Submitted papers
 O. Chabiron, F. Malgouyres, H. Wendt, J.Y. Tourneret, "Optimization of a Fast Transform Structured as a Convolutional Tree", preprint HAL, hal01258514, January, 2016.
 F. Malgouyres, J. Landsberg. "Stable recovery of the factors from a deep matrix product and application to convolutional network", preprint hal01494267, March, 2017. Accepted by ACHA.
 F. Malgouyres, J. Landsberg. "Stable recovery of the factors from a deep matrix product and application to convolutional networks. Focus on sparsity constraints.", preprint hal01526083, May, 2017.
Journal articles
 Zhi Li, F. Malgouyres, T. Zeng. "Smoothing the finite differences defining the Nonlocal Total Variation and application in image restoration", Journal of Mathematical Imaging and Vision, vol. 59, issue 2, pp 296317, 2017. , Matlab codes: RNLTV_pub.zip
 O. Chabiron, F. Malgouyres, J.Y. Tourneret, N. Dobigeon, "Toward Fast Transform Learning", International Journal of Computer Vision, vol. 114, issue 2, pp 195216, 2015. , Matlab experiments.
 N. Lermé, F. Malgouyres, D. Hamoir, E. Thouin "Bayesian image restoration for mosaic active imaging", Journal Inverse Problems and Imaging, vol.8, no.3, pp.733760, August 2014.
 N. Lermé, F. Malgouyres, "A reduction method for graph
cut optimization", Pattern Analysis and Applications, Vol. 17, Issue 2, pp. 361378, 2014, .
 F. Malgouyres, M. Nikolova, "Average
performance of the sparsest approximation using a
general dictionary", Numerical Functional
Analysis and Optimization, vol. 32, issue 7, pp. 768805, 2011. .
 T. Zeng, F. Malgouyres,
"Matching Pursuit Shrinkage in Hilbert Spaces", Signal Processing, vol. 91, issue 12, pp. 27542766, Dec. 2011. .
 F. Malgouyres, T. Zeng, "A Predual Proximal Point Algorithm
solving a Non Negative Basis Pursuit Denoising
model", International Journal of Computer Vision
(IJCV), vol. 83, num.3, pp 294311, July 2009. PS.GZ, , Software.

F. Malgouyres, M. Nikolova,
"Average performance of the approximation in a
dictionary using an $\ell_0$ objective", Comptes Rendus de
l'Académie des Sciences, série
mathématiques, vol. 347, num. 910, pp. 565570,
May 2009. PS.GZ, .
 F. Malgouyres, "Rank related properties for Basis Pursuit and total
variation regularization",
Signal
Processing, Vol. 87, num. 11, pp. 26952707, Nov. 2007. PS.GZ, .
 F. Malgouyres, "Estimating the probability law of the codelength as a
function of the approximation error in image
compression", Comptes Rendus de
l'Académie des sciences, série mathématiques,
Vol. 344, num. 9, pp. 607610, 2007. The version with the
proof is
available PS.GZ,
.
 F. Malgouyres, "Image compression through a projection onto
a polyhedral set", Journal of Mathematical Imaging and Vision,
Vol. 27, num. 2, pp. 193200,
Feb. 2007. PS.GZ,
.
 S. Lintner and F. Malgouyres, "Solving a variational image restoration model which involves $L^\infty$ constraints", Inverse Problem, vol. 20, num. 3, pp 815831, June 2004. PS.GZ, .
 F. Malgouyres, "Mathematical analysis of a model which combines total variation and wavelet for image restoration", Journal of information processes, vol.2, num. 1, pp 110, (2002). PS.GZ, .
 F. Malgouyres, "Minimizing the total variation under a general convex constraint for image restoration", IEEE transactions on image processing, vol. 11, num. 12, pp. 14501456, Dec. 2002. A preliminary version is available: PS.GZ, . (Formerly "A unified framework for image restoration", CAM report 0123)
 F. Malgouyres, "A framework for image deblurring using wavelet packet bases", Applied and Computational Harmonic Analysis, vol. 12, num. 3, pp 309331, 2002. A preliminary version is available: PS.GZ, , Software.
 F. Malgouyres and F. Guichard,
"Edge direction preserving image zooming: a mathematical and numerical
analysis", Journal on Numerical Analysis,
SIAM ,
vol. 39, num. 1,
pp. 137 (2001). A preliminary version is
available: PS.GZ, .
 S. Durand, F. Malgouyres and B. Rougé, "Image deblurring, spectrum
interpolation and application to satellite imaging", in
Control
Optimisation and Calculus of Variation,
Vol. 5, pp 445477, 2000. A preliminary version is available :
PS.GZ,
.
Conference Proceedings
 F. Malgouyres, J. Landsberg, "Stable recovery of the factors from a deep matrix product", proceedings SPARS 2017
 F. Malgouyres, J. Landsberg, "On the identifiability and stable recovery of deep/multilayer structured matrix factorization", proceedings of the Information Theory Workshop 2016.
 O. Chabiron, F. Malgouyres, J.Y. Tourneret, H. Wendt, "Convolutional trees for fast transform learning", SPARS 2015..
 N. Lermé, F. Malgouyres, E. Thouin, D. Hamoir "Numerical study of an optimization problem for mosaic active imaging", proceedings of ICIP 2014.
 O. Chabiron, F. Malgouyres, J.Y. Tourneret, N. Dobigeon, "Learning a Fast Transform with a dictionary", proceedings of iTWIST’14.
 E. Thouin, M.T. Velluet, D. Hamoir, L. Hespel, F. Malgouyres, X.Briottet, "Direct physical modelling and scene reconstruction in order to assess the performance from a new concept of active imaging: Mosaic active imaging system", proceedings of the 10th International IR Target and Background Modeling & Simulation Workshop, 2014.
 E. Thouin, M.T. Velluet, D. Hamoir, L. Hespel, F. Malgouyres, X.Briottet, "Mosaïc active imaging : Direct physical modelling, image reconstruction, and expe
rimental assessment", proceedings of Laser Radar Technology and Applications
XIX, 2014.
 P. Escande, P. Weiss, F. Malgouyres, "Image restoration using sparse approximations of spatially varying blur operators in the wavelet domain", proceedings of NCMIP, IOP science, Journal of physics: Conference Series, vol 464, paper 012004, 2013.
 P. Escande, P. Weiss, F. Malgouyres, "Spatially varying blur recovery. Diagonal Approximations in the Wavelet Domain", CCSD preprint no hal007331941, Sept. 2012. To appear in
the proceedings of the International Conference on Pattern Recognition Applications and Methods ICPRAM 2013
 N. Lermé, F. Malgouyres, "Simultaneous Segmentation and Filtering Via Reduced Graph Cuts", proceedings of ACIVS, pp. 201212, 2012.
 F. Malgouyres, N. Lermé, "Nonheuristic reduction of the graph in graphcut optimization", proceedings of NCMIP, IOP science, Journal of physics: Conference Series, vol 386, paper 012002, 2012.
 N. Lermé, F. Malgouyres,
L. Létocart,
"Reducing graphs in graph cut segmentation",
Proceedings of the International Conference on Image Processing (ICIP),
pp. 30453048, Sept. 2010,
HongKong. PS.GZ,
 N. Lermé, F. Malgouyres,
J.M. Rocchisani "Fast and memory efficient segmentation of
lung tumors using graph
cuts", Proceedings of MICCAI, Third International workshop on Pulmonary Image
Analysis , pp. 920, Sept. 2010,
Beijing.

F. Malgouyres, M. Nikolova,
"Average performance of the sparsest approximation in a
dictionary", Int. Workshop Spars'09, April 2009. PS.GZ,
 T. Zeng,
F. Malgouyres, "Using Gabor dictionaries in a $TVl^\infty$
model, for denoising", Proceedings of ICASSP 2006, vol. 2, pp 865868,
Toulouse, France, May 1419, 2006. A preliminary version is
available
PS.GZ,
 F. Malgouyres, "A Noise Selection Approach of image restoration",
Proceeding of
Wavelet: Applications in signal and Image
Processing IX, vol. 4478, pp 3441, editors Laine, Unser
and Aldroubi, San Diego, USA, 30 July1 August, 2001.
PS.GZ,
, © 2001 Society of PhotoOptical
Instrumentation Engineers (SPIE).
Software.
 F. Malgouyres, "Combining total variation and wavelet packet approaches
for image deblurring", proceedings of the IEEE workshop on
Variational and Level Set
Methods in Computer Vision, Vancouver, Canada, July, 2001, pp 5764.
PS.GZ,
.
 F. Malgouyres, "Total variation based oversampling of noisy images",
Proceedings of
ScaleSpace
2001, Vancouver, Canada, July 2001. Lecture Notes in Computer Science 2106,
pp 111122, 2001.
PS.GZ,
.
Sponsored by IEEE Computer Society
(PAMI), © SpringerVerlag.
 F. Guichard and F. Malgouyres, "Total Variation Based Interpolation",
in the Proceedings of the
European
Signal Processing Conference,
Vol. 3, pp 17411744, 1998 : PS.GZ,
.
Miscellanious
 Habilitation à diriger des recherches:
"Modélisation variationnelle d'images numériques : analyses et
applications", Université Paris13, dec. 2006. Texte complet:
PS.GZ ou
. Résumé:
PS.GZ or
 Phd Thesis:
"Increasing the resolution of digital images: variational theory and
applications", CMLA, ENS Cachan, jan. 2000. PS.GZ,
.
 F. Malgouyres,N. Lermé "A NonHeuristic Reduction Method For Graph Cut Optimization", CCSD preprint
no hal00692464, April 2012.