Francois Malgouyres

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Tieyong ZengProfessor, Director of CMAI, Department of Mathematics, The Chinese University of Hong KongVerified email at math.cuhk.edu.hk
El Mehdi AchourRWTH Aachen UniversityVerified email at mathc.rwth-aachen.de
Joseph M. LandsbergProfessor of Mathematics, Texas A&M UniversityVerified email at math.tamu.edu
Jean-Yves TourneretUniversity of Toulouse, ENSEEIHT-IRITVerified email at enseeiht.fr
Olivier ChabironPhD, University of ToulouseVerified email at enseeiht.fr
Sébastien GerchinovitzResearch scientist, IRT Saint Exupéry, ToulouseVerified email at math.univ-toulouse.fr
Mila NikolovaCNRSVerified email at cmla.ens-cachan.fr
Pierre WeissUniversité de Toulouse, CNRSVerified email at cnrs.fr
Nicolas DobigeonProfessor, IRIT/INP-ENSEEIHT & ANITI, Univ. of Toulouse, FranceVerified email at enseeiht.fr
Soleakhena KENIUCT-Oncopole, CRCT (Equipe RADOPT), TMBI (Univ.Toulouse)Verified email at iuct-oncopole.fr
François BachocAssistant professor (tenured), Toulouse Mathematics InstituteVerified email at math.univ-toulouse.fr
Joachim Bona-PellissierMaLGa Machine Learning Genoa Center - Università degli Studi di GenovaVerified email at edu.unige.it
Laurent RisserCNRS - Toulouse Mathematics Institute - ANITIVerified email at math.univ-toulouse.fr
jean-marie rocchisaniVerified email at univ-paris13.fr
Ysebaert LoicHematologistVerified email at iuct-oncopole.fr
Herwig WendtCNRS, IRIT, Université de ToulouseVerified email at irit.fr
Adrien GauffriauAirbusVerified email at airbus.com
Thomas OberlinISAE-SUPAERO, Université de ToulouseVerified email at isae.fr

Francois Malgouyres

Institut de Mathématiques de Toulouse, Université Paul Sabatier.

Verified email at math.univ-toulouse.fr - Homepage

Machine learning Theory of deep learning optimization Image processing


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Edge direction preserving image zooming: a mathematical and numerical analysis F Malgouyres, F Guichard SIAM Journal on Numerical Analysis 39 (1), 1-37, 2001	261	2001
Minimizing the total variation under a general convex constraint for image restoration F Malgouyres IEEE transactions on image processing 11 (12), 1450-1456, 2002	132	2002
Total variation based interpolation F Guichard, F Malgouyres 9th European Signal Processing Conference (EUSIPCO 1998), 1-4, 1998	119	1998
Mathematical analysis of a model which combines total variation and wavelet for image restoration F Malgouyres Journal of information processes 2 (1), 1-10, 2002	83	2002
Solving a variational image restoration model which involves L∞ constraints S Lintner, F Malgouyres Inverse Problems 20 (3), 815, 2004	52	2004
Image deblurring, spectrum interpolation and application to satellite imaging S Durand, F Malgouyres, B Rougé ESAIM: Control, Optimisation and Calculus of Variations 5, 445-475, 2000	49	2000
Toward fast transform learning O Chabiron, F Malgouyres, JY Tourneret, N Dobigeon International Journal of Computer Vision 114 (2), 195-216, 2015	43	2015
Combining total variation and wavelet packet approaches for image deblurring F Malgouyres Proceedings IEEE Workshop on Variational and Level Set Methods in Computer …, 2001	39	2001
Regularized non-local total variation and application in image restoration Z Li, F Malgouyres, T Zeng Journal of Mathematical Imaging and Vision 59 (2), 296-317, 2017	30	2017
Reducing graphs in graph cut segmentation N Lermé, F Malgouyres, L Létocart 2010 IEEE International Conference on Image Processing, 3045-3048, 2010	27	2010
A predual proximal point algorithm solving a non negative basis pursuit denoising model F Malgouyres, T Zeng International journal of computer vision 83, 294-311, 2009	26	2009
Noise selection approach to image restoration F Malgouyres Wavelets: Applications in Signal and Image Processing IX 4478, 34-41, 2001	23	2001
A framework for image deblurring using wavelet packet bases F Malgouyres Applied and Computational Harmonic Analysis 12 (3), 309-331, 2002	20	2002
Existence, stability and scalability of orthogonal convolutional neural networks EM Achour, F Malgouyres, F Mamalet Journal of Machine Learning Research 23 (347), 1-56, 2022	19	2022
On the identifiability and stable recovery of deep/multi-layer structured matrix factorization F Malgouyres, J Landsberg 2016 IEEE Information Theory Workshop (ITW), 315-319, 2016	19	2016
Increase in the resolution of digital images: Variational theory and applications F Malgouyres PhD Thesis, Ecole Normale Superieure de Cachan, 2000	19	2000
Rank related properties for basis pursuit and total variation regularization F Malgouyres Signal Processing 87 (11), 2695-2707, 2007	18	2007
Parameter identifiability of a deep feedforward ReLU neural network J Bona-Pellissier, F Bachoc, F Malgouyres Machine Learning 112 (11), 4431-4493, 2023	16	2023
Multilinear compressive sensing and an application to convolutional linear networks F Malgouyres, J Landsberg SIAM Journal on Mathematics of Data Science 1 (3), 446-475, 2019	15	2019
The loss landscape of deep linear neural networks: a second-order analysis EM Achour, F Malgouyres, S Gerchinovitz Journal of Machine Learning Research 25 (242), 1-76, 2024	13	2024

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