Nelly Pustelnik

ORCID

Publication Activity (10 Years)

Years Active: 2008-2024
Publications (10 Years): 52

Top Venues

CoRR

ICASSP

IEEE Signal Process. Lett.

EUSIPCO

University of Paris-Est, France (PHD)

Education History

University of Paris-Est, France

PHD

Publications

Guillaume Lauga, Elisa Riccietti, Nelly Pustelnik, Paulo Gonçalves
IML FISTA: A Multilevel Framework for Inexact and Inertial Forward-Backward. Application to Image Restoration. SIAM J. Imaging Sci. 17 (3) (2024)
Hoang Trieu Vy Le, Audrey Repetti, Nelly Pustelnik
Unfolded Proximal Neural Networks for Robust Image Gaussian Denoising. IEEE Trans. Image Process. 33 (2024)
Clara Lage, Nelly Pustelnik, Jean-Michel Arbona, Benjamin Audit
Space-Scale Hybrid Continuous-Discrete Sliding Frank-Wolfe Method. IEEE Signal Process. Lett. 31 (2024)
Luis M. Briceño-Arias, Nelly Pustelnik
Infimal post-composition approach for composite convex optimization applied to image restoration. Signal Process. 223 (2024)
Patrice Abry, Gersende Fort, Barbara Pascal, Nelly Pustelnik
Proximal-Langevin Samplers for Nonsmooth Composite Posteriors: Application to the Estimation of Covid19 Reproduction Number. EUSIPCO (2023)
Hoang Trieu Vy Le, Audrey Repetti, Nelly Pustelnik
PNN: From proximal algorithms to robust unfolded image denoising networks and Plug-and-Play methods. CoRR (2023)
Luis M. Briceño-Arias, Nelly Pustelnik
Theoretical and numerical comparison of first order algorithms for cocoercive equations and smooth convex optimization. Signal Process. 206 (2023)
Guillaume Lauga, Elisa Riccietti, Nelly Pustelnik, Paulo Gonçalves
Multilevel FISTA for Image Restoration. ICASSP (2023)
Gersende Fort, Barbara Pascal, Patrice Abry, Nelly Pustelnik
Covid19 Reproduction Number: Credibility Intervals by Blockwise Proximal Monte Carlo Samplers. IEEE Trans. Signal Process. 71 (2023)
Nelly Pustelnik
On The Primal and Dual Formulations Of The Discrete Mumford-Shah Functional. ICASSP (2023)
Matthieu Terris, Thomas Moreau, Nelly Pustelnik, Julián Tachella
Equivariant plug-and-play image reconstruction. CoRR (2023)
Leo Davy, Nelly Pustelnik, Patrice Abry
Combining Dual-Tree Wavelet Analysis and Proximal Optimization for Anisotropic Scale-Free Texture Segmentation. ICASSP (2023)
Charles-Gérard Lucas, Barbara Pascal, Nelly Pustelnik, Patrice Abry
Hyperparameter selection for Discrete Mumford-Shah. Signal Image Video Process. 17 (5) (2023)
Gersende Fort, Barbara Pascal, Patrice Abry, Nelly Pustelnik
Covid19 Reproduction Number: Credibility Intervals by Blockwise Proximal Monte Carlo Samplers. CoRR (2022)
Mingyuan Jiu, Nelly Pustelnik
Alternative Design of DeepPDNet in the Context of Image Restoration. IEEE Signal Process. Lett. 29 (2022)
Hoang Trieu Vy Le, Nelly Pustelnik, Marion Foare
The faster proximal algorithm, the better unfolded deep learning architecture ? The study case of image denoising. EUSIPCO (2022)
Barbara Pascal, Patrice Abry, Nelly Pustelnik, Stéphane G. Roux, Rémi Gribonval, Patrick Flandrin
Nonsmooth Convex Optimization to Estimate the Covid-19 Reproduction Number Space-Time Evolution With Robustness Against Low Quality Data. IEEE Trans. Signal Process. 70 (2022)
Mingyuan Jiu, Nelly Pustelnik
Alternative design of DeepPDNet in the context of image restoration. CoRR (2022)
Hugo Artigas, Barbara Pascal, Gersende Fort, Patrice Abry, Nelly Pustelnik
Credibility interval Design for Covid19 Reproduction Number from Nonsmooth Langevin-type Monte Carlo sampling. EUSIPCO (2022)
Luis M. Briceño-Arias, Nelly Pustelnik
Convergence Rate Comparison of Proximal Algorithms for Non-Smooth Convex Optimization With an Application to Texture Segmentation. IEEE Signal Process. Lett. 29 (2022)
Hoang Trieu Vy Le, Marion Foare, Nelly Pustelnik
Proximal Based Strategies for Solving Discrete Mumford-Shah With Ambrosio-Tortorelli Penalization on Edges. IEEE Signal Process. Lett. 29 (2022)
Patrice Abry, Gersende Fort, Barbara Pascal, Nelly Pustelnik
Temporal evolution of the Covid19 pandemic reproduction number: Estimations from proximal optimization to Monte Carlo sampling. EMBC (2022)
Mingyuan Jiu, Nelly Pustelnik
A Deep Primal-Dual Proximal Network for Image Restoration. IEEE J. Sel. Top. Signal Process. 15 (2) (2021)
Barbara Pascal, Samuel Vaiter, Nelly Pustelnik, Patrice Abry
Automated Data-Driven Selection of the Hyperparameters for Total-Variation-Based Texture Segmentation. J. Math. Imaging Vis. 63 (7) (2021)
Barbara Pascal, Nelly Pustelnik, Patrice Abry, Jean-Christophe Géminard, Valérie Vidal
Parameter-free and fast nonlinear piecewise filtering: application to experimental physics. Ann. des Télécommunications 75 (11) (2020)
Mingyuan Jiu, Nelly Pustelnik, Stefan Janaqi, Mériam Chèbre, Lin Qi, Philippe Ricoux
Sparse Hierarchical Interaction Learning with Epigraphical Projection. J. Signal Process. Syst. 92 (7) (2020)
Marion Foare, Nelly Pustelnik, Laurent Condat
Semi-Linearized Proximal Alternating Minimization for a Discrete Mumford-Shah Model. IEEE Trans. Image Process. 29 (2020)
Laurence Denneulin, Nelly Pustelnik, Maud Langlois, Ignace Loris, Éric Thiébaut
Primal-dual splitting scheme with backtracking for handling with epigraphic constraint and sparse analysis regularization. CoRR (2020)
Barbara Pascal, Samuel Vaiter, Nelly Pustelnik, Patrice Abry
Automated data-driven selection of the hyperparameters for Total-Variation based texture segmentation. CoRR (2020)
Mingyuan Jiu, Nelly Pustelnik
A deep primal-dual proximal network for image restoration. CoRR (2020)
Barbara Pascal, Vincent Mauduit, Nelly Pustelnik, Patrice Abry
Scale-free Texture Segmentation: Expert Feature-based versus Deep Learning strategies. EUSIPCO (2020)
Raimon Fabregat, Nelly Pustelnik, Paulo Gonçalves, Pierre Borgnat
Solving NMF with smoothness and sparsity constraints using PALM. CoRR (2019)
Yacouba Kaloga, Marion Foare, Nelly Pustelnik, Pablo Jensen
Discrete Mumford-Shah on Graph for Mixing Matrix Estimation. IEEE Signal Process. Lett. 26 (9) (2019)
Marion Foare, Nelly Pustelnik, Laurent Condat
A New Proximal Method for Joint Image Restoration and Edge Detection with the Mumford-Shah Model. ICASSP (2018)
Mingyuan Jiu, Nelly Pustelnik, Lin Qi
Multiclass SVM with Hierarchical Interaction: Application to Face Classification. MLSP (2018)
Barbara Pascal, Nelly Pustelnik, Patrice Abry, Marion Serres, Valérie Vidal
Joint Estimation of Local Variance and Local Regularity for Texture Segmentation. Application to Multiphase Flow Characterization. ICIP (2018)
Barbara Pascal, Nelly Pustelnik, Patrice Abry, Jean-Christophe Pesquet
Block-Coordinate Proximal Algorithms for Scale-Free Texture Segmentation. ICASSP (2018)
Gabriel Michau, Nelly Pustelnik, Pierre Borgnat, Patrice Abry, Alfredo Nantes, Ashish Bhaskar, Edward Chung
A Primal-Dual Algorithm for Link Dependent Origin Destination Matrix Estimation. IEEE Trans. Signal Inf. Process. over Networks 3 (1) (2017)
Jordan Frécon, Nelly Pustelnik, Nicolas Dobigeon, Herwig Wendt, Patrice Abry
-Potts Model Regularization Parameter: 1-D Piecewise Constant Signal Denoising. IEEE Trans. Signal Process. 65 (19) (2017)
Jordan Frécon, Nelly Pustelnik, Nicolas Dobigeon, Herwig Wendt, Patrice Abry
Bayesian-driven criterion to automatically select the regularization parameter in the ℓ1-Potts model. ICASSP (2017)
Nelly Pustelnik, Laurent Condat
Proximity Operator of a Sum of Functions; Application to Depth Map Estimation. IEEE Signal Process. Lett. 24 (12) (2017)
Mingyuan Jiu, Nelly Pustelnik, Stefan Janaqi, Mériam Chèbre, Philippe Ricoux
Sparse hierarchical interaction learning with epigraphical projection. CoRR (2017)
Jirí Spilka, Jordan Frécon, Roberto F. Leonarduzzi, Nelly Pustelnik, Patrice Abry, Muriel Doret
Sparse Support Vector Machine for Intrapartum Fetal Heart Rate Classification. IEEE J. Biomed. Health Informatics 21 (3) (2017)
Jordan Frécon, Nelly Pustelnik, Nicolas Dobigeon, Herwig Wendt, Patrice Abry
Bayesian selection for the regularization parameter in TVl0 denoising problems. CoRR (2016)
Jordan Frécon, Nelly Pustelnik, Herwig Wendt, Laurent Condat, Patrice Abry
Multifractal-based texture segmentation using variational procedure. IVMSP (2016)
Jordan Frécon, Nelly Pustelnik, Patrice Abry, Laurent Condat
On-The-Fly Approximation of Multivariate Total Variation Minimization. IEEE Trans. Signal Process. 64 (9) (2016)
Giovanni Chierchia, Nelly Pustelnik, Jean-Christophe Pesquet
Random primal-dual proximal iterations for sparse multiclass SVM. MLSP (2016)
Nelly Pustelnik, Herwig Wendt, Patrice Abry, Nicolas Dobigeon
Combining Local Regularity Estimation and Total Variation Optimization for Scale-Free Texture Segmentation. IEEE Trans. Computational Imaging 2 (4) (2016)
Jordan Frécon, Gustavo Didier, Nelly Pustelnik, Patrice Abry
Non-Linear Wavelet Regression and Branch & Bound Optimization for the Full Identification of Bivariate Operator Fractional Brownian Motion. IEEE Trans. Signal Process. 64 (15) (2016)
Gabriel Michau, Nelly Pustelnik, Pierre Borgnat, Patrice Abry, Alfredo Nantes, Ashish Bhaskar, Edward Chung
A Primal-Dual Algorithm for Link Dependent Origin Destination Matrix Estimation. CoRR (2016)
Mingyuan Jiu, Nelly Pustelnik, Mériam Chèbre, Stefan Janaqi, Philippe Ricoux
Multiclass SVM with graph path coding regularization for face classification. MLSP (2016)
Jordan Frécon, Romain Fontugne, Gustavo Didier, Nelly Pustelnik, Kensuke Fukuda, Patrice Abry
Non-linear regression for bivariate self-similarity identification - application to anomaly detection in Internet traffic based on a joint scaling analysis of packet and byte counts. ICASSP (2016)
Nelly Pustelnik, Herwig Wendt, Patrice Abry, Nicolas Dobigeon
Local regularity, wavelet leaders and total variation based procedures for texture segmentation. CoRR (2015)
Jordan Frécon, Nelly Pustelnik, Herwig Wendt, Patrice Abry
Multivariate optimization for multifractal-based texture segmentation. ICIP (2015)
Jordan Frécon, Nelly Pustelnik, Patrice Abry, Laurent Condat
On-the-fly Approximation of Multivariate Total Variation Minimization. CoRR (2015)
Roberto F. Leonarduzzi, Jirí Spilka, Jordan Frécon, Herwig Wendt, Nelly Pustelnik, Stéphane Jaffard, Patrice Abry, Muriel Doret
P-leader multifractal analysis and sparse SVM for intrapartum fetal acidosis detection. EMBC (2015)
Jeremy Schmitt, Ernesto Home, Nelly Pustelnik, Sylvain Joubaud, Philippe Odier
An improved variational mode decomposition method for internal waves separation. EUSIPCO (2015)
Gabriel Michau, Pierre Borgnat, Nelly Pustelnik, Patrice Abry, Alfredo Nantes, Edward Chung
Estimating link-dependent Origin-Destination matrices from sample trajectories and traffic counts. ICASSP (2015)
Jirí Spilka, Jordan Frécon, Roberto F. Leonarduzzi, Nelly Pustelnik, Patrice Abry, Muriel Doret
Intrapartum fetal heart rate classification from trajectory in Sparse SVM feature space. EMBC (2015)
Patrick Flandrin, Nelly Pustelnik, Pierre Borgnat
On Wigner-based sparse time-frequency distributions. CAMSAP (2015)
Giovanni Chierchia, Nelly Pustelnik, Jean-Christophe Pesquet, Béatrice Pesquet-Popescu
Epigraphical projection and proximal tools for solving constrained convex optimization problems. Signal Image Video Process. 9 (8) (2015)
Giovanni Chierchia, Nelly Pustelnik, Jean-Christophe Pesquet, Béatrice Pesquet-Popescu
A Proximal Approach for Sparse Multiclass SVM. CoRR (2015)
Yannick Berthoumieu, Charles Dossal, Nelly Pustelnik, Philippe Ricoux, Flavius Turcu
An Evaluation of the Sparsity Degree for Sparse Recovery with Deterministic Measurement Matrices. J. Math. Imaging Vis. 48 (2) (2014)
Laurent Condat, Jérôme Boulanger, Nelly Pustelnik, Souleymen Sahnoun, Lucie Sengmanivong
A 2-D spectral analysis method to estimate the modulation parameters in structured illumination microscopy. ISBI (2014)
Giovanni Chierchia, Nelly Pustelnik, Jean-Christophe Pesquet, Béatrice Pesquet-Popescu
Epigraphical proximal projection for sparse multiclass SVM. ICASSP (2014)
Nelly Pustelnik, Patrice Abry, Herwig Wendt, Nicolas Dobigeon
Inverse problem formulation for regularity estimation in images. ICIP (2014)
Jérôme Boulanger, Nelly Pustelnik, Laurent Condat
Non-smooth convex optimization for an efficient reconstruction in structured illumination microscopy. ISBI (2014)
Jeremy Schmitt, Nelly Pustelnik, Pierre Borgnat, Patrick Flandrin, Laurent Condat
2D Prony-Huang Transform: A New Tool for 2D Spectral Analysis. IEEE Trans. Image Process. 23 (12) (2014)
Giovanni Chierchia, Nelly Pustelnik, Béatrice Pesquet-Popescu, Jean-Christophe Pesquet
A Nonlocal Structure Tensor-Based Approach for Multicomponent Image Recovery Problems. IEEE Trans. Image Process. 23 (12) (2014)
Jordan Frécon, Nelly Pustelnik, Nicolas Dobigeon, Herwig Wendt, Patrice Abry
Hybrid bayesian variational scheme to handle parameter selection in total variation signal denoising. EUSIPCO (2014)
Nelly Pustelnik, Pierre Borgnat, Patrick Flandrin
Empirical mode decomposition revisited by multicomponent non-smooth convex optimization. Signal Process. 102 (2014)
Giovanni Chierchia, Nelly Pustelnik, Béatrice Pesquet-Popescu, Jean-Christophe Pesquet
A Non-Local Structure Tensor Based Approach for Multicomponent Image Recovery Problems. CoRR (2014)
Jeremy Schmitt, Nelly Pustelnik, Pierre Borgnat, Patrick Flandrin
2D Hilbert-Huang Transform. ICASSP (2014)
Nelly Pustelnik, Herwig Wendt, Patrice Abry
Local regularity for texture segmentation: Combining wavelet leaders and proximal minimization. ICASSP (2013)
Giovanni Chierchia, Nelly Pustelnik, Jean-Christophe Pesquet, Béatrice Pesquet-Popescu
An epigraphical convex optimization approach for multicomponent image restoration using non-local structure tensor. ICASSP (2013)
Nicoletta Saulig, Nelly Pustelnik, Pierre Borgnat, Patrick Flandrin, Victor Sucic
Instantaneous counting of components in nonstationary signals. EUSIPCO (2013)
Nelly Pustelnik, Jean-Christophe Pesquet, Caroline Chaux
Relaxing Tight Frame Condition in Parallel Proximal Methods for Signal Restoration. IEEE Trans. Signal Process. 60 (2) (2012)
Nelly Pustelnik, Charles Dossal, Flavius Turcu, Yannick Berthoumieu, Philippe Ricoux
A greedy algorithm to extract sparsity degree for ℓ1/ℓ0-equivalence in a deterministic context. EUSIPCO (2012)
Nelly Pustelnik, Pierre Borgnat, Patrick Flandrin
A multicomponent proximal algorithm for Empirical Mode Decomposition. EUSIPCO (2012)
Giovanni Chierchia, Nelly Pustelnik, Jean-Christophe Pesquet, Béatrice Pesquet-Popescu
Epigraphical Projection and Proximal Tools for Solving Constrained Convex Optimization Problems: Part I CoRR (2012)
Giovanni Chierchia, Nelly Pustelnik, Jean-Christophe Pesquet, Béatrice Pesquet-Popescu
A proximal approach for constrained cosparse modelling. ICASSP (2012)
Nelly Pustelnik, Jean-Christophe Pesquet, Caroline Chaux
Relaxing Tight Frame Condition in Parallel Proximal Methods for Signal Restoration CoRR (2011)
Nelly Pustelnik, Caroline Chaux, Jean-Christophe Pesquet
Parallel Proximal Algorithm for Image Restoration Using Hybrid Regularization. IEEE Trans. Image Process. 20 (9) (2011)
Luis M. Briceño-Arias, Patrick L. Combettes, Jean-Christophe Pesquet, Nelly Pustelnik
Proximal Algorithms for Multicomponent Image Recovery Problems. J. Math. Imaging Vis. 41 (1-2) (2011)
Lotfi Chaâri, Émilie Chouzenoux, Nelly Pustelnik, Caroline Chaux, Saïd Moussaoui
OPTIMED : optimisation itérative pour la résolution de problèmes inverses de grande taille. Traitement du Signal 28 (3-4) (2011)
Luis M. Briceño-Arias, Patrick L. Combettes, Jean-Christophe Pesquet, Nelly Pustelnik
Proximal method for geometry and texture image decomposition. ICIP (2010)
Nelly Pustelnik, Jean-Christophe Pesquet, Caroline Chaux
Proximal methods for image restoration using a class of non-tight frame representations. EUSIPCO (2010)
Caroline Chaux, Jean-Christophe Pesquet, Nelly Pustelnik
Nested Iterative Algorithms for Convex Constrained Image Recovery Problems. SIAM J. Imaging Sci. 2 (2) (2009)
Nelly Pustelnik, Caroline Chaux, Jean-Christophe Pesquet
Hybrid regularization for data restoration in the presence of Poisson noise. EUSIPCO (2009)
Nelly Pustelnik, Caroline Chaux, Jean-Christophe Pesquet
A wavelet-based quadratic extension method for image deconvolution in the presence of poisson noise. ICASSP (2009)
Nelly Pustelnik, Caroline Chaux, Jean-Christophe Pesquet
A constrained forward-backward algorithm for image recovery problems. EUSIPCO (2008)

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Publication Activity (10 Years)

Top Topics

Top Venues

Nelly Pustelnik