François Malgouyres

According to our database, François Malgouyres authored at least 37 papers between 1998 and 2024.

Collaborative distances:

• Dijkstra number of three.
• Erdős number of four.

2024

Geometry-induced Implicit Regularization in Deep ReLU Neural Networks.

Joachim Bona-Pellissier, François Malgouyres, François Bachoc

CoRR, 2024

Quantized Approximately Orthogonal Recurrent Neural Networks.

Armand Foucault, Franck Mamalet, François Malgouyres

CoRR, 2024

2023

Parameter identifiability of a deep feedforward ReLU neural network.

Joachim Bona-Pellissier, François Bachoc, François Malgouyres

Mach. Learn., November, 2023

Support Exploration Algorithm for Sparse Support Recovery.

Mimoun Mohamed, François Malgouyres, Valentin Emiya, Caroline Chaux

CoRR, 2023

2022

Existence, Stability and Scalability of Orthogonal Convolutional Neural Networks.

El Mehdi Achour, François Malgouyres, Franck Mamalet

J. Mach. Learn. Res., 2022

A general approximation lower bound in L^p norm, with applications to feed-forward neural networks.

El Mehdi Achour, Armand Foucault, Sébastien Gerchinovitz, François Malgouyres

CoRR, 2022

Local Identifiability of Deep ReLU Neural Networks: the Theory.

Joachim Bona-Pellissier, François Malgouyres, François Bachoc

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

A general approximation lower bound in $L^p$ norm, with applications to feed-forward neural networks.

El Mehdi Achour, Armand Foucault, Sébastien Gerchinovitz, François Malgouyres

Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

2021

The loss landscape of deep linear neural networks: a second-order analysis.

El Mehdi Achour, François Malgouyres, Sébastien Gerchinovitz

CoRR, 2021

Overestimation Learning with Guarantees.

Adrien Gauffriau, François Malgouyres, Mélanie Ducoffe

Proceedings of the Workshop on Artificial Intelligence Safety 2021 (SafeAI 2021) co-located with the Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI 2021), 2021

2020

Multilayer Joint Segmentation Using MRF and Graph Cuts.

Nicolas Lermé, Sylvie Le Hégarat-Mascle, François Malgouyres, Marie Lachaize

J. Math. Imaging Vis., 2020

On the stable recovery of deep structured linear networks under sparsity constraints.

François Malgouyres

Proceedings of Mathematical and Scientific Machine Learning, 2020

Learning Optimal Shape Representations for Multi-Modal Image Registration.

Éloïse Grossiord, Laurent Risser, Salim Kanoun, Soléakhéna Ken, François Malgouyres

Proceedings of the 17th IEEE International Symposium on Biomedical Imaging, 2020

2019

Multilinear Compressive Sensing and an Application to Convolutional Linear Networks.

François Malgouyres, Joseph Landsberg

SIAM J. Math. Data Sci., 2019

Loss functions for denoising compressed images: a comparative study.

Thomas Oberlin, François Malgouyres, Jin-Yi Wu

Proceedings of the 27th European Signal Processing Conference, 2019

2018

Regularized multi-label fast marching and application to whole-body image segmentation.

Laurent Risser, Soléakhéna Ken, Sandra Lebreton, Éloïse Grossiord, Salim Kanoun, François Malgouyres

Proceedings of the 15th IEEE International Symposium on Biomedical Imaging, 2018

2017

Regularized Non-local Total Variation and Application in Image Restoration.

Zhi Li, François Malgouyres, Tieyong Zeng

J. Math. Imaging Vis., 2017

Stable recovery of the factors from a deep matrix product and application to convolutional networks. Focus on sparsity constraints.

François Malgouyres, Joseph Landsberg

CoRR, 2017

2016

On the identifiability and stable recovery of deep/multi-layer structured matrix factorization.

François Malgouyres, Joseph Landsberg

Proceedings of the 2016 IEEE Information Theory Workshop, 2016

2015

Toward Fast Transform Learning.

Olivier Chabiron, François Malgouyres, Jean-Yves Tourneret, Nicolas Dobigeon

Int. J. Comput. Vis., 2015

2014

A reduction method for graph cut optimization.

Nicolas Lermé, François Malgouyres

Pattern Anal. Appl., 2014

Proceedings of the second "international Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST'14).

Laurent Jacques, Christophe De Vleeschouwer, Yannick Boursier, Prasad Sudhakar, C. De Mol, Aleksandra Pizurica, Sandrine Anthoine, Pierre Vandergheynst, Pascal Frossard, Cagdas Bilen, Srdan Kitic, Nancy Bertin, Rémi Gribonval, Nicolas Boumal, Bamdev Mishra, Pierre-Antoine Absil, Rodolphe Sepulchre, Shaun Bundervoet, Colas Schretter, Ann Dooms, Peter Schelkens, Olivier Chabiron, François Malgouyres, Jean-Yves Tourneret, Nicolas Dobigeon, Pierre Chainais, Cédric Richard, Bruno Cornelis, Ingrid Daubechies, David B. Dunson, Marie Danková, Pavel Rajmic, Kévin Degraux, Valerio Cambareri, Bert Geelen, Gauthier Lafruit, Gianluca Setti, Jean-François Determe, Jérôme Louveaux, François Horlin, Angélique Drémeau, Patrick Héas, Cédric Herzet, Vincent Duval, Gabriel Peyré, Alhussein Fawzi, Mike E. Davies, Nicolas Gillis, Stephen A. Vavasis, Charles Soussen, Luc Le Magoarou, Jingwei Liang, Jalal Fadili, Antoine Liutkus, David Martina, Sylvain Gigan, Laurent Daudet, Mauro Maggioni, Stanislav Minsker, Nate Strawn, C. Mory, Fred Maurice Ngolè Mboula, Jean-Luc Starck, Ignace Loris, Samuel Vaiter, Mohammad Golbabaee, Dejan Vukobratovic

CoRR, 2014

Numerical study of an optimization problem for mosaic active imaging.

Nicolas Lermé, François Malgouyres, Emmanuelle Thouin, Dominique Hamoir

Proceedings of the 2014 IEEE International Conference on Image Processing, 2014

2013

Image restoration using sparse approximations of spatially varying blur operators in the wavelet domain

Paul Escande, Pierre Weiss, François Malgouyres

CoRR, 2013

Spatially Varying Blur Recovery - Diagonal Approximations in the Wavelet Domain.

Paul Escande, Pierre Weiss, François Malgouyres

Proceedings of the ICPRAM 2013, 2013

2012

Simultaneous Segmentation and Filtering via Reduced Graph Cuts.

Nicolas Lermé, François Malgouyres

Proceedings of the Advanced Concepts for Intelligent Vision Systems, 2012

2011

Matching pursuit shrinkage in Hilbert spaces.

Tieyong Zeng, François Malgouyres

Signal Process., 2011

Reduced graphs for min-cut/max-flow approaches in image segmentation.

Nicolas Lermé, Lucas Létocart, François Malgouyres

Electron. Notes Discret. Math., 2011

2010

Reducing graphs in graph cut segmentation.

Nicolas Lermé, François Malgouyres, Lucas Létocart

Proceedings of the International Conference on Image Processing, 2010

2009

A Predual Proximal Point Algorithm Solving a Non Negative Basis Pursuit Denoising Model.

François Malgouyres, Tieyong Zeng

Int. J. Comput. Vis., 2009

2007

Rank related properties for Basis Pursuit and total variation regularization.

François Malgouyres

Signal Process., 2007

Image Compression Through a Projection onto a Polyhedral Set.

François Malgouyres

J. Math. Imaging Vis., 2007

2006

Using Gabor Dictionaries in A TV - L^∞Model, for Denoising.

Tieyong Zeng, François Malgouyres

Proceedings of the 2006 IEEE International Conference on Acoustics Speech and Signal Processing, 2006

2002

Minimizing the total variation under a general convex constraint for image restoration.

François Malgouyres

IEEE Trans. Image Process., 2002

2001

Edge Direction Preserving Image Zooming: A Mathematical and Numerical Analysis.

François Malgouyres, Frédéric Guichard

SIAM J. Numer. Anal., 2001

Total Variation Based Oversampling of Noisy Images.

François Malgouyres

Proceedings of the Scale-Space and Morphology in Computer Vision, 2001

1998

Total variation based interpolation.

Frédéric Guichard, François Malgouyres

Proceedings of the 9th European Signal Processing Conference, 1998