Research
Research Themes
- image analysis, modeling, and processing
- image restoration
- image sampling, image quality
- sub-pixel imaging
- texture analysis
- a-contrario detection of structures in images
- mathematical formalization of visual perception
Mathematical areas
- probabilities, statistical inference, decision theory
- stochastic processes, Monte-Carlo Markov Chains
- variational models
- optimization and numerical analysis
- partial differential equations
- ``A Compact Representation of Random Phase and Gaussian Textures'' (with Agnès Desolneux and Samuel Ronsin), preprint MAP5 nº2011-35, to appear in the proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2012).
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- ``An explicit Sharpness Index related to Global Phase Coherence'' (with Gwendoline Blanchet), preprint MAP5 nº2011-33, to appear in the proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2012).
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- ``Vers un texton pour les micro-textures'' (in french,
with Agnès Desolneux and Samuel Ronsin), preprint MAP5 nº2011-24.
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- ``Total Variation as a local filter'' (with Cécile Louchet), SIAM Journal on Imaging Sciences,
vol 4:2, pp. 651-694, 2011.
download:
published version
web page with examples
(DOI: 10.1137/100785855)
- ``Periodic plus smooth image decomposition'',
Journal of Mathematical Imaging and Vision,
vol 39:2, pp. 161-179, 2011.
download:
published version
(with a minor erratum here) /
revised preprint
web page with source code
(DOI: 10.1007/s10851-010-0227-1)
- ``Review of low-baseline stereo algorithms and
benchmarks'' (with Neus Sabater, Gwendoline Blanchet, Andrés
Almansa and Jean-Michel Morel),
proceedings of SPIE, vol. 7830 (Image and Signal Processing for Remote
Sensing XVI), 2010.
download:
published version
(DOI: 10.1117/12.865087)
- ``An aliasing detection algorithm based on suspicious
colocalizations of Fourier coefficients'' (with Baptiste Coulange),
proceedings of the International Conference on Image Processing,
pp. 2013-2016, 2010.
download:
published version
/
(revised preprint)
(DOI: 10.1109/ICIP.2010.5651195)
- ``MAC-RANSAC: a robust algorithm for the recognition of multiple objects'' (with Julien Rabin, Julie Delon and Yann Gousseau), proceedings of 3DPTV'2010, 2010.
download:
(final version)
conference web page
- ``MAC-RANSAC : reconnaissance automatique d'objets multiples'' (in french, with Julien Rabin, Julie Delon and Yann Gousseau), actes du congrès Reconnaissance des Formes et Intelligence Artificielle (RFIA), 2010.
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- ``Automatic detection of well sampled images via a new ringing measure'' (with Gwendoline Blanchet and Bernard Rougé),
proceedings of the IEEE International Conference on Acoustics, Speech, and
Signal Processing (ICASSP), pp. 1030-1033, 2010
(this is a revised version of the MAP5 preprint 2009-10 entitled
``A-contrario Ringing Detection and Shannon-Compliant Images'')
download:
published version
/
revised preprint
(DOI: 10.1109/ICASSP.2010.5495324)
- ``An a-contrario approach for sub-pixel change detection in satellite imagery'' (with Amandine Robin and Sylvie Le Hégarat-Mascle),
IEEE Transactions on Pattern Analysis and Machine Intelligence,
vol. 32:11, pp. 1977-1993, 2010.
download:
published version
/
preprint
(DOI: 10.1109/TPAMI.2010.37)
- ``Débruitage Bayésien par Variation Totale''
(with Cécile Louchet), actes du colloque ``Méthodes
mathématiques pour
l'Image'', presses Universitaires d'Orléans pp. 83-102, 2009.
- ``A-contrario detectability of spots in textured
backgrounds'' (with Bénédicte Grosjean), Journal
of Mathematical Imaging and Vision, vol 33:3, pp. 313-337, 2009.
download:
published version
/
revised preprint
(DOI: 10.1007/s10851-008-0111-4)
- ``Measuring the global phase coherence of an image'' (with Gwendoline Blanchet and Bernard Rougé),
proceedings of the International Conference on Image Processing, pp. 1176-1179, 2008
(winner of the DoCoMo USA Labs Innovative Paper Awards at ICIP'08).
download:
published version
/
revised preprint
(DOI: 10.1109/ICIP.2008.4711970)
- ``Total Variation denoising using posterior expectation'' (with Cécile Louchet),
proceedings of the European Signal Processing Conference (Eusipco),
2008 (best student paper award for Cécile Louchet at EUSIPCO 2008).
download:
published version
/
revised preprint
- From Gestalt Theory to Image Analysis.
A Probabilistic Approach (with Agnès Desolneux
and Jean-Michel Morel), Springer-Verlag, collection ``Interdisciplinary
Applied Mathematics'', vol. #34, 275 pages, 2008.
(DOI: 10.1007/978-0-387-74378-3)
- ``Tracking of Cells in a Sequence of Images Using a Low-Dimension Image Representation'' (with Maël Primet, Alice Demarez, François Taddei, and Ariel B. Lindner), proceedings of IEEE International
Symposium on Biomedical Imaging (ISBI'08), pp. 995-998, 2008.
download:
published version
/
preprint
(DOI: 10.1109/ISBI.2008.4541166)
- ``Unsupervised sub-pixelic classification using coarse
resolution time series and structural information'' (with
Sylvie Le Hégarat-Mascle and Amandine Robin),
IEEE Transactions on Geosciences and Remote Sensing 46:5 (special
issue on Data fusion), pp. 1359-1374, 2008.
download:
published version
/
preprint
(DOI: 10.1109/TGRS.2008.916477)
- ``How to discretize the Total Variation of an image?'',
proceedings of ICIAM'07, Proc. Appl. Math. Mech. 7:1,
pp. 1041907-1041908, 2007.
download:
published version
(DOI: 10.1002/pamm.200700424)
- ``An unsupervised approach for subpixelic land-cover change
detection'' (with Sylvie Le Hégarat-Mascle and Amandine Robin),
proceedings of the International Workshop on the Analysis of
Multi-temporal Remote Sensing Images (MultiTemp'07), pp. 1-6, 2007.
download:
published version
/ preprint
(DOI: 10.1109/MULTITEMP.2007.4293061)
- ``A linear prefilter for image sampling with ringing artifact
control'' (with Gwendoline Blanchet and Bernard Rougé),
proceedings of the International Conference on Image Processing,
vol. 3, pp. 577-580, 2005.
download:
bibtex entry
- ``A multiscale multitemporal land cover classification method
using a Bayesian approach'' (with Sylvie Le Hégarat-Mascle and
Amandine Robin), proceedings of SPIE Remote Sensing (Bruges), vol. 5982,
pp. 598204.1-598204.12, 2005.
download:
- ``Approche a contrario pour la détection de changements
à partir d'images satellite basse résolution'' (with Sylvie
Le Hégarat-Mascle and Amandine Robin), actes du GRETSI
(Louvain-la-Neuve), 2005.
download:
- ``Land cover classification from coarse resolution time
series'' (with Sylvie Le Hégarat-Mascle, Hervé
Poilvé and Amandine Robin),
proceedings of the 31st International Symposium on Remote Sensing
of Environment (St Petersbourg), 2005.
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- ``Shape Smoothing and PDE's'' (with Frédéric
Guichard and Jean-Michel Morel), book chapter in Handbook of Image and
Video Processing, Al Bovik ed., pp. 573-586, 2005.
- ``A probabilistic criterion to detect rigid point matches
between two images and estimate the fundamental matrix''
(with Bérenger Stival) , International Journal of Computer
Vision, vol. 57:3, pp. 201-218, 2004.
download:
(preprint)
abstract
bibtex entry
web page with source code
- ``Les mathématiques de l'image numérique'', Dossiers
de l'ingénierie éducative : Les images numériques, Centre National
de Documentation Pédagogique (CNDP), no. 47-48, juin-octobre 2004.
download:
(pre-version)
(final version with poor quality images)
- ``Gestalt Theory and Computer Vision'' (with Agnès Desolneux and Jean-Michel Morel) , book chapter in Seeing, Thinking and Knowing, A. Carseti ed., pp. 71-101, Kluwer, 2004
(Abstract, PostScript of preprint, PDF of preprint).
- ``Computational Gestalts and Perception Thresholds'' (with Agnès Desolneux and Jean-Michel Morel), Journal of Physiology, Paris, vol. 97:2-3, special issue on neurogeometry and visual perception, pp. 311-324, 2003 (Abstract, HTML, PDF).
- ``On the Theory of Planar Shape'' (with Jose-Luis Lisani,
Pascal Monasse and Jean-Michel Morel),
SIAM Journal on Multiscale Modeling and Simulation,
vol. 1, no. 1, pp. 1-24, 2003 (PostScript,
PDF).
- ``Modèles continus, numériques et statistiques pour l'analyse d'images'', mémoire d'Habilitation à diriger des Recherches, Université
Paris 11, 2003.
- ``Variational Snake Theory'' (with Agnès Desolneux and Jean-Michel Morel) , book chapter in Geometric Level Set Methods in Imaging, Vision and Graphics, S. Osher and N. Paragios eds, Springer Verlag, pp. 79-99, 2003
(Abstract, PostScript of preprint, PDF of preprint).
- ``A Grouping Principle and Four Applications'' (with Agnès Desolneux and Jean-Michel Morel) , IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 25, no. 4, 2003 (earlier version as a preprint CMLA Nº 2001-22 under the name ``Partial Gestalts''
Abstract, PostScript of preprint, PDF of preprint).
- ``Maximal Meaningful Events and Applications to Image Analysis'' (with Agnès Desolneux and Jean-Michel Morel), Annals of Statistics, vol. 31:6, pp. 1822-1851, 2003
(Abstract, PostScript of preprint, PDF of preprint).
- ``Automatic detection of rigid point matches''
(with Bérenger Stival),
proceeding of the IEEE workshop on Motion and Video Computing,
Orlando, pp. 235-240, 2002.
- ``A review of P.D.E. models in image processing and image analysis'',
(with Frédéric Guichard and Jean-Michel Morel), Journal de Physique IV, vol. 12, pp. 137-154, 2002
(Abstract,
PostScript of preprint, PDF of preprint).
- ``Dequantizing image orientation'' (with Agnès Desolneux, Said Ladjal and Jean-Michel Morel) ,
IEEE Transactions on Image Processing, vol. 11:10, pp. 1129-1140, 2002
(Abstract,
PostScript,
PDF).
- ``Automatic image analysis: a challenge for computer vision''
(with Agnès Desolneux and Jean-Michel Morel),
actes du GRETSI, 2001 (PDF).
- ``Extrapolation de Spectre et Variation Totale Pondérée'',
actes du GRETSI, 2001 (PDF,
PostScript,
PDF).
- ``Les défauts du DVD sous l'oeil de l'équation'' (with Jean-Michel Morel),
La Recherche, mai 2001.
- ``Edge Detection by Helmholtz Principle'' (with Agnès Desolneux and Jean-Michel Morel),
Journal of Mathematical Imaging and Vision, vol 14:3, pp 271-284, 2001
(PostScript,
PDF).
- ``Geometric Computation of Curvature Driven Plane Curve Evolutions'' (with Frédéric Cao) ,
SIAM Journal on Numerical Analysis, vol. 39:2, pp. 624-646, 2001
(Abstract, PostScript of preprint, PDF of preprint).
- ``Shape Recognition Algorithm Robust under Partial Occlusions
and Affine Deformations'' (with José-Luis Lisani, Pascal Monasse
and Jean-Michel Morel), Proceedings of AMDO'2000
(Palma de Mallorca, Spain),
Lecture Notes in Computer Science 1899, Springer, 2000.
- ``A stable numerical algorithm for generalized curve shortening flow'' (with Frédéric Cao), in Free Boundary Problems: Theory and Applications, Gatuko International Series, Mathematical
Sciences and Applications 14, pp. 61-76, 2000.
- Petits problèmes de mathématiques appliquées et de modélisation (with Brigitte Bidégaray), Springer, 2000, 145 p.
- ``Affine Invariant Mathematical Morphology Applied to a Generic Shape Recognition Algorithm'' (with José-Luis Lisani, Pascal Monasse and Jean-Michel Morel),
Proceedings of the International Symposium on Mathematical Morphology
(ISSM'2000, Palo Alto), 2000
(Abstract, PostScript of preprint, PDF of preprint).
- ``Meaningful Alignments''
(with Agnès Desolneux and Jean-Michel Morel),
International Journal of Computer Vision, vol. 40:1, pp. 7-23, 2000
(PostScript,
PDF).
- ``Geometric Multiscale Representation of Numerical Images''
(with Georges Koepfler),
Proceedings of the Second International Conference
on Scale-Space Theories in Computer Vision, Corfu, Greece,
in Springer Lecture Notes in Computer Science,
vol. 1682, pp. 339-350, 1999
(Abstract
, PostScript,
PDF).
- ``A Depth-Compatible Multiscale Analysis of Movies'',
preprint CMLA Nš 9803
(Abstract
, PostScript, PDF of preprint).
- ``PDE's, motion analysis, and 3D reconstruction from movies'',
Proceedings of PDE Prague'98,
in Partial Differential Equations - Theory and numerical
solution, Chapman & Hall/CRC Research Notes in Mathematics, vol. 406,
pp. 273-282, 1998
(PostScript,
PDF).
- ``Affine Plane Curve Evolution: a Fully Consistent
Scheme'', IEEE Transactions On Image Processing,
vol. 7:3, pp. 411-420, 1998
(PostScript,
PDF).
- ``Traitement numérique d'images et de
films : équations aux dérivées partielles
préservant forme et relief'', PhD dissertation, Ceremade,
Paris-Dauphine University, 1997
(more information
here)
- ``Traitement d'images'', Pour La Science, février 1995.
- ``Multiscale Analysis of Movies for Depth Recovery'', International
Conference on Image Processing (ICIP'95, Washington), vol. 3, pp. 25-28,
1995.
- ``Perspective invariant multiscale analysis of movies'', International
Symposium on Optical Science Engineering (SPIE'95, San Diego), vol.
2567, pp. 84-94, 1995
(PostScript,
PDF).
- ``Analyse Multiéchelle de films pour la reconstruction
du relief'', note au Compte rendu de l'Académie des Sciences,
Paris, tome 320, série I, pp. 279-284, février 1995
(PostScript,
PDF).
I am in charge of the scientific library of the
MEGAWAVE software.
- ``Method and system for producing formatted data related
to defects of at least an appliance of a set, in particular, related
to blurring'' (inventors: Laurent Chanas, Frédéric Guichard,
Lionel Moisan, Bruno Liège),
patent PCT WO 03/007242-A2, january 2003.
- ``Method and system for modifying a digital image taking
into account its noise'' (inventors: Laurent Chanas,
Frédéric Guichard, Lionel Moisan, Bruno Liège),
patent PCT WO 03/007243-A2, january 2003.