Hilbert pairs of M-band orthonormal wavelet bases. - Caroline Chaux; Laurent Duval; Jean-Christophe Pesquet (EUSIPCO, 2004)

Lapped Transforms and Hidden Markov Models for Seismic Data Filtering. - Laurent Duval; Caroline Chaux (Int. J. Wavelets Multiresolution Inf. Process., 2004)

2D dual-tree M-band wavelet decomposition. - Caroline Chaux; Laurent Duval; Jean-Christophe Pesquet (ICASSP (4), 2005)

Iterative image deconvolution using overcomplete representations. - Caroline Chaux; Patrick L. Combettes; Jean-Christophe Pesquet; Valérie R. Wajs (EUSIPCO, 2006)

A New Estimator for Image Denoising Using a 2D Dual-Tree M-Band Wavelet Decomposition. - Caroline Chaux; Laurent Duval; Amel Benazza-Benyahia; Jean-Christophe Pesquet (ICASSP (3), 2006)

Image analysis using a dual-tree M-band wavelet transform. - Caroline Chaux; Laurent Duval; Jean-Christophe Pesquet (IEEE Trans. Image Process., 2006)

Analyse en ondelettes M-bandes en arbre dual; application à la restauration d'images. - Caroline Chaux (2006)

2D Dual-Tree Complex Biorthogonal M-Band Wavelet Transform. - Caroline Chaux; Jean-Christophe Pesquet; Laurent Duval (ICASSP (3), 2007)

Noise Covariance Properties in Dual-Tree Wavelet Decompositions. - Caroline Chaux; Jean-Christophe Pesquet; Laurent Duval (IEEE Trans. Inf. Theory, 2007)

A constrained forward-backward algorithm for image recovery problems. - Nelly Pustelnik; Caroline Chaux; Jean-Christophe Pesquet (EUSIPCO, 2008)

A Nonlinear Stein-Based Estimator for Multichannel Image Denoising. - Caroline Chaux; Laurent Duval; Amel Benazza-Benyahia; Jean-Christophe Pesquet (IEEE Trans. Signal Process., 2008)

Hybrid regularization for data restoration in the presence of Poisson noise. - Nelly Pustelnik; Caroline Chaux; Jean-Christophe Pesquet (EUSIPCO, 2009)

A wavelet-based quadratic extension method for image deconvolution in the presence of poisson noise. - Nelly Pustelnik; Caroline Chaux; Jean-Christophe Pesquet (ICASSP, 2009)

Nested Iterative Algorithms for Convex Constrained Image Recovery Problems. - Caroline Chaux; Jean-Christophe Pesquet; Nelly Pustelnik (SIAM J. Imaging Sci., 2009)

A SURE approach for digital signal/image deconvolution problems. - Jean-Christophe Pesquet; Amel Benazza-Benyahia; Caroline Chaux (IEEE Trans. Signal Process., 2009)

Proximal methods for image restoration using a class of non-tight frame representations. - Nelly Pustelnik; Jean-Christophe Pesquet; Caroline Chaux (EUSIPCO, 2010)

Image quantization under spatial smoothness constraints. - Anna Jezierska; Caroline Chaux; Hugues Talbot; Jean-Christophe Pesquet (ICIP, 2010)

An EM approach for Poisson-Gaussian noise modeling. - Anna Jezierska; Caroline Chaux; Jean-Christophe Pesquet; Hugues Talbot (EUSIPCO, 2011)

Image reconstruction from multiple sensors using stein's principle. Application to parallel MRI. - Alexandru Marin; Caroline Chaux; Jean-Christophe Pesquet; Philippe Ciuciu (ISBI, 2011)

Disparity map estimation under convex constraints using proximal algorithms. - Mireille El Gheche; Jean-Christophe Pesquet; Joumana Farah; Caroline Chaux; Béatrice Pesquet-Popescu (SiPS, 2011)

A Spatial Regularization Approach for Vector Quantization. - Caroline Chaux; Anna Jezierska; Jean-Christophe Pesquet; Hugues Talbot (J. Math. Imaging Vis., 2011)

A panorama on multiscale geometric representations, intertwining spatial, directional and frequency selectivity. - Laurent Jacques; Laurent Duval; Caroline Chaux; Gabriel Peyré (Signal Process., 2011)

OPTIMED : optimisation itérative pour la résolution de problèmes inverses de grande taille. - Lotfi Chaâri; Emilie Chouzenoux; Nelly Pustelnik; Caroline Chaux; Saïd Moussaoui (Traitement du Signal, 2011)

Parallel Proximal Algorithm for Image Restoration Using Hybrid Regularization. - Nelly Pustelnik; Caroline Chaux; Jean-Christophe Pesquet (IEEE Trans. Image Process., 2011)

A convex variational approach for multiple removal in seismic data. - Diego Gragnaniello; Caroline Chaux; Jean-Christophe Pesquet; Laurent Duval (EUSIPCO, 2012)

Poisson-Gaussian noise parameter estimation in fluorescence microscopy imaging. - Anna Jezierska; Hugues Talbot; Caroline Chaux; Jean-Christophe Pesquet; Gilbert Engler (ISBI, 2012)

Relaxing Tight Frame Condition in Parallel Proximal Methods for Signal Restoration. - Nelly Pustelnik; Jean-Christophe Pesquet; Caroline Chaux (IEEE Trans. Signal Process., 2012)

ML estimation of wavelet regularization hyperparameters in inverse problems. - Roberto Cavicchioli; Caroline Chaux; Laure Blanc-Féraud; Luca Zanni (ICASSP, 2013)

Seismic multiple removal with a primal-dual proximal algorithm. - Mai Quyen Pham; Caroline Chaux; Laurent Duval; Jean-Christophe Pesquet (ICASSP, 2013)

A convex optimization approach for image resolution enhancement from compressed representations. - Raffaele Gaetano; Béatrice Pesquet-Popescu; Caroline Chaux (DSP, 2013)

A Parallel Proximal Splitting Method for Disparity Estimation from Multicomponent Images Under Illumination Variation. - Caroline Chaux; Mireille El Gheche; Joumana Farah; Jean-Christophe Pesquet; Béatrice Pesquet-Popescu (J. Math. Imaging Vis., 2013)

A constrained-based optimization approach for seismic data recovery problems. - Mai Quyen Pham; Caroline Chaux; Laurent Duval; Jean-Christophe Pesquet (ICASSP, 2014)

Iterative poisson-Gaussian noise parametric estimation for blind image denoising. - Anna Jezierska; Jean-Christophe Pesquet; Hugues Talbot; Caroline Chaux (ICIP, 2014)

Study of different strategies for the Canonical Polyadic decomposition of nonnegative third order tensors with application to the separation of spectra in 3D fluorescence spectroscopy. - Xuan Thanh Vu; Caroline Chaux; Sylvain Maire; Nadège Thirion-Moreau (MLSP, 2014)

An EM Approach for Time-Variant Poisson-Gaussian Model Parameter Estimation. - Anna Jezierska; Caroline Chaux; Jean-Christophe Pesquet; Hugues Talbot; Gilbert Engler (IEEE Trans. Signal Process., 2014)

A Primal-Dual Proximal Algorithm for Sparse Template-Based Adaptive Filtering: Application to Seismic Multiple Removal. - Mai Quyen Pham; Laurent Duval; Caroline Chaux; Jean-Christophe Pesquet (IEEE Trans. Signal Process., 2014)

Sparse signal recovery using a Bernoulli generalized Gaussian prior. - Lotfi Chaâri; Jean-Yves Tourneret; Caroline Chaux (EUSIPCO, 2015)

Sparse adaptive template matching and filtering for 2D seismic images with dual-tree wavelets and proximal methods. - Mai Quyen Pham; Caroline Chaux; Laurent Duval; Jean-Christophe Pesquet (ICIP, 2015)

A New Stochastic Optimization Algorithm to Decompose Large Nonnegative Tensors. - Xuan Thanh Vu; Sylvain Maire; Caroline Chaux; Nadège Thirion-Moreau (IEEE Signal Process. Lett., 2015)

A block parallel majorize-minimize memory gradient algorithm. - Sara Cadoni; Emilie Chouzenoux; Jean-Christophe Pesquet; Caroline Chaux (ICIP, 2016)

A Hamiltonian Monte Carlo Method for Non-Smooth Energy Sampling. - Lotfi Chaâri; Jean-Yves Tourneret; Caroline Chaux; Hadj Batatia (IEEE Trans. Signal Process., 2016)

A Proximal Approach for Nonnegative Tensor Decomposition. - Xuan Thanh Vu; Caroline Chaux; Nadège Thirion-Moreau; Sylvain Maire (LVA/ICA, 2017)

Phase Reconstruction for Time-Frequency Inpainting. - A. Marina Krémé; Valentin Emiya; Caroline Chaux (LVA/ICA, 2018)

Being Low-Rank in the Time-Frequency Plane. - Valentin Emiya; Ronan Hamon; Caroline Chaux (ICASSP, 2018)

Characterization of Finite Signals with Low-Rank Stft. - Konstantin Usevich; Valentin Emiya; David Brie; Caroline Chaux (SSP, 2018)

β-NMF and Sparsity Promoting Regularizations for Complex Mixture Unmixing. Application to 2D HSQC NMR. - Afef Cherni; Sandrine Anthoine; Caroline Chaux (ICASSP, 2020)

Filtering Out Time-Frequency Areas Using Gabor Multipliers. - A. Marina Krémé; Valentin Emiya; Caroline Chaux; Bruno Torrésani (ICASSP, 2020)

An adapted linear discriminant analysis with variable selection for the classification in high-dimension, and an application to medical data. - Le Thi Khuyen; Caroline Chaux; Frédéric J. P. Richard; Eric Guedj (Comput. Stat. Data Anal., 2020)

Time-Frequency Fading Algorithms Based on Gabor Multipliers. - A. Marina Krémé; Valentin Emiya; Caroline Chaux; Bruno Torrésani (IEEE J. Sel. Top. Signal Process., 2021)

Map-Informed Unrolled Algorithms for Hyper-Parameter Estimation. - Pascal Nguyen; Emmanuel Soubies; Caroline Chaux (ICIP, 2023)

Deep Unrolling for Nonconvex Robust Principal Component Analysis. - Elizabeth Z. C. Tan; Caroline Chaux; Emmanuel Soubies; Vincent Y. F. Tan (MLSP, 2023)

Support Exploration Algorithm for Sparse Support Recovery. - Mimoun Mohamed; François Malgouyres; Valentin Emiya; Caroline Chaux (CoRR, 2023)

Straight-Through Meets Sparse Recovery: the Support Exploration Algorithm. - Mimoun Mohamed; François Malgouyres; Valentin Emiya; Caroline Chaux (ICML, 2024)

Learning Permutations in Monarch Factorization. - Mimoun Mohamed; Valentin Emiya; Caroline Chaux (ICASSP, 2025)

Learning Weighted Least Squares Data Term for Poisson Image Deconvolution. - Abhijit Singh; Emmanuel Soubies; Caroline Chaux (ICASSP, 2025)

Unveiling and Mitigating Adversarial Vulnerabilities in Iterative Optimizers. - Elad Sofer; Tomer Shaked; Caroline Chaux; Nir Shlezinger (CoRR, 2025)