10.23919/eusipco54536.2021.9615919

Graphical Inference in Non-Markovian Linear-Gaussian State-Space Models

Autores: Émilie Chouzenoux, Víctor Elvira
Publicado en: ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2024
Editor: IEEE
DOI: 10.1109/icassp48485.2024.10447747

Deep Unrolled Architecture for Fast and Accurate Gaussian Independent Vector Analysis

Autores: Gaspard Blaise, Clément Cosserat, Emilie Chouzenoux, Jean-Christophe Pesquet, Tülay Adali
Publicado en: Proceedings of SSP 2025 - IEEE Statistical Signal Processing Workshop, 2025
Editor: IEEE

GPU-based Implementations of MM Algorithms. Application to Spectroscopy Signal Restoration

Autores: Mouna Gharbi, Emilie Chouzenoux, Jean-Christophe Pesquet, Laurent Duval
Publicado en: 2021 European Signal Processing Conference, 2021
Editor: IEEE

Proximal-based adaptive simulated annealing for global optimization

Autores: Thomas Guilmeau, Emilie Chouzenoux, Victor Elvira
Publicado en: 2022 IEEE International Conference on Acoustics, Speech and Signal Processing, 2022
Editor: IEEE

Stability of Unfolded Forward-Backward to Perturbations in Observed Data

Autores: Cécile de Valle, Ezequiel Centofanti, Emilie Chouzenoux, Jean-Christophe Pesquet
Publicado en: 2023 31st European Signal Processing Conference (EUSIPCO), 2023
Editor: IEEE
DOI: 10.23919/eusipco58844.2023.10290061

A Proximal Approach to IVA-G with Convergence Guarantees

Autores: Clément Cosserat, Ben Gabrielson, Emilie Chouzenoux, Jean-Christophe Pesquet, Tülay Adali
Publicado en: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023
Editor: IEEE
DOI: 10.1109/icassp49357.2023.10096421

A Bregman Majorization-Minimization Framework for PET Image Reconstruction

Autores: Claire Rossignol, Florent Sureau, Émilie Chouzenoux, Claude Comtat, Jean-Christophe Pesquet
Publicado en: 2022 IEEE International Conference on Image Processing, 2022
Editor: IEEE

Démélange, déconvolution et débruitage conjoints d'un modèle convolutif parcimonieux avec dérive instrumentale, par pénalisation de rapports de normes ou quasi-normes lissées (PENDANTSS)

Autores: Zheng, Paul; Chouzenoux, Emilie; Duval, Laurent
Publicado en: Proceedings of GRETSI 2023, Edición 2023, 2023
Editor: GRETSI
DOI: 10.48550/arxiv.2307.01761

Learning a sparse polynomial approximation to the transition function of general state-space models

Autores: Benjamin Cox, Emilie Chouzenoux, Víctor Elvira
Publicado en: Proceedings of the ICASSP 2025 - IEEE International Conference on Acoustics, Speech and Signal Processing, 2025
Editor: IEEE

Graphem: EM Algorithm for Blind Kalman Filtering Under Graphical Sparsity Constraints

Autores: Victor Elvira, Emilie Chouzenoux
Publicado en: 2020 International Conference on Acoustics, Speech and Signal Processing, 2020, ISBN 978-1-5090-6631-5
Editor: ieee
DOI: 10.1109/icassp40776.2020.9053646

Stochastic Majorize-Minimize Subspace Algorithm with Application to Binary Classification

Autores: Jean-Baptiste Fest, Emilie Chouzenoux
Publicado en: 2021 European Signal Processing Conference, 2021
Editor: IEEE

Proximal Gradient Algorithm in the Presence of Adjoint Mismatch

Autores: Marion Savanier, Emilie Chouzenoux, Jean-Christophe Pesquet, Cyril Riddell, Yves Trousset
Publicado en: 2020 European Signal Processing Conference, 2020, ISBN 978-9-0827-9705-3
Editor: IEEE
DOI: 10.23919/eusipco47968.2020.9287430

Graphit: Iterative Reweighted ℓ₁Algorithm for Sparse Graph Inference in State-Space Models

Autores: Émilie Chouzenoux, Víctor Elvira
Publicado en: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023
Editor: IEEE
DOI: 10.1109/icassp49357.2023.10096021

Adaptive importance sampling for heavy-tailed distributions via α-divergence minimization

Autores: Thomas Guilmeau, Nicola Branchini, Emilie Chouzenoux, Víctor Elvira
Publicado en: Proceedings of 27th International Conference on Artificial Intelligence and Statistics (AISTATS 2024), 2024
Editor: AISTATS
DOI: 10.48550/arxiv.2310.16653

Adaptive Simulated Annealing Through Alternating Rényi Divergence Minimization

Autores: Thomas Guilmeau, Emilie Chouzenoux, Víctor Elvira
Publicado en: ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023
Editor: IEEE
DOI: 10.1109/icassp49357.2023.10096619

Block Distributed 3MG Algorithm and its Application to 3D Image Restoration

Autores: Mathieu Chalvidal, Emilie Chouzenoux
Publicado en: 2020 IEEE International Conference on Image Processing (ICIP), 2020, Página(s) 938-942, ISBN 978-1-7281-6395-6
Editor: IEEE
DOI: 10.1109/icip40778.2020.9190921

A new non-convex framework to improve asymptotical knowledge on generic stochastic gradient descent

Autores: Jean-Baptiste Fest, Audrey Repetti, Emilie Chouzenoux
Publicado en: Proceedings of IEEE International Workshop on Machine Learning and Image Processing (MLSP 2023), 2023
Editor: IEEE
DOI: 10.48550/arxiv.2307.06987

Peer reviewed articles (25)

A Local MM Subspace Method for Solving Constrained Variational Problems in Image Recovery

Autores: Emilie Chouzenoux, Ségolène Martin, Jean-Christophe Pesquet
Publicado en: Journal of Mathematical Imaging and Vision, 2022, ISSN 0924-9907
Editor: Kluwer Academic Publishers

Block delayed Majorize-Minimize subspace algorithm for large scale image restoration ^*

Autores: Mathieu Chalvidal, Emilie Chouzenoux, Jean-Baptiste Fest, Claire Lefort
Publicado en: Inverse Problems, Edición 39, 2023, Página(s) 044002, ISSN 0266-5611
Editor: Institute of Physics Publishing
DOI: 10.1088/1361-6420/acbdb9

Sparse Graphical Linear Dynamical Systems

Autores: Emilie Chouzenoux, Victor Elvira
Publicado en: Journal of Machine Learning Research, 2024, ISSN 1532-4435
Editor: MIT Press
DOI: 10.48550/arxiv.2307.03210

Solution of Mismatched Monotone+Lipschitz Inclusion Problems

Autores: Chouzenoux, Emilie; Pesquet, Jean-Christophe; Roldán, Fernando
Publicado en: SIAM Journal on Optimization, 2024, ISSN 1052-6234
Editor: Society for Industrial and Applied Mathematics
DOI: 10.48550/arxiv.2310.06402

Regularized Rényi divergence minimization through Bregman proximal gradient algorithms

Autores: Thomas Guilmeau, Emilie Chouzenoux, Víctor Elvira
Publicado en: Journal of Machine Learning Research, 2025, ISSN 1533-7928
Editor: JMLR

Stability Bounds for the Unfolded Forward-Backward Algorithm

Autores: Emilie Chouzenoux, Cecile Della Valle, Jean-Christophe Pesquet
Publicado en: Journal of Mathematical Imaging and Vision, 2025, ISSN 0924-9907
Editor: Kluwer Academic Publishers

Unmatched Preconditioning of the Proximal Gradient Algorithm

Autores: Marion Savanier; Emilie Chouzenoux; Jean-Christophe Pesquet; Cyril Riddell
Publicado en: IEEE Signal Processing Letters, Edición 4, 2022, Página(s) 1122 - 1126, ISSN 1070-9908
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lsp.2022.3169088

Graphical Inference in Linear-Gaussian State-Space Models

Autores: Victor Elvira, Emilie Chouzenoux
Publicado en: IEEE Transactions on Signal Processing, Edición 70, 2024, Página(s) 4757-4771, ISSN 1053-587X
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tsp.2022.3209016

Aggregated f -average Neural Network applied to Few-Shot Class Incremental Learning

Autores: Mathieu Vu, Emilie Chouzenoux, Ismail Ben Ayed, Jean-Christophe Pesquet
Publicado en: Signal Processing, 2025, ISSN 0165-1684
Editor: Elsevier BV

An unrolled half-quadratic approach for sparse signal recovery in spectroscopy

Autores: Mouna Gharbi, Emilie Chouzenoux, Jean-Christophe Pesquet
Publicado en: Signal Processing, Edición 218, 2024, Página(s) 109369, ISSN 0165-1684
Editor: Elsevier BV
DOI: 10.1016/j.sigpro.2023.109369

A stochastic use of the Kurdyka-Lojasiewicz property: Investigation of optimization algorithms behaviours in a non-convex differentiable framework

Autores: Jean-Baptiste Fest, Audrey Repetti, Emilie Chouzenoux
Publicado en: Foundations of Data Science, 2025, ISSN 2639-8001
Editor: FODS

Unrolled Variational Bayesian Algorithm for Image Blind Deconvolution

Autores: Yunshi Huang, Emilie Chouzenoux, Jean-Christophe Pesquet
Publicado en: IEEE Transactions on Image Processing, Edición 32, 2024, Página(s) 430-445, ISSN 1057-7149
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tip.2022.3224322

GraphGrad: Efficient Estimation of Sparse Polynomial Representations for General State-Space Models

Autores: Benjamin Cox, Émilie Chouzenoux, Víctor Elvira
Publicado en: IEEE Transactions on Signal Processing, Edición 73, 2025, Página(s) 1562-1576, ISSN 1053-587X
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tsp.2025.3554876

Efficient bayes inference in neural networks through adaptive importance sampling

Autores: Yunshi Huang, Emilie Chouzenoux, Víctor Elvira, Jean-Christophe Pesquet
Publicado en: Journal of the Franklin Institute, Edición 360, 2023, Página(s) 12125-12149, ISSN 0016-0032
Editor: Pergamon Press Ltd.
DOI: 10.1016/j.jfranklin.2023.08.044

Convergence Results for Primal-Dual Algorithms in the Presence of Adjoint Mismatch

Autores: Emilie Chouzenoux, Andrés Contreras, Jean-Christophe Pesquet, Marion Savanier
Publicado en: SIAM Journal on Imaging Sciences, Edición 16, 2023, Página(s) 1-34, ISSN 1936-4954
Editor: Society for Industrial and Applied Mathematics
DOI: 10.1137/22m1490223

Optimized Population Monte Carlo

Autores: Victor Elvira, Emilie Chouzenoux
Publicado en: IEEE Transactions on Signal Processing, Edición volume 70, 2022, Página(s) 2489-2501, ISSN 1053-587X
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tsp.2022.3172619

SABRINA: A Stochastic Subspace Majorization-Minimization Algorithm

Autores: Emilie Chouzenoux, Jean-Baptiste Fest
Publicado en: Journal of Optimization Theory and Applications, Edición 195, 2022, Página(s) 919-952, ISSN 0022-3239
Editor: Kluwer Academic/Plenum Publishers
DOI: 10.1007/s10957-022-02122-y

A Divergence-Based Condition to Ensure Quantile Improvement in Black-Box Global Optimization

Autores: Thomas Guilmeau, Emilie Chouzenoux, Víctor Elvira
Publicado en: IEEE Transactions on Evolutionary Computation, Edición 29, 2025, Página(s) 1017-1028, ISSN 1089-778X
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tevc.2024.3452420

Convergence analysis of block majorize-minimize subspace approach

Autores: Emilie Chouzenoux, Jean-Baptiste Fest
Publicado en: Optimization Letters, Edición 18, 2024, Página(s) 1111-1130, ISSN 1862-4472
Editor: Springer Verlag
DOI: 10.1007/s11590-023-02055-z

FAMOUS: a fast instrumental and computational pipeline for multiphoton microscopy applied to 3D imaging of muscle ultrastructure

Autores: Claire Lefort, Mathieu Chalvidal, Alexis Parenté, Véronique Blanquet, Henri Massias, Leatitia Magnol, Emilie Chouzenoux
Publicado en: Journal of Physics D: Applied Physics, Edición volume 54, number 27, 2021, Página(s) 274005, ISSN 1742-6588
Editor: Institute of Physics
DOI: 10.1088/1361-6463/abf8f2

PENDANTSS: PEnalized Norm-Ratios Disentangling Additive Noise, Trend and Sparse Spikes

Autores: Paul Zheng, Emilie Chouzenoux, Laurent Duval
Publicado en: IEEE Signal Processing Letters, Edición 30, 2024, Página(s) 215-219, ISSN 1070-9908
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lsp.2023.3251891

A Proximal Newton Adaptive Importance Sampler

Autores: Víctor Elvira, Émilie Chouzenoux, O. Deniz Akyildiz
Publicado en: IEEE Signal Processing Letters, Edición 32, 2025, Página(s) 1545-1549, ISSN 1070-9908
Editor: Institute of Electrical and Electronics Engineers
DOI: 10.1109/lsp.2025.3553790

Deep Unfolding of the DBFB Algorithm With Application to ROI CT Imaging With Limited Angular Density

Autores: Marion Savanier, Emilie Chouzenoux, Jean-Christophe Pesquet, Cyril Riddell
Publicado en: IEEE Transactions on Computational Imaging, Edición 9, 2023, Página(s) 502-516, ISSN 2333-9403
Editor: IEEE
DOI: 10.1109/tci.2023.3279053

On variational inference and maximum likelihood estimation with the $ \lambda $-exponential family

Autores: Thomas Guilmeau, Emilie Chouzenoux, Víctor Elvira
Publicado en: Foundations of Data Science, Edición 6, 2024, Página(s) 85-123, ISSN 2639-8001
Editor: Springfield MO: American Institute of Mathematical Science
DOI: 10.3934/fods.2024011

Convergence of proximal gradient algorithm in the presence of adjoint mismatch *

Autores: Emilie Chouzenoux, Jean-Christophe Pesquet, Cyril Riddell, Marion Savanier, Yves Trousset
Publicado en: Inverse Problems, Edición 37/6, 2021, Página(s) 065009, ISSN 0266-5611
Editor: Institute of Physics Publishing
DOI: 10.1088/1361-6420/abd85c

Book chapters (2)

Optimization Methods for Signal Processing

Autores: Emilie Chouzenoux, Jean-Christophe Pesquet
Publicado en: Source Separation in Physical-Chemical Sensing, Edición 2, 2023
Editor: IEEE Press

Majoration-Minimization for Sparse SVMs

Autores: Alessandro Benfenati, Emilie Chouzenoux, Giorgia Franchini, Salla Latva-Äijö, Dominik Narnhofer, Jean-Christophe Pesquet, Sebastian J. Scott, Mahsa Yousefi
Publicado en: Springer INdAM Series, Advanced Techniques in Optimization for Machine Learning and Imaging, 2024, Página(s) 31-54
Editor: Springer Nature Singapore
DOI: 10.1007/978-981-97-6769-4_3