| 2025 | CVPR | UNEM: UNrolled Generalized EM for Transductive Few-Shot Learning. | Long Zhou, Fereshteh Shakeri, Aymen Sadraoui, Mounir Kaaniche, Jean-Christophe Pesquet, Ismail Ben Ayed |
| 2024 | CVPR | Transductive Zero-Shot and Few-Shot CLIP. | Sgolne Martin, Yunshi Huang, Fereshteh Shakeri, Jean-Christophe Pesquet, Ismail Ben Ayed |
| 2024 | ICIP | Unrolled Projected Gradient Algorithm For Stain Separation In Digital Histopathological Images. | Aymen Sadraoui, Astrid Laurent-Bellue, Mounir Kaaniche, Amel Benazza-Benyahia, Catherine Guettier, Jean-Christophe Pesquet |
| 2023 | CVPR | Proximal Splitting Adversarial Attack for Semantic Segmentation. | Jrme Rony, Jean-Christophe Pesquet, Ismail Ben Ayed |
| 2023 | ICASSP | A Variational Inequality Model for Learning Neural Networks. | Patrick L. Combettes, Jean-Christophe Pesquet, Audrey Repetti |
| 2023 | ICASSP | A Proximal Approach to IVA-G with Convergence Guarantees. | Clment Cosserat, Ben Gabrielson, Emilie Chouzenoux, Jean-Christophe Pesquet, Tlay Adali |
| 2022 | ICASSP | A Non-Convex Proximal Approach for Centroid-Based Classification. | Mewe-Hezoudah Kahanam, Laurent Le Brusquet, Sgolne Martin, Jean-Christophe Pesquet |
| 2022 | ICASSP | A Convex Formulation for the Robust Estimation of Multivariate Exponential Power Models. | Nora Ouzir, Jean-Christophe Pesquet, Frdric Pascal |
| 2022 | ICIP | A Bregman Majorization-Minimization Framework for Pet Image Reconstruction. | Claire Rossignol, Florent Sureau, Emilie Chouzenoux, Claude Comtat, Jean-Christophe Pesquet |
| 2022 | SAFECOMP | Safe Design of Stable Neural Networks for Fault Detection in Small UAVs. | Kavya Gupta, Fateh Kaakai, Batrice Pesquet-Popescu, Jean-Christophe Pesquet |
| 2021 | ICASSP | A Quantitative Analysis Of The Robustness Of Neural Networks For Tabular Data. | Kavya Gupta, Batrice Pesquet-Popescu, Fateh Kaakai, Jean-Christophe Pesquet |
| 2021 | ICASSP | Deep Transform and Metric Learning Networks. | Wen Tang, Emilie Chouzenoux, Jean-Christophe Pesquet, Hamid Krim |
| 2021 | ICIP | A Neural Network Approach For Joint Optimization Of Predictors In Lifting-Based Image Coders. | Tassnim Dardouri, Mounir Kaaniche, Amel Benazza-Benyahia, Jean-Christophe Pesquet, Gabriel Dauphin |
| 2021 | ICIP | Enhanced Convergent PNP Algorithms For Image Restoration. | Matthieu Terris, Audrey Repetti, Jean-Christophe Pesquet, Yves Wiaux |
| 2021 | ICML | Sparsifying Networks via Subdifferential Inclusion. | Sagar Verma, Jean-Christophe Pesquet |
| 2021 | IJCAI | An Adversarial Attacker for Neural Networks in Regression Problems. | Kavya Gupta, Jean-Christophe Pesquet, Batrice Pesquet-Popescu, Fateh Kaakai, Fragkiskos D. Malliaros |
| 2020 | AAAI | Modeling Electrical Motor Dynamics Using Encoder-Decoder with Recurrent Skip Connection. | Sagar Verma, Nicolas Henwood, Marc Castella, Franois Malrait, Jean-Christophe Pesquet |
| 2020 | ICASSP | A Moment-Based Approach for Guaranteed Tensor Decomposition. | Arthur Marmin, Marc Castella, Jean-Christophe Pesquet |
| 2020 | ICASSP | Accuracy-Robustness Trade-Off for Positively Weighted Neural Networks. | Ana Neacsu, Jean-Christophe Pesquet, Corneliu Burileanu |
| 2020 | ICASSP | Building Firmly Nonexpansive Convolutional Neural Networks. | Matthieu Terris, Audrey Repetti, Jean-Christophe Pesquet, Yves Wiaux |
| 2020 | ICIP | Optimized Lifting Scheme Based on A Dynamical Fully Connected Network for Image Coding. | Tassnim Dardouri, Mounir Kaaniche, Amel Benazza-Benyahia, Jean-Christophe Pesquet |
| 2020 | IECON | Neural Networks based Speed-Torque Estimators for Induction Motors and Performance Metrics. | Sagar Verma, Nicolas Henwood, Marc Castella, Al Kassem Jebai, Jean-Christophe Pesquet |
| 2019 | ICASSP | How to Globally Solve Non-convex Optimization Problems Involving an Approximate ℓ0 Penalization. | Arthur Marmin, Marc Castella, Jean-Christophe Pesquet |
| 2019 | ICIP | Learned Image Deblurring by Unfolding a Proximal Interior Point Algorithm. | Marie-Caroline Corbineau, Carla Bertocchi, Emilie Chouzenoux, Marco Prato, Jean-Christophe Pesquet |
| 2018 | ICASSP | A Nonconvex Variational Approach for Robust Graphical Lasso. | Alessandro Benfenati, Emilie Chouzenoux, Jean-Christophe Pesquet |
| 2018 | ICASSP | PIPA: A New Proximal Interior Point Algorithm for Large-Scale Convex Optimization. | Marie-Caroline Corbineau, Emilie Chouzenoux, Jean-Christophe Pesquet |
| 2018 | ICASSP | Block-Coordinate Proximal Algorithms for Scale-Free Texture Segmentation. | Barbara Pascal, Nelly Pustelnik, Patrice Abry, Jean-Christophe Pesquet |
| 2018 | ICIP | A Multicore Convex Optimization Algorithm with Applications to Video Restoration. | Feriel Abboud, Emilie Chouzenoux, Jean-Christophe Pesquet, Hugues Talbot |
| 2017 | ICIP | HOGMep: Variational Bayes and higher-order graphical models applied to joint image recovery and segmentation. | Aurlie Pirayre, Yuling Zheng, Laurent Duval, Jean-Christophe Pesquet |
| 2016 | ICASSP | Fast variational Bayesian signal recovery in the presence of Poisson-Gaussian noise. | Yosra Marnissi, Yuling Zheng, Jean-Christophe Pesquet |
| 2016 | ICIP | A block parallel majorize-minimize memory gradient algorithm. | Sara Cadoni, Emilie Chouzenoux, Jean-Christophe Pesquet, Caroline Chaux |
| 2015 | ACSSC | A distributed strategy for computing proximity operators. | Feriel Abboud, Emilie Chouzenoux, Jean-Christophe Pesquet, Jean-Hugues Chenot, Louis Laborelli |
| 2015 | ICASSP | Fast convex optimization for connectivity enforcement in gene regulatory network inference. | Aurlie Pirayre, Camille Couprie, Laurent Duval, Jean-Christophe Pesquet |
| 2015 | ICASSP | A random block-coordinate primal-dual proximal algorithm with application to 3D mesh denoising. | Audrey Repetti, Emilie Chouzenoux, Jean-Christophe Pesquet |
| 2015 | ICIP | A dual block coordinate proximal algorithm with application to deconvolution of interlaced video sequences. | Feriel Abboud, Emilie Chouzenoux, Jean-Christophe Pesquet, Jean-Hugues Chenot, Louis Laborelli |
| 2015 | ICIP | Color deflickering for high-speed video in the presence of artificial lighting. | Ali Kanj, Hugues Talbot, Jean-Christophe Pesquet, Raoul Rodriguez Luparello |
| 2015 | ICIP | 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 |
| 2015 | ISMM | When Convex Analysis Meets Mathematical Morphology on Graphs. | Laurent Najman, Jean-Christophe Pesquet, Hugues Talbot |
| 2014 | ICASSP | Epigraphical proximal projection for sparse multiclass SVM. | Giovanni Chierchia, Nelly Pustelnik, Jean-Christophe Pesquet, Batrice Pesquet-Popescu |
| 2014 | ICASSP | Accurate rate-distortion approximation for sparse Bernoulli-Generalized Gaussian models. | Mounir Kaaniche, Aurlia Fraysse, Batrice Pesquet-Popescu, Jean-Christophe Pesquet |
| 2014 | ICASSP | A constrained-based optimization approach for seismic data recovery problems. | Mai Quyen Pham, Caroline Chaux, Laurent Duval, Jean-Christophe Pesquet |
| 2014 | ICASSP | A preconditioned Forward-Backward approach with application to large-scale nonconvex spectral unmixing problems. | Audrey Repetti, Emilie Chouzenoux, Jean-Christophe Pesquet |
| 2014 | ICIP | A forward-backward view of some primal-dual optimization methods in image recovery. | Patrick L. Combettes, Laurent Condat, Jean-Christophe Pesquet, Bang Cng Vu |
| 2014 | ICIP | Iterative poisson-Gaussian noise parametric estimation for blind image denoising. | Anna Jezierska, Jean-Christophe Pesquet, Hugues Talbot, Caroline Chaux |
| 2014 | ICIP | A nonconvex regularized approach for phase retrieval. | Audrey Repetti, Emilie Chouzenoux, Jean-Christophe Pesquet |
| 2013 | ICASSP | An epigraphical convex optimization approach for multicomponent image restoration using non-local structure tensor. | Giovanni Chierchia, Nelly Pustelnik, Jean-Christophe Pesquet, Batrice Pesquet-Popescu |
| 2013 | ICASSP | A proximal approach for optimization problems involving kullback divergences. | Mireille El Gheche, Jean-Christophe Pesquet, Joumana Farah |
| 2013 | ICASSP | Seismic multiple removal with a primal-dual proximal algorithm. | Mai Quyen Pham, Caroline Chaux, Laurent Duval, Jean-Christophe Pesquet |
| 2013 | ICIP | Generalized multivariate exponential power prior for wavelet-based multichannel image restoration. | Yosra Marnissi, Amel Benazza-Benyahia, Emilie Chouzenoux, Jean-Christophe Pesquet |
| 2012 | ICASSP | A proximal approach for constrained cosparse modelling. | Giovanni Chierchia, Nelly Pustelnik, Jean-Christophe Pesquet, Batrice Pesquet-Popescu |
| 2012 | ICASSP | A primal-dual proximal splitting approach for restoring data corrupted with poisson-gaussian noise. | Anna Jezierska, Emilie Chouzenoux, Jean-Christophe Pesquet, Hugues Talbot |
| 2012 | ICIP | Adaptive lifting schemes with a global ℓ1 minimization technique for image coding. | Mounir Kaaniche, Batrice Pesquet-Popescu, Jean-Christophe Pesquet, Amel Benazza-Benyahia |
| 2012 | PCS | A convex programming bit allocation method for sparse sources. | Mounir Kaaniche, Aurlia Fraysse, Batrice Pesquet-Popescu, Jean-Christophe Pesquet |
| 2011 | ICASSP | Dual constrained TV-based regularization. | Camille Couprie, Hugues Talbot, Jean-Christophe Pesquet, Laurent Najman, Leo J. Grady |
| 2011 | ICASSP | Proximal splitting methods for depth estimation. | Mireille El Gheche, Jean-Christophe Pesquet, Joumana Farah, Mounir Kaaniche, Batrice Pesquet-Popescu |
| 2011 | ICIP | A Memory Gradient algorithm for ℓ2 - ℓ0 regularization with applications to image restoration. | Emilie Chouzenoux, Jean-Christophe Pesquet, Hugues Talbot, Anna Jezierska |
| 2010 | ICASSP | A hierarchical Bayesian model for frame representation. | Lotfi Chari, Jean-Christophe Pesquet, Jean-Yves Tourneret, Philippe Ciuciu, Amel Benazza-Benyahia |
| 2010 | ICASSP | Two-dimensional non separable adaptive lifting scheme for still and stereo image coding. | Mounir Kaaniche, Jean-Christophe Pesquet, Amel Benazza-Benyahia, Batrice Pesquet-Popescu |
| 2010 | ICIP | Alternating proximal algorithm for blind image recovery. | Jrme Bolte, Patrick L. Combettes, Jean-Christophe Pesquet |
| 2010 | ICIP | Proximal method for geometry and texture image decomposition. | Luis M. Briceo-Arias, Patrick L. Combettes, Jean-Christophe Pesquet, Nelly Pustelnik |
| 2010 | ICIP | Image quantization under spatial smoothness constraints. | Anna Jezierska, Caroline Chaux, Hugues Talbot, Jean-Christophe Pesquet |
| 2009 | ICASSP | Split convex minimization algorithm for signal recovery. | Patrick L. Combettes, Jean-Christophe Pesquet |
| 2009 | ICASSP | A wavelet-based quadratic extension method for image deconvolution in the presence of poisson noise. | Nelly Pustelnik, Caroline Chaux, Jean-Christophe Pesquet |
| 2009 | ICIP | Wavelet-based parallel MRI regularization using bivariate sparsity promoting priors. | Lotfi Chari, Amel Benazza-Benyahia, Jean-Christophe Pesquet, Philippe Ciuciu |
| 2009 | ICIP | Dense disparity map representations for stereo image coding. | Mounir Kaaniche, Wided Miled, Batrice Pesquet-Popescu, Amel Benazza-Benyahia, Jean-Christophe Pesquet |
| 2008 | ICASSP | Rate-distortion results for Generalized Gaussian distributions. | Aurlia Fraysse, Batrice Pesquet-Popescu, Jean-Christophe Pesquet |
| 2008 | MMSP | A convex programming approach for color stereo matching. | Wided Miled, Batrice Pesquet-Popescu, Jean-Christophe Pesquet |
| 2007 | ICASSP | 2D Dual-Tree Complex Biorthogonal M-Band Wavelet Transform. | Caroline Chaux, Jean-Christophe Pesquet, Laurent Duval |
| 2007 | ICASSP | Oversampled Inverse Complex Lapped Transform Optimization. | Jrme Gauthier, Laurent Duval, Jean-Christophe Pesquet |
| 2007 | ICASSP | A Compressed Sensing Approach to Frame-Based Multiple Description Coding. | Teodora Petrisor, Batrice Pesquet-Popescu, Jean-Christophe Pesquet |
| 2006 | ICASSP | A Decomposition Method for Nonsmooth Convex Variational Signal Recovery. | Heinz H. Bauschke, Patrick L. Combettes, Jean-Christophe Pesquet |
| 2006 | ICASSP | 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 |
| 2006 | ICASSP | Low Redundancy Oversampled Lapped Transforms and Application to 3D Seismic Data Filtering. | Jrme Gauthier, Laurent Duval, Jean-Christophe Pesquet |
| 2005 | ICASSP | Source separation by quadratic contrast functions: a blind approach based on any higher-order statistics. | Marc Castella, Saloua Rhioui, Eric Moreau, Jean-Christophe Pesquet |
| 2005 | ICASSP | 2D dual-tree M-band wavelet decomposition. | Caroline Chaux, Laurent Duval, Jean-Christophe Pesquet |
| 2005 | ICASSP | Comparison of redundant wavelet schemes for multiple description coding of video sequences. | Teodora Petrisor, Christophe Tillier, Batrice Pesquet-Popescu, Jean-Christophe Pesquet |
| 2005 | ICIP | Wavelet-based multiple description coding of images with iterative convex optimization techniques. | Teodora Petrisor, Batrice Pesquet-Popescu, Jean-Christophe Pesquet |
| 2004 | ICASSP | An extended sure approach for multicomponent image denoising. | Amel Benazza-Benyahia, Jean-Christophe Pesquet |
| 2004 | ICASSP | A quadratic MISO contrast function for blind equalization. | Marc Castella, Eric Moreau, Jean-Christophe Pesquet |
| 2004 | ICASSP | Constraint construction in convex set theoretic signal recovery via Stein's principle [image denoising example]. | Patrick L. Combettes, Jean-Christophe Pesquet |
| 2004 | ICIP | Estimating first-order finite-difference information in image restoration problems. | Patrick L. Combettes, Jean-Christophe Pesquet |
| 2004 | MMSP | Redundant multiresolution analysis for multiple description video coding. | Teodora Petrisor, Christophe Tillier, Batrice Pesquet-Popescu, Jean-Christophe Pesquet |
| 2003 | ICASSP | Wavelet estimation of cyclospectra. | Sami Touati, Jean-Christophe Pesquet |
| 2003 | ICIP | Total variation information in image recovery. | Patrick L. Combettes, Jean-Christophe Pesquet |
| 2003 | IGARSS | Adapted vector-lifting schemes for multiband textured image coding. | Amel Benazza-Benyahia, Jean-Christophe Pesquet, M. H. Gharbia |
| 2002 | ICASSP | A new interband multiwavelet decomposition for exact coding of multicomponent images. | Amel Benazza-Benyahia, Jean-Christophe Pesquet, Noura Azzabou |
| 2002 | ICASSP | Performance analysis of blind signal separation methods based on asymmetric contrast functions. | Jean-Christophe Pesquet, Eric Moreau, Nadge Thirion-Moreau |
| 2001 | ICASSP | Lossless coding for progressive archival of multispectral images. | Amel Benazza-Benyahia, Jean-Christophe Pesquet, Mohamed Hamdi |
| 2001 | ICASSP | Frequency-domain contrast functions for separation of convolutive mixtures. | Jean-Christophe Pesquet, Binning Chen, Athina P. Petropulu |
| 2001 | ICASSP | Estimating long-range dependence in impulsive traffic flows. | Xueshi Yang, Athina P. Petropulu, Jean-Christophe Pesquet |
| 2001 | ICIP | Joint singular value decomposition - a new tool for separable representation of images. | Batrice Pesquet-Popescu, Jean-Christophe Pesquet, Athina P. Petropulu |
| 2000 | ICASSP | Multiplivative matching pursuit. | Amina Serir, Jean-Christophe Pesquet |
| 1998 | ICASSP | Parsimony and wavelet methods for denoising. | Hamid Krim, Jean-Christophe Pesquet, Irvin C. Schick |
| 1998 | ICIP | Nonlinear Multiresolution Image Analysis via Convex Projections. | Patrick L. Combettes, Jean-Christophe Pesquet |
| 1997 | ICASSP | Independence/decorrelation measures with applications to optimized orthonormal representations. | Eric Moreau, Jean-Christophe Pesquet |
| 1996 | ICASSP | Best basis segmentation of ECG signals using novel optimality criteria. | Dana H. Brooks, Hamid Krim, Jean-Christophe Pesquet, Robert S. MacLeod |
| 1996 | ICASSP | A nonlinear subband decomposition with perfect reconstruction. | Frances Jane Hampson, Jean-Christophe Pesquet |
| 1996 | ICASSP | Bayesian approach to best basis selection. | Jean-Christophe Pesquet, Hamid Krim, David Leporini, E. Hamman |
| 1996 | ICIP | Pel-recursive motion estimation in the presence of illumination variations. | Frances Jane Hampson, R. E. H. Franich, Jean-Christophe Pesquet, Jan Biemond |
| 1995 | ICASSP | M-band wavelet decomposition of second order random processes. | Jean-Christophe Pesquet |
| 1995 | ICIP | A grey scale morphological approach for displaced frame difference coding. | Frances Jane Hampson, Jean-Christophe Pesquet |
| 1993 | ICASSP | Tracking nonstationarities with a wavelet transform. | Hamid Krim, Jean-Christophe Pesquet, K. Drouiche |
| 1992 | ICASSP | Orthonormal wavelets for finite sequences. | Jean-Christophe Pesquet |
| 1990 | ICASSP | Modified LMS algorithms for robust ADPCM. | Jean-Christophe Pesquet, Georgios Tziritas, Odile Macchi |
| 1989 | ICASSP | A hybrid image coder: adaptive intra-interframe prediction using motion compensation. | George Tziritas, Jean-Christophe Pesquet |