Curriculum Vitae - Xavier Descombes Diploma

Curriculum Vitae - Xavier Descombes
Research Scientist (CR1), INRIA
Diploma:
2002:
1993:
1990:
1989:
Habilitation à diriger des
recherches
PhD in Image Processing
Master
degree
in
mathematics
Ingeneering degree from
Télécom Paris.
Stochastic methods in image analysis ; from Markov random
fields to marked point processes (in French)
Markov Random Fields and Image Analysis.
Thesis : Diffusion, Markov prcesses and Martingales.
Internship: Extraction and classification of crakle networks in
paintings. Thesis: Human Vision Modeling.
Experience:
Since Nov. 1997:
Oct. 1996 - Oct. 1997:
Jan. 1996 - Sep. 1996:
Jan. 1995 - Dec. 1995:
Jan. 1994 - Dec. 1994:
Research Scientist at INRIA Sophia Antipolis (ARIANA group)
Visiting Scientist at the Max Planck Institute, Leipzig.
Post-doc at INRIA Sophia Antipolis (PASTIS group), Sophia Antipolis.
Free research fellow at the Catholic University of Leuven (KUL), Belgium
Research Assistant at ENST Paris.
Teaching:
since 2002:
since 2000:
1997-2003:
1997-1998:
1992-1994:
1993:
(17h/year) Ingeneering school (SupAero)
(15h/year)) Ingeneering school (ESINSA)
Master of Astrophysic et Sciences of the Universe at the UNSA
(9h/year). Remote sensing course.
Master (20h + 7h) “Markov Random Fields in Image Processing” at the
university of Mexico.
Master (Cergy) and Ingeneering schools (ENST, ENSTA).
Practice of probability at ENST.
Co-supervisor:
PhD (12), Master (14), Ingeneer internship (8)
Technology transfer / Sofware develepment:
Morpho-Système - Finger prints binarization using Markov Random Fields
Elf Aquitaine - Faults detection from seismic images.
Alcatel Space Toulouse - Urban areas extraction from SPOT V simulations.
Alcatel CRC - MAP/ Image road network registration for map updating.
Astrium - Hyperspectral image classification.
Alcatel Space Cannes - Urban and semi urban areas classification from hyperspectral images.
IGN - Building footprint extraction from stereo images using marked point processes.
IGN - Remote sensed image segmentation using stochastic geometry.
BRGM - Line network extraction from remotely sensed images using marked point processes.
IFN - Tree crown extraction from high resolution remotely sensed images .
Alcatel Space Cannes- Early detection of forest fires.
Silogic- Forest fire dammage evaluation.
Responsabilities:
Regular reviewer of several journals (IJCV, IEEE Trans. on PAMI, IP, MI, Traitement du Signal,
Revue de la SFTP,...) and conferences (ICIP, ICASSP, EUSIPCO, RFIA, GRETSI,...).
Co-organisor of the conference IPRM (Moscow, july 2002).
Member of the programm comity of FSPIPA, (Budapest, 1999), SITIS (Yaoundé, 2005), RFIA 2006 (Tours).
Expert for : the “Special Fund for Research” of Anvers university (2001), the ACI “data mining” (2003 et 2004),
the French research ministry (2004-2005), the“NWO Mathematics Open Competition” (Nederland) (2004),
the “Israel Science Foundation” (2005).
Currently:
PI of ARC “Mode de Vie” (coll. Digiplante, Ecole Centrale Paris et LIAMA)
PI of an ECO-NET project (coll. IITP Moscou et Univ. de Yerevan)
Co-animator of the group “learning and statistics” of GdR Isis (CNRS)
Member of the Expert comity “Multi” of CNRS.
Member of the Strategic Council of PopSud.
Member of the Scientific Council of Optitec pole of competitiveness.
Special skills:
Probability and statistics: Random fields, spatial Statistics, Monte Carlo Methods
Image processing: Inverse Problems, Markov Random Fields, marked point process
Image processing applications: Texture Analysis, Remote sensing, SAR images, medical imaging
PUBLICATIONS
Book chapters :
International journals :
French journals :
International conferences :
National conferences :
INRIA technical reports :
3
20
7
43
17
29
Thesis
Extraction et classification des réseaux de craquelures dans les oeuvres picturales. Mémoire de Stage ENST - Dpt Image - 1989.
Modélisation de la vision humaine. Mémoire de fin d’études - ENST- Dpt Image - 1989.
Diffusion, Processus de Markov et Martingales. Mémoire de DEA de Mathématiques Pures - Paris VI 1990.
Champs markoviens en analyse d’images. Thèse de doctorat, Telecom Paris (signal et images), 17 dec
1993, 93E026.
Méthodes stochastiques en analyse d’image : des champs de Markov aux processus ponctuels marqués.
Habilitation à diriger des recherches, Université de Nice Sophia-Antipolis, 2 février 2004.
Book Chapters
X. Descombes, E. Pechersky. Wulff shapes at zero temperature for some models used in image processing, Chapter 10 of “Analysis and Statistics of Shapes”, (Ed. A.H. Krim, A. Yezzi) Springer, 2006.
R.S. Stoica, M.N.M. van Lieshout, X. Descombes, J. Zerubia. An application of marked point
processes to the extraction of linear networks from images. Chapter 12 of ”Spatial Statistics through
Applications” (Ed. J. Harten, F. Montes) WIT Press, 2002.
X. Descombes, Y. Goussard. Problèmes non supervisés. Chapitre 8 de ”Approche bayésienne pour
les problèmes inverses” (sous la direction de J. Idier) Hermès Science Publications, 2001.
International journals
M. Ortner and X. Descombes and J. Zerubia. Building Outline Extraction from Digital Elevation
Models using Marked Point Processes. International Journal of Computer Vision (to appear).
M. Ortner, X. Descombes, J. Zerubia. A reversible jump MCMC sampler for object detection in
image processing, Monte Carlo Methods and Applications (to appear).
C. Lacoste, X. Descombes, J. Zerubia. Point Processes for Unsupervised Line Network Extraction in
Remote Sensing, IEEE Trans. on Pattern Analysis and Machine Intelligence, 27(10): 1568-1579, October
2005. (to appear).
X. Descombes, E. Zhizhina. Applications of Gibbs fields methods to image processing problems,
Problems of Information Transmission, vol. 40, no 3, pp. 108-125, (in Russian), pp. 279-295 (in English),
2004.
G. Rellier, X. Descombes, F. Falzon, J. Zerubia. Texture Feature Analysis Using a Gauss-Markov
Model in Hyperspectral Image Classification. IEEE Trans. on Geoscience and Remote Sensing, 42(7):15431551, 2004
X. Descombes, F. Kruggel, G. Wollny, H.J. Gertz. An object based approach for detecting small
brain lesions: application to Virchow-Robin spaces. IEEE Trans. on Medical Imaging, 23(2) : 246-255,
2004.
R. Stoica, X. Descombes, J. Zerubia. A Gibbs point process for road extraction in remotely sensed
images. International Journal of Computer Vision, 57(2) : 121–136, 2004.
A. Crouzil, X. Descombes, J.D. Durou. A Multiresolution Approach for Shape from Shading Coupling
deterministic and Stochastic Optimization. IEEE Trans. on Pattern Analysis and Machine Intelligence,
vol. 25, no. 11, pp. 1416-1421, 2003.
X. Descombes, E. Pechersky. Droplet shapes for a class of models in Z2 at zero temperature. Journal
of Statistical Physics, Vol. 111, No. 1-2, pp. 129-169, 2003.
G.Rellier, X. Descombes, J. Zerubia. Local registration and deformation of a road cartographic
database on a SPOT Sattelite Image. Pattern Recognition, Vol. 35, pp. 2213-2221, 2002.
X. Descombes, R. Stoica, L. Garcin, J. Zerubia. A RJMCMC Algorithm for Object Processes in
Image Processing. Monte Carlo Methods and Applications, Vol. 7, No. 1-2, pp. 149-156, 2001.
A. Lorette, X. Descombes, J. Zerubia. Texture Analysis through a Markovian Modelling and Fuzzy
Classification: Application to Urban Area Extraction from Satellite Images. International Journal of
Computer Vision, Vol. 36, no. 3, pp. 219-234, 2000.
F. Kruggel, Y. von Cramon, X. Descombes. Comparison of Filtering Methods for fMRI Datasets.
NeuroImage vol. 10, pp 530-543 1999.
X.Descombes, R.Morris, J.Zerubia, M.Berthod. Estimation of Markov Random Field prior parameters using Markov chain Monte Carlo Maximum Likelihood. IEEE trans. on Image Processing, vol.
8, no. 7, pp 954-963, 1999.
X.Descombes, M.Sigelle, F.Preteux. GMRF Parameter Estimation in a non-stationary Framework
by a Renormalization Technique: Application to Remote Sensing Imaging. IEEE Trans. on Image Processing , vol. 8, no. 4, pp 490-503, 1999.
X.Descombes, F. Kruggel. A Markov Pixon Information approach for low level image description.
IEEE Trans. on Pattern Analysis and Machine Intelligence, vol. 21, no. 6, pp. 482-494, June 1999.
X.Descombes, F. Kruggel, Y. von Cramon. Spatio-temporal fMRI analysis using Markov Random
Fields. IEEE Trans. on Medical Imaging, vol. 17, no 6, pp. 1028-1039, 1998.
X.Descombes, F. Kruggel, Y. von Cramon. fMRI Signal Restoration Using an Edge Preserving
Spatio-temporal Markov Random Field. NeuroImage, vol. 8, pp. 340-349, 1998.
X.Descombes. A dense class of Markov Random Fields and Associated Parameter Estimation. Journal
of Visual Communication and Image Representation, vol. 8, no 3, pp. 299-316, sept. 1997.
X.Descombes, M.Moctezuma, H.Maı̂tre, J.P.Rudant. Coastline detection by a Markovian segmentation of SAR images, Signal Processing, vol. 55, pp. 123-132, 1996.
French journals
M. Ortner, X. Descombes, J. Zerubia. Extraction automatique de caricatures de batiments a partir
de modeles numeriques d’elevation par utilisation de processus ponctuels spatiaux. Bulletin de la Socit
Franaise de Photogrammtrie et Tldtection, no. 173/174, pp. 83-92, 2004.
C. Lacoste, X. Descombes, J. Zerubia, N. Baghdadi. Extraction automatique des rseaux liniques
partir d’images satellitaires et ariennes par processus Markov objet. Bulletin de la Socit Franaise de
Photogrammtrie et Tldtection, 170:13–22, 2003.
G. Rellier, X. Descombes, F. Falzon, J. Zerubia. Classification de textures hyperspectrales fondée
sur un modèle markovien et une technique de poursuite de projection. Traitement du Signal, 20(1):25–42,
2003.
C.Hivernat, X. Descombes, S. Randriamasy, J. Zerubia. Mise en correspondance et recalage
de graphes : application aux réseaux routiers extraits d’un couple carte/image. Traitement du Signal ,
17(1):21–32, 2000.
F.M. Letourneau, A. Lorette, J.P. Rudant, X. Descombes. Utilisation d’une séquence d’images
ERS et d’une méthode d’extraction automatique des zones urbaines pour le suivi de l’extension de la ville de
Macapa (Amapa, Bresil). Bulletin de la Société Franaise de Photogrammétrie et Télédétection, 156:2–11,
1999
X.Descombes, R.Morris, J.Zerubia. Quelques améliorations à la segmentation d’images bayesienne.
Première partie: modélisation Traitement du Signal, 14(4):373–382, 1997.
X.Descombes, R.Morris, J.Zerubia. Quelques améliorations à la segmentation d’images bayesienne.
Seconde partie: classification. Traitement du Signal, 14(4):383–393, 1997.
International Conferences
P. Gernez, X. Descombes, J. Zerubia, A. Bijaoui, E. Slezak. Galaxy filament detection using
the Quality candy model. In Proc. IEEE International Conference on Acoustics, Speech and Signal
Processing (ICASSP), Toulouse, France, May 2006.
M. Ortner, X. Descombes and J. Zerubia. Point Processes of Segments and Rectangles for Building
Extraction from Digital Elevation Models In Proc. IEEE International Conference on Acoustics, Speech
and Signal Processing (ICASSP), Toulouse, France, May 2006.
F. Lafarge, X. Descombes, J. Zerubia and M.P. Deseilligny. An Automatic 3D City Model : a
Bayesian Approach using Satellite Images. In Proc. IEEE International Conference on Acoustics, Speech
and Signal Processing (ICASSP), Toulouse, France, May 2006.
G. Perrin, X. Descombes, J. Zerubia and J.G. Boureau. Forest Resource Assessment using
Stochastic Geometry. In Proc. International Precision Forestry Symposium, March 2006.
G. Perrin, X. Descombes and J. Zerubia. Adaptive Simulated Annealing for Energy Minimization
Problem in a Marked Point Process Application. In Proc. Energy Minimization Methods in Computer
Vision and Pattern Recognition (EMMCVPR), St Augustine, Florida, USA, November 2005.
S. Le Hegarat-Mascle and A. Kallel and X. Descombes. Application of ant colony optimization to
image classification using a Markov model with non stationary neighborhoods. In Proc. SPIE Symposium
on Remote Sensing, Vol. 5982, Bruges, Belgium, September 2005.
C. Lacoste, X. Descombes, J. Zerubia and N. Baghdadi. Extraction of hydrographic networks from
satellite images using a hierarchical model within a stochastic geometry framework. In Proc. European
Signal Processing Conference (EUSIPCO), Antalya, Turkey, September 2005.
F. Lafarge, X. Descombes and J. Zerubia. Textural Kernel for SVM Classification in Remote
Sensing : Application to Forest Fire Detection and Urban Area Extraction. In Proc. IEEE International
Conference on Image Processing (ICIP), Genova, September 2005.
G. Perrin, X. Descombes and J. Zerubia. A Marked Point Process Model for Tree Crown Extraction
in Plantations. In Proc. IEEE International Conference on Image Processing (ICIP), Genova, September
2005.
M. Ortner, X. Descombes and J. Zerubia. A Discontinuity detector for building extraction from
Digital Elevation Models by stochastic geometry. In Proc. of EUSIPCO’04. Vienna, September 2004.
(this paper has received a Young authors award).
X. Descombes, F. Kruggel, C. Lacoste, M. Ortner, G. Perrin, and J. Zerubia. Marked point
process in image analysis : from context to geometry. In International Conference on Spatial Point Process
Modelling and its Application (SPPA), Castellon, Spain, Avril 2004 (invited paper).
C. Lacoste, X. Descombes, J. Zerubia, and N. Baghdadi. A Bayesian Geometric Model for Line
Network Extraction from Satellite Images. In Proc. IEEE International Conference on Acoustics, Speech
and Signal Processing (ICASSP), Montreal, Quebec, Canada, Mai 2004.
C. Lacoste, X. Descombes, J. Zerubia, and N. Baghdadi. Unsupervised line network extraction from remotely sensed images by polyline process. In Proc. European Signal Processing Conference
(EUSIPCO), University of Technology, Vienna, Austria, Septembre 2004.
G. Perrin, X. Descombes, and J. Zerubia. Tree Crown Extraction Using Marked Point Processes.
In Proc. European Signal Processing Conference (EUSIPCO), University of Technology, Vienna, Austria,
Septembre 2004.
F. Cerdat, X. Descombes, J. Zerubia, Urban scene rendering using object description, IGARSS’03,
Toulouse, 2003.
S. Drot, X. Descombes, H. Le Men, J. Zerubia, Remotely sensed image segmentation using an
Object Point Process, IGARSS’03, Toulouse, 2003.
M. Ortner, X. Descombes, J. Zerubia. Building Extraction from Digital Elevation Models, ICASSP’03
vol. III, Hong-Kong, 2003.
C. Lacoste, X. Descombes, J. Zerubia. Road network extraction in remote sensing by markov object
processes, ICIP’03, Barcelona, 2003.
O. Viveros-Cancino, X. Descombes, N. Baghdadi, J. Zerubia. Fusion of Radiometry and Textural
Information for SIRC Image Classification. ICIP02, Rochester, USA, 22-25 sept. 2002.
F. Kruggel, C. Chalopin, X. Descombes, V. Kovalev. Segmentation of Pathological Features in
MRI Brain Datasets. In Proceedings of the 9th International Conference on Neural Information Processing
(ICONIP’02), pp. 2673-2677, IEEE Press, Piscataway, NJ, 2002.
G. Rellier, X. Descombes, J. Zerubia, F. Falzon. A Gauss-Markov Model for Hyperspectral Texture
Analysis of Urban Areas. ICPR02, Quebec City, Canada, aug. 11-15, 2002.
S. Drot, X. Descombes, H. Le Men, J. Zerubia. Object Point Processes for Image Segmentation.
ICPR02, Quebec City, Canada, aug. 11-15, 2002.
L. Garcin, X. Descombes, J. Zerubia, H. Le Men. Buiding Extraction using a Markov Point
Process. ICIP’01 (Invited session), Thessalonik, Greece, 2001.
X. Descombes, M.N.M. van Lieshout, R. Stoica, J. Zerubia. Parameter Estimation by a Markov
Chain Monte Carlo technique for the Candy-model. 2001 IEEE Workshop on Statistical Signal Processing,
Singapore, 6-8th august 2001, pp.22-25.
G.Rellier, X. Descombes, J. Zerubia. Deformation of a Cartographic Road Network on a SPOT
Sattelite Image. ICIP’00, Vancouver, sept. 1-13, 2000, vol. II, pp. 736-739.
R.Stoica, X. Descombes, J. Zerubia. Road Extraction in Remote Sensed Images using a Stochastic
Geometry Framework. MaxEnt’00 , Gif Sur Yvette, July 8-13, 2000.
A.Lorette, X. Descombes, J. Zerubia. Fully Unsupervised Fuzzy Clustering with Entropy Criterion.
ICPR’00, Barcelone, 3-7 sept. 2000, IEEE Computer Society, vol. 3, pp. 998-1001.
X. Descombes, R. Stoica, J. Zerubia. Two Markov point processes for simulating line networks.
ICIP’99 (Invited session), Kobe, Japan.
A.Lorette, X. Descombes, J. Zerubia. Texture Analysis through Markov Random Fields: Urban
Areas Extractions. ICIP’99, Kobe, Japan.
X. Descombes, E. Pechersky. Isotropic properties of some multi-body interaction models. FSPIPA,
Budapest 6-9 september, Osterreichische Computer Gesellschaft, Ed. D. Chetverikov, T. Sziranyi, pp.
133-144, 1999.
X. Descombes, E. Pechersky. Metropolis vs Kawasaki dynamic for image segmentation based on Gibbs
models. EMMCVPR, York, UK, July 1999, Lecture Note in Computer Science 1654, Eds E.R. Hancock,
M. Pelillo, Springer, pp. 99-114, 1999.
X. Descombes, C. Hivernat, S. Randriamasy, J. Zerubia. Graph-matching model using Gibbsian
modeling: application to map-SPOT image roads network. SPIE conference on Mathematical Modeling,
Bayesian Estimation and Inverse Problems, Denver, 21-23 July 1999, vol. 3816, pp 2-10, 1999.
F. Kruggel, X. Descombes, Y. von Cramon. Preprocessing of fMR Datasets. Workshop on Biomedical Image Analysis, IEEE Computer Press, Los Alamitos, p. 211-220, June 1998.
G. Palubinskas, X. Descombes, F. Kruggel. An unsupervised clustering method using the entropy
minimization. ICPR’98, Brisbane, Australia, August 1998.
F.Tupin, E.Trouvé, X.Descombes, J.M.Nicolas, H.Matre. Improving IFSAR Phase Unwrapping
by Early Detection of Non Interferometric Features. Proc. SPIE Vol. 2958, p. 250-261, Microwave
Sensing and Synthetic Aperture Radar, Giorgio Franceschetti; Christopher J. Oliver; Franco S. Rubertone;
Shahram Tajbakhsh; dec. 1996.
R.Morris, X.Descombes, J.Zerubia. Fully Bayesian image segmentation - an engineering perspective.
ICIP’97, 1997.
X.Descombes, R.Morris, J.Zerubia, M.Berthod. Maximum Likelihood estimation of Markovian
Prior parameters using Markov Chain Monte Carlo. International Workshop on Energy Minimization
methods in Computer Vision and Pattern Recognition, 21-23 May 1997, Venice, Italy.
D.Vandermeulen, X.Descombes, P.Suetens, G.Marchal. Unsupervised Regularized Classification
of Multi-Spectral MRI. Visualization in Biomedical Computing, Proc. VBC’96, eds.: K.H. Hohne and
R.Kikinis, LNCS 1131, Springer Verlag Heidelberg-New York.
R.D.Morris, X.Descombes, J.Zerubia. The Ising/Potts model is not well suited to segmentation
tasks. IEEE Digital Signal Processing Workshop, Sept. 1-4 1996, Norway.
X.Descombes. A fission and fusion Markovian approach for multi-channel segmentation. IGARSS’95,
Firenze, Italy, July 10-14 1995 pp 124-127.
L.Aurdal, X.Descombes, H.Maı̂tre, I.Bloch, C.Adamsbaum, G.Kalifa. Fully Automated Analysis of adrenoleukodystrophy from dual echo MR-images. CAR’95 Berlin 1995 pp. 35-40.
X.Descombes, JF.Mangin, E.Pechersky, M.Sigelle. Fine structure preserving Markov Model for
Image Processing. 9th Scandinavian Conference on Image Analysis SCIA’95, Uppsala, Sweden June 6-9
1995 pp 349-356.
X.Descombes, F.Preteux. Topology and parameter estimation in MRF modeling. SPIE, Neural and
Stochastic Methods in Image and Signal Processing II, vol. 2032, San Diego, 11-16 July 1993 pp 156-166.
French Conferences
G. Perrin, X. Descombes and J. Zerubia Evaluation des Ressources Forestires l’aide de Processus
Ponctuels Marqus. In Proc. Reconnaissance des Formes et Intelligence Artificielle (RFIA), Tours, France,
January 2006.
F. Lafarge, X. Descombes, J. Zerubia and S. Mathieu-Marni. Dtection de feux de fort partir
d’images satellitaires IRT par analyse statistique d’vnements rares. In Proc. GRETSI Symposium on
Signal and Image Processing, Louvain-la-Neuve, Belgique, September 2005.
M. Ortner, X. Descombes and J. Zerubia. Un nouveau modle pour l’extraction de caricatures de
btiments sur des Modles Numriques d’Elvation. In Proc. of TAIMA 2003. Hammamet (Tunisie). Octobre
2003.
M. Ortner, X. Descombes, and J. Zerubia. Extraction automatique de caricatures de batiments sur
des Modles Numriques d’Elvation. In Pixels et Cits, ENSG, Marne la Valle, France, November 2003.
C. Lacoste, X. Descombes, J. Zerubia, N. Baghdadi. Extraction de réseaux linéiques à partir
d’images satellitaires par processus markov objet. GRETSI’03, Paris, 2003.
O. Pony, U. Polverini, L. Gautret, J. Zerubia, X. Descombes. Classification d’image satellitaire
superspectrale en zone rurale et périurbaine. GRETSI’01, Toulouse, 10-13 Septembre 2001.
G.Rellier, X. Descombes, J. Zerubia, F. Falzon. Un modèle markovien gaussien pour l’analyse de
texture hyperspectrale en milieu urbain. GRETSI,’01, Toulouse, 10-13 Septembre 2001.
X.Descombes, J.D. Durou, D. Petit. Recuit simulé pour le ”shape from shading”. GRETSI,’01,
Toulouse, 10-13 Septembre 2001.
G.Rellier, X. Descombes, J. Zerubia, F. Falzon. La poursuite de projection pour la classification
d’images hyperspectrales texturées. ORASIS’01, Cahors, juin 5-8, 2001, pp. 435-444.
O. Viveros, X. Descombes, J. Zerubia. Apport de l’imagerie radar pour l’extraction des zones
urbaines. ORASIS’01, Cahors, juin 5-8, 2001, pp. 405-414.
A.Lorette, X. Descombes, J. Zerubia. Modélisation Markovienne Multi-Directionnelle: Application
à l’Extraction des Zones Urbaines. RFIA’00, Paris, 1-3 fév. 2000, vol. III, pp. 17-26.
C. Hivernat, S. Randriamasy, X. Descombes, J. Zerubia. Qualification automatique des résultats
d’une mise en correspondance de réseaux routiers en vue de la mise à jour cartographique. ISPRS Working
Group II/6 Workshop on: ”3D Geospatial Data Production: Meeting Application Requirements”, Paris
6-9 Avril, 1999, Bulletin de la SFPT no 153, pp 91-93, 1999.
X.Descombes, F.Preteux. Les Phi-modèles : caractérisation de processus markoviens gaussiens perturbés. 9eme congrès AFCET-RFIA, Paris, January 1994, vol. 1 pp 75-86.
X.Descombes, M.Sigelle, F.Preteux. Application de la renormalisation à l’analyse de textures markoviennes gaussiennes. 14eme Colloque GRETSI, Juan-les-pins, 11-15 September 1993, vol. 1 pp 21-25.
F.Preteux, X.Descombes. Synthèse et analyse de textures par coopération de processus multi-échelles.
8eme congrès AFCET-RFIA, Lyon-Villeurbanne, 25-29 November 1991, vol. 2 pp 1015-1026.
X.Descombes, F.Preteux. Potentiels canoniques et modèles markoviens. 13eme Colloque GRETSI,
Juan-les-pins, 16-20 September 1991, vol. 2, pp 821-824.
German Conferences
F. Kruggel, X. Descombes, Y. von Cramon. Die Vorerarbeitung von fMRI-Daten, Bildverarbeitung
fr die Medizin 1998, Algorithmen - Systeme - Anwendungen, 26. und 27. Mrz 1998, Universittsklinikum
der RWTH Aachen
Miscellaneous
X. Descombes, J. Zerubia. Marked Point Processes in Image Analysis. IEEE Signal Processing
Magazine, vol. 19, no. 5, pp.77-84, September 2002.
X. Descombes, J. Zerubia. Marked Point Processes in Image Analysis. ERCIM News, No. 50, pp.
24-25, july 2002.
N. Baghdadi, A. Bourguignon, X. Descombes, C. Parent, J.F. Desprat, C. King. MAJOR :
utilisation des différents capteurs satellitaires pour la mise à jour des indicateurs liés aux problèmes de
ressources hydrogéologiques et minières en Afrique. BRGM/RP-51299, 118 p., 2001.
X.Descombes, S. Drot, M. Imberty, H. Le Men, J. Zerubia. Segmentation d’image haute
résolution par processus Markov objet. Séminaire Télédétection à très haute résolution spatiale et
analyse d’image. Montpellier, 14 déc. 1999, pp.63-72, Cemagref Edition 2001.
X.Descombes, F.Preteux, M.Sigelle. Modèles markoviens en analyse d’images : définition des potentiels canoniques, des cliques et estimation des paramètres. Journees thématiques du GDR/CNRS 22-23
September 1991, pp 90-104.
INRIA Technical Reports
RR-5712 : A marked point process of rectangles and segments for automatic analysis of Digital Elevation
Models Ortner, Mathias / Descombes, Xavier / Zerubia, Josiane
RR-5704 : Optimization Techniques for Energy Minimization Problem in a Marked Point Process Application to Forestry Perrin, Guillaume / Descombes, Xavier / Zerubia, Josiane
RR-5544 : Point processes in forestry : an application to tree crown detection Perrin, Guillaume /
Descombes, Xavier / Zerubia, Josiane
RR-5698 : A Polyline Process for Unsupervised Line Network Extraction in Remote Sensing Lacoste,
Caroline / Descombes, Xavier / Zerubia, Josiane
RR-5697 : Hydrographic Network Extraction from Radar Satellite Images using a Hierarchical Model
within a Stochastic Geometry Framework Lacoste, Caroline / Descombes, Xavier / Baghdadi, Nicolas /
Zerubia, Josiane
RR-5687 : A Parametric Model for Automatic 3D Building Reconstruction from high resolution Satellite
Images Lafarge, Florent / Descombes, Xavier / Deseilligny, Marc-Pierrot / Zerubia, Josiane
RR-5370 : Noyaux texturaux pour les problèmes de classification par SVM en télédétection. Lafarge,
Florent / Descombes, Xavier / Zerubia, Josiane
RR-5369 : Détection de feux de forêt par analyse statistique de la radiométrie Lafarge, Florent / Descombes, Xavier / Zerubia, Josiane
RR-5037 : Extraction de houppiers par processus objet. Perrin, Guillaume / Descombes, Xavier /
Zerubia, Josiane
RR-5006 : A Multiresolution Approach for Shape from Shading Coupling Deterministic and Stochastic
Optimization. Crouzil, Alain / Descombes, Xavier / Durou, Jean-Denis
RR-4919 : Automatic 3D land register extraction from altimetric data in dense urban areas Ortner,
Mathias / Descombes, Xavier / Zerubia, Josiane
RR-4900 : Improved RJMCMC point process sampler for object detection on images. Ortner, Mathias
/ Descombes, Xavier / Zerubia, Josiane
RR-4814 : Image Denoising using Stochastic Differential Equations. Descombes, Xavier / Zhizhina,
Elena
RR-4578 : Analyse intra-urbaine à partir d’images satellitaires par une approche de fusion de données
sur la ville de Mexico. Viveros-Cancino, Oscar / Descombes, Xavier / Zerubia, Josiane
RR-4517 : Building Extraction from Digital Elevation Model Ortner, Mathias / Descombes, Xavier /
Zerubia, Josiane
RR-4516 : A Comparative Study of Point Processes for Line Network Extraction in Remote Sensing.
Lacoste, Caroline / Descombes, Xavier / Zerubia, Josiane
RR-4479 : Analyse de texture hyperspectrale par modélisation markovienne Rellier, Guillaume / Descombes, Xavier / Falzon, Frédéric / Zerubia, Josiane.
RR-4206 : Building Detection by Markov Object processes and a MCMC Algorithm Garcin, Laurent /
Descombes, Xavier / Zerubia, Josiane / Le Men, Hervé
RR-4152 : La poursuite de projection pour la classification d’images hyperspectrales. Rellier, Guillaume
/ Descombes, Xavier / Falzon, Frédéric / Zerubia, Josiane
RR-4008 : Classification d’images satellitaires hyperspectrales en zone rurale. Pony, Olivier / Descombes,
Xavier / Zerubia, Josiane
RR-3939 : Local Registration and Deformation of a Road Cartographic Database on A SPOT Satellite
Image. Rellier, Guillaume / Descombes, Xavier / Zerubia, Josiane
RR-3923 : A Markov Point Process for Road Extraction in Remote Sensed Images Stoica, Radu /
Descombes, Xavier / Zerubia, Josiane
RR-3881 : Simulation de processus objets : Etude de faisabilité pour une application la segmentation
d’image. Imberty, Mikael / Descombes, Xavier
RR-3752 : Isotropic Properties of Some Multi-body Interaction Models: Two Quality Criteria for Markov
Priors in Image Processing. Descombes, Xavier / Pechersky, Eugène
RR-3529 : Mise en correspondance et recalage de graphes : application aux réseaux routiers extraits d’un
couple carte/image. Hivernat, Christine / Descombes, Xavier / Randriamasy, Sabine / Zerubia, Josiane
RR-3423 : Extraction des zones urbaines fondée sur une analyse de la texture par modélisation markovienne. Lorette, Anne / Descombes, Xavier / Zerubia, Josiane
RR-3017 : Fully Bayesian Image Segmentation - an Engineering Perspective. Morris, Robin / Descombes,
Xavier / Zerubia, Josiane
RR-3016 : An Analysis of Some Models Used in Image Segmentation Morris, Robin / Descombes, Xavier
/ Zerubia, Josiane
RR-3015 : Estimation of Markov Random Field Prior Parameters Using Markov Chain Monte Carlo
Maximum Likelihood. Descombes, Xavier / Morris, Robin / Zerubia, Josiane / Berthod, Marc
RR-2916 : Quelques améliorations à la segmentation d’images bayesienne. Descombes, Xavier / Morris,
Robin / Zerubia, Josiane