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@ARTICLE{DES04a,
	author = { Descombes, X. and Kruggel, F. and Wollny, G. and Gertz, H.J. },
	title = { An object based approach for detecting smallbrain lesions: application to Virchow-Robin spaces },
	year = { 2004 },
	month = { February },
	journal = { IEEE Trans. Medical Imaging },
	volume = { 23 },
	number = { 2 },
	pages = { 246--255 },
	pdf = { http://ieeexplore.ieee.org/iel5/42/28264/01263613.pdf?tp=&arnumber=1263613&isnumber=28264 }
 }

@ARTICLE{STO04a,
	author = { Stoica, R. and Descombes, X. and Zerubia, J. },
	title = { A Gibbs point process for road extraction in remotely sensed images },
	year = { 2004 },
	journal = { International Journal of Computer Vision },
	volume = { 57 },
	number = { 2 },
	pages = { 121--136 },
	url = { http://www.springerlink.com/content/kr262t6084464n30/ }
 }

@ARTICLE{DES04br,
	author = { Descombes, X. and Zhizhina, E. },
	title = { Applications of Gibbs fields methods to image processing problems },
	year = { 2004 },
	month = { September },
	journal = { Problems of Information Transmission },
	volume = { 40 },
	number = { 3 },
	pages = { 108--125 },
	note = { in Russian },
	pdf = { http://www.mathnet.ru/php/getFT.phtml?jrnid=ppi&paperid=146&what=fullt&option_lang=rus }
 }

@ARTICLE{DES04be,
	author = { Descombes, X. and Zhizhina, E. },
	title = { Applications of Gibbs fields methods to image processing problems },
	year = { 2004 },
	month = { September },
	journal = { Problems of Information Transmission },
	volume = { 40 },
	number = { 3 },
	pages = { 279-295 },
	note = { in English },
	url = { http://link.springer.com/article/10.1023%2FB%3APRIT.0000044262.70555.5c }
 }

@ARTICLE{DES04c,
	author = { Rellier, G. and Descombes, X. and Falzon, F. and Zerubia, J. },
	title = { Texture Feature Analysis Using a Gauss-Markov Model in Hyperspectral Image Classification },
	year = { 2004 },
	journal = { IEEE Trans. Geoscience and Remote Sensing },
	volume = { 42 },
	number = { 7 },
	pages = { 1543--1551 },
	pdf = { http://ieeexplore.ieee.org/iel5/36/29162/01315838.pdf?tp=&arnumber=1315838&isnumber=29162 }
 }

@ARTICLE{ORT04a,
	author = { Ortner, M. and Descombes, X. and Zerubia, J. },
	title = { Extraction automatique de caricatures de bâtiments a partir de modeles numeriques d'elevation par utilisation de processus ponctuels spatiaux },
	year = { 2004 },
	journal = { Bulletin de la Société Française de Photogrammétrie et de Télédétection },
	volume = { 173-174 },
	pages = { 83--92 },
 }

@ARTICLE{lacostesfpt,
	author = { Lacoste, C. and Descombes, X. and Zerubia, J. and Baghdadi, N. },
	title = { Extraction automatique des réseaux linéiques à partir          d'images satellitaires et aériennes par processus Markov objet },
	year = { 2003 },
	journal = { Bulletin de la Société Française de Photogrammétrie et de Télédétection },
	volume = { 170 },
	pages = { 13--22 },
	url = { http://www.researchgate.net/profile/Nicolas_Baghdadi/publication/236882132_Extraction_automatique_des_rseaux_liniques__partir_dimages_satellitaires_et_ariennes_par_processus_Markov_objets/links/00463519e05ebd9e83000000.pdf?disableCoverPage=true }
 }

@ARTICLE{crouzilXDJDD,
	author = { Crouzil, A. and Descombes, X. and Durou, J.D. },
	title = { A Multiresolution Approach for Shape from Shading Coupling          Deterministic and Stochastic Optimization },
	year = { 2003 },
	month = { November },
	journal = { IEEE Trans. Pattern Analysis ans Machine Intelligence },
	volume = { 25 },
	number = { 11 },
	pages = { 1416--1421 },
	note = { Special section on `Energy minimization methods in computer vision         and pattern recognition' },
	pdf = { http://ieeexplore.ieee.org/iel5/34/27807/01240116.pdf?tp=&arnumber=1240116&isnumber=27807 }
 }

@ARTICLE{descombesEP,
	author = { Descombes, X. and Pechersky, E. },
	title = { Droplet Shapes for a Class of Models in Z^2 at Zero Temperature },
	year = { 2003 },
	journal = { Journal of Statistical Physics },
	volume = { 111 },
	number = { 1-2 },
	pages = { 129--169 },
	pdf = { http://link.springer.com/article/10.1023/A%3A1022252923753 }
 }

@ARTICLE{rellierXDFFJZ,
	author = { Rellier, G. and Descombes, X. and Falzon, F. and Zerubia, J. },
	title = { Classification de Textures Hyperspectrales Fondée sur un Modèle          Markovien et Une Technique de Poursuite de Projection },
	year = { 2003 },
	journal = { Traitement du Signal },
	volume = { 20 },
	number = { 1 },
	pages = { 25--42 },
	url = { http://documents.irevues.inist.fr/handle/2042/2216 }
 }

@ARTICLE{rellierXDJZ,
	author = { Rellier, G. and Descombes, X. and Zerubia, J. },
	title = { Local registration and deformation of a road cartographic database on a SPOT Satellite Image },
	year = { 2002 },
	journal = { Pattern Recognition },
	volume = { 35 },
	number = { 10 },
	url = { http://www.sciencedirect.com/science/article/pii/S0031320301001807 }
 }

@ARTICLE{xd01c,
	author = { Descombes, X. and Stoica, R. and Garcin, L. and Zerubia, J. },
	title = { A RJMCMC algorithm for object processes in image processing },
	year = { 2001 },
	journal = { Monte Carlo Methods and Applications },
	volume = { 7 },
	number = { 1-2 },
	pages = { 149-156 },
	url = { http://www.degruyter.com/view/j/mcma.2001.7.issue-1-2/mcma.2001.7.1-2.149/mcma.2001.7.1-2.149.xml }
 }

@ARTICLE{xd00,
	author = { Hivernat, C. and Descombes, X. and Randriamasy, S. and Zerubia, J. },
	title = { Mise en correspondance et recalage de graphes~: application  aux réseaux routiers extraits d'un couple carte/image },
	year = { 2000 },
	journal = { Traitement du Signal },
	volume = { 17 },
	number = { 1 },
	pages = { 21-32 },
	url = { http://documents.irevues.inist.fr/handle/2042/2129 }
 }

@ARTICLE{xd00a,
	author = { Lorette, A. and Descombes, X. and Zerubia, J. },
	title = { Texture analysis through a Markovian modelling and fuzzy classification: Application to urban area Extraction from Satellite Images },
	year = { 2000 },
	journal = { International Journal of Computer Vision },
	volume = { 36 },
	number = { 3 },
	pages = { 221-236 },
	url = { http://dx.doi.org/10.1023/A:1008129103384 },
	pdf = { http://dx.doi.org/10.1023/A:1008129103384 }
 }

@ARTICLE{xd99a,
	author = { Descombes, X. and Sigelle, M. and Prêteux, F. },
	title = { GMRF Parameter Estimation in a non-stationary Framework by a Renormalization Technique: Application to Remote Sensing Imaging },
	year = { 1999 },
	journal = { IEEE Trans. Image Processing },
	volume = { 8 },
	number = { 4 },
	pages = { 490-503 },
	url = { https://hal.archives-ouvertes.fr/hal-00272393 }
 }

@ARTICLE{xd99b,
	author = { Descombes, X. and Kruggel, F. },
	title = { A Markov Pixon Information approach for low level image description },
	year = { 1999 },
	month = { June },
	journal = { IEEE Trans. Pattern Analysis ans Machine Intelligence },
	volume = { 21 },
	number = { 6 },
	pages = { 482-494 },
	pdf = { http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=771311 }
 }

@ARTICLE{xd99d,
	author = { Kruggel, F. and Von Cramon, Y. and Descombes, X. },
	title = { Comparison of Filtering Methods for fMRI Datasets },
	year = { 1999 },
	month = { November },
	journal = { NeuroImage },
	volume = { 10 },
	number = { 5 },
	pages = { 530-543 },
	url = { http://www.sciencedirect.com/science/article/pii/S1053811999904901 }
 }

@ARTICLE{lafarge_ts06,
	author = { Lafarge, F. and Descombes, X. and Zerubia, J. and Mathieu, S. },
	title = { Détection de feux de forêt par analyse statistique d'évènements rares à partir d'images infrarouges thermiques },
	year = { 2007 },
	journal = { Traitement du Signal },
	volume = { 24 },
	number = { 1 },
	note = { copyright Traitement du Signal },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_lafarge_ts06.pdf },
	keyword = { Gaussian Field, Rare event, DT-caracteristic, Intensity peak }
 }

@ARTICLE{ortner_ijcv_05,
	author = { Ortner, M. and Descombes, X. and Zerubia, J. },
	title = { Building Outline Extraction from Digital Elevation Models using Marked Point Processes },
	year = { 2007 },
	month = { April },
	journal = { International Journal of Computer Vision },
	volume = { 72 },
	number = { 2 },
	pages = { 107-132 },
	url = { http://www.springerlink.com/content/d563v16957427102/?p=873bd324c7c14049a45cc1f2905b5a86&pi=0 },
	keyword = { RJMCMC, Buildings, Stochastic geometry, Marked point process, Digital Elevation Model (DEM) }
 }

@ARTICLE{lacoste05,
	author = { Lacoste, C. and Descombes, X. and Zerubia, J. },
	title = { Point Processes for Unsupervised Line Network Extraction in Remote Sensing },
	year = { 2005 },
	month = { October },
	journal = { IEEE Trans. Pattern Analysis and Machine Intelligence },
	volume = { 27 },
	number = { 10 },
	pages = { 1568-1579 },
	pdf = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?isnumber=32189&arnumber=1498752&count=18&index=4 }
 }

@ARTICLE{XDJZ,
	author = { Descombes, X. and Zerubia, J. },
	title = { Marked Point Processes in Image Analysis },
	year = { 2002 },
	month = { September },
	journal = { IEEE Signal Processing Magazine },
	volume = { 19 },
	number = { 5 },
	pages = { 77-84 },
	pdf = { http://ieeexplore.ieee.org/iel5/79/22084/01028354.pdf?tp=&arnumber=1028354&isnumber=22084 }
 }

@ARTICLE{descombes98d,
	author = { Descombes, X. and Kruggel, F. and von Cramon, Y. },
	title = { fMRI Signal Restoration Using an Edge Preserving Spatio-temporal Markov Random Field },
	year = { 1998 },
	journal = { NeuroImage },
	volume = { 8 },
	pages = { 340-349 },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/1998_descombes98d.pdf },
	keyword = { fMRI, Restoration, Markov Fields }
 }

@ARTICLE{lafarge_sfpt05,
	author = { Lafarge, F. and Descombes, X. and Zerubia, J. and Pierrot-Deseilligny, M. },
	title = { Modèle Paramétrique pour la Reconstruction Automatique en 3D de Zones Urbaines Denses à partir d'Images Satellitaires Haute Résolution },
	year = { 2005 },
	journal = { Revue Française de Photogrammétrie et de Télédétection (SFPT) },
	volume = { 180 },
	pages = { 4--12 },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2005_lafarge_sfpt05.pdf },
	keyword = { 3D reconstruction, Urban areas, Bayesian approach, MCMC, Satellite images }
 }

@ARTICLE{COR-09,
	author = { Corbane, C. and Baghdadi, N. and Descombes, X. and Petit, M. },
	title = { Comparative study on the performance of multi paramater SAR data for operational urban areas extraction },
	year = { 2009 },
	month = { October },
	journal = { IEEE-Geoscience and Remote Sensing Letters },
	volume = { 6 },
	number = { 4 },
	pages = { 728-732 },
	url = { http://dx.doi.org/10.1109/LGRS.2009.2024225 },
	keyword = { Markov random field model, synthetic aperture radar, urban remote sensing }
 }

@ARTICLE{Ants07,
	author = { Le Hegarat-Mascle, S. and Kallel, A. and Descombes, X. },
	title = { ant colony optimization for image regularization based on a non-stationary Markov modeling },
	year = { 2007 },
	month = { March },
	journal = { IEEE Trans. on Image Processing },
	volume = { 16 },
	number = { 3 },
	pages = { 865-878 },
	url = { http://dx.doi.org/10.1109/TIP.2007.891150 },
	pdf = { http:// },
	keyword = { Markov Random Fields, Ants colonization }
 }

@ARTICLE{Bhattacharya07,
	author = { Bhattacharya, A. and Roux, M. and Maitre, H. and Jermyn, I. H. and Descombes, X. and Zerubia, J. },
	title = { Computing Statistics from Man-Made Structures on the Earth's          Surface for Indexing Satellite Images },
	year = { 2007 },
	journal = { International Journal of Simulation Modelling },
	volume = { 6 },
	number = { 2 },
	pages = { 73--83 },
	url = { http://www.ijsimm.com/Full_Papers/Fulltext2007/text6-2_73-83.pdf },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_Bhattacharya07.pdf }
 }

@ARTICLE{descombes98,
	author = { Descombes, X. and Kruggel, F. and Von Cramon, Y. },
	title = { Spatio-temporal fMRI analysis using Markov Random Fields },
	year = { 1998 },
	journal = { IEEE Trans. Medical Imaging },
	volume = { 17 },
	number = { 6 },
	pages = { 1028-1039 },
	pdf = { http://www-sop.inria.fr/members/Xavier.Descombes/publis_dr/TMI1.pdf },
	keyword = { fMRI, Markov Random Fields }
 }

@ARTICLE{lafarge_sfpt06,
	author = { Lafarge, F. and Descombes, X. and Zerubia, J. and Pierrot-Deseilligny, M. },
	title = { Automatic building 3D reconstruction from DEMs },
	year = { 2006 },
	journal = { Revue Française de Photogrammétrie et de Télédétection (SFPT) },
	volume = { 184 },
	pages = { 48--53 },
	url = { http://isprs.free.fr/documents/Papers/T07-32.pdf },
	keyword = { 3D-reconstruction, Digital Elevation Model, Building extraction, dense urban areas }
 }

@ARTICLE{pami09b_lafarge,
	author = { Lafarge, F. and Gimel'farb, G. and Descombes, X. },
	title = { Geometric Feature Extraction by a Multi-Marked Point Process  },
	year = { 2010 },
	month = { September },
	journal = { IEEE Trans. Pattern Analysis and Machine Intelligence },
	volume = { 32 },
	number = { 9 },
	pages = { 1597-1609 },
	url = { http://dx.doi.org/10.1109/TPAMI.2009.152 },
	keyword = { Shape extraction, Spatial point process, Stochastic geometry, fast optimization, Texture, remote sensing }
 }

@ARTICLE{ortner08,
	author = { Ortner, M. and Descombes, X. and Zerubia, J. },
	title = { A marked point process of rectangles and segments for automatic analysis of Digital Elevation Models. },
	year = { 2008 },
	journal = { IEEE Trans. Pattern Analysis and Machine Intelligence },
	pdf = { http://hal.inria.fr/docs/00/27/88/82/PDF/ortner08.pdf },
	keyword = { Image procressing, Poisson point process, Stochastic geometry, Dense urban area, Digital Elevation Model, land register }
 }

@ARTICLE{lafarge_jprs08,
	author = { Lafarge, F. and Descombes, X. and Zerubia, J. and Pierrot-Deseilligny, M. },
	title = { Automatic Building Extraction from DEMs using an Object Approach and Application to the 3D-city Modeling },
	year = { 2008 },
	month = { May },
	journal = { Journal of Photogrammetry and Remote Sensing },
	volume = { 63 },
	number = { 3 },
	pages = { 365-381 },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2008_lafarge_jprs08.pdf },
	keyword = { Building extraction, 3D reconstruction, Digital Elevation Model, Stochastic geometry }
 }

@ARTICLE{xavTMI3,
	author = { Risser, L. and Plouraboue, F. and Descombes, X. },
	title = { Gap Filling of 3-D Microvascular Networs by Tensor Voting },
	year = { 2008 },
	month = { May },
	journal = { IEEE Trans. Medical Imaging },
	volume = { 27 },
	number = { 5 },
	pages = { 674-687 },
	pdf = { http://ieeexplore.ieee.org/iel5/42/4497376/04389807.pdf?isnumber=4497376&prod=JNL&arnumber=4389807&arSt=674&ared=687&arAuthor=Risser%2C+L.%3B+Plouraboue%2C+F.%3B+Descombes%2C+X. }
 }

@ARTICLE{LNA08,
	author = { Descombes, X. and Zhizhina, E. },
	title = { The Gibbs fields approach and related dynamics in image processing },
	year = { 2008 },
	journal = { Condensed Matter Physics },
	volume = { 11 },
	number = { 2(54) },
	pages = { 293-312 },
	pdf = { http:// }
 }

@ARTICLE{DZM08,
	author = { Descombes, X. and Minlos, R. and Zhizhina, E. },
	title = { Object Extraction Using a Stochastic Birth-and-Death Dynamics in Continuum },
	year = { 2009 },
	journal = { Journal of Mathematical Imaging and Vision },
	volume = { 33 },
	number = { 3 },
	pages = { 347-359 },
	pdf = { http://dx.doi.org/10.1007/s10851-008-0117-y },
	keyword = { birth and death process, Marked point process, Object extraction }
 }

@ARTICLE{xd99c,
	author = { Descombes, X. and Morris, R. and Zerubia, J. and Berthod, M. },
	title = { Estimation of Markov Random Field prior parameters using Markov chain Monte Carlo Maximum Likelihood },
	year = { 1999 },
	month = { July },
	journal = { IEEE Trans. Image Processing },
	volume = { 8 },
	number = { 7 },
	pages = { 954-963 },
	pdf = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?isnumber=16772&arnumber=772239&count=14&index=6 },
	keyword = { Markov processes,  Monte Carlo methods, Potts model, Image segmentation, Maximum likelihood estimation   }
 }

@ARTICLE{flamTS,
	author = { Descamps, S. and Descombes, X. and Béchet, A. and Zerubia, J. },
	title = { Détection de flamants roses par processus ponctuels marqués pour l'estimation de la taille des populations },
	year = { 2009 },
	month = { July },
	journal = { Traitement du Signal },
	volume = { 26 },
	number = { 2 },
	pages = { 95-108 },
	pdf = { http://documents.irevues.inist.fr/handle/2042/28809 },
	keyword = { flamants roses }
 }

@ARTICLE{lafarge_pami09,
	author = { Lafarge, F. and Descombes, X. and Zerubia, J. and Pierrot-Deseilligny, M. },
	title = { Structural approach for building reconstruction from a single DSM },
	year = { 2010 },
	month = { January },
	journal = { IEEE Trans. Pattern Analysis and Machine Intelligence },
	volume = { 32 },
	number = { 1 },
	pages = { 135-147 },
	url = { http://doi.ieeecomputersociety.org/10.1109/TPAMI.2008.281 }
 }

@ARTICLE{lacoste10,
	author = { Lacoste, C. and Descombes, X. and Zerubia, J. },
	title = { Unsupervised line network extraction in remote sensing using a polyline process },
	year = { 2010 },
	month = { April },
	journal = { Pattern Recognition },
	volume = { 43 },
	number = { 4 },
	pages = { 1631-1641 },
	url = { http://dx.doi.org/10.1016/j.patcog.2009.11.003 },
	keyword = { Marked point process, Line networks, Road network extraction }
 }

@ARTICLE{benedekPAMI11,
	author = { Benedek, C. and Descombes, X. and Zerubia, J. },
	title = { Building Development Monitoring in Multitemporal Remotely Sensed Image Pairs with Stochastic Birth-Death Dynamics },
	year = { 2012 },
	month = { January },
	journal = { IEEE Trans. Pattern Analysis and Machine Intelligence },
	volume = { 34 },
	number = { 1 },
	pages = { 33-50 },
	url = { http://dx.doi.org/10.1109/TPAMI.2011.94 },
	keyword = { Building extraction, Change detection, Marked point process, multiple birth-and-death dynamics }
 }

@ARTICLE{cariou2010,
	author = { Cariou, P. and Descombes, X. and Zhizhina, E. },
	title = { A Point Process for Fully Automatic Road Network Detection in Satellite and Aerial Images },
	year = { 2010 },
	journal = { Problems of Information Transmission },
	volume = { 10 },
	number = { 3 },
	pages = { 247-256 },
	url = {  http://www.jip.ru/2010/247-256-2010.pdf },
	keyword = { Marked point process, birth and death process, Road network extraction }
 }

@ARTICLE{MBC_BP10,
	author = { Gamal Eldin, A. and Descombes, X. and G., Charpiat and Zerubia, J. },
	title = { Multiple Birth and Cut Algorithm for Multiple Object Detection },
	year = { 2011 },
	journal = { Journal of Multimedia Processing and Technologies },
	url = { http://hal.inria.fr/hal-00616371 },
	keyword = { Markov point process, Multiple Birth and Cut, Graph Cut, Belief Propagation, flamingo counting }
 }

@ARTICLE{kulikova_ijcvip2010,
	author = { Kulikova, M. S. and Jermyn, I. H. and Descombes, X. and Zhizhina, E. and Zerubia, J. },
	title = { A Marked Point Process Model Including Strong Prior Shape Information Applied to Multiple Object Extraction From Images },
	year = { 2011 },
	journal = { International Journal of Computer Vision and Image Processing },
	volume = { 1 },
	number = { 2 },
	pages = { 1-12 },
	url = { http://hal.archives-ouvertes.fr/hal-00804118 },
	keyword = { Active contour, Marked point process, multiple birth-and-death dynamics, multiple object extraction, Shape prior }
 }

@ARTICLE{BirdStudy,
	author = { Descamps, S. and Béchet, A. and Descombes, X. and Arnaud, A. and Zerubia, J. },
	title = { An automatic counter for aerial images of aggregations of large birds },
	year = { 2011 },
	month = { June },
	journal = { Bird Study },
	pages = { 1-7 },
	url = { http://hal.inria.fr/inria-00624587 },
	pdf = { http://www-sop.inria.fr/ariana/Publis/Descamps2011BS.pdf }
 }

@ARTICLE{RFPT_SBH_11,
	author = { Ben Hadj, S. and Chatelain, F. and Descombes, X. and Zerubia, J. },
	title = { Approche non supervisée par processus ponctuels marqués pour l'extraction d'objets à partir d'images aériennes et satellitaires },
	year = { 2011 },
	journal = { Revue Française de Photogrammétrie et de Télédétection (SFPT) },
	number = { 194 },
	pages = { 2-15 },
	url = { http://hal.inria.fr/hal-00638665 },
	keyword = { processus ponctuel marqué, RJMCMC, Simulated Annealing, SEM, pseudo-vraisemblance, extraction d'objet. }
 }

@PHDTHESIS{Xdescombes,
	author = { Descombes, X. },
	title = { Méthodes stochastiques en analyse d'image : des champs de Markov aux processus ponctuels marqués },
	year = { 2004 },
	month = { February },
	school = { Universite de Nice Sophia Antipolis },
	type = { Habilitation à diriger des Recherches },
	url = { https://hal.inria.fr/tel-00506084 },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/HDRdescombes.pdf },
	keyword = { Markov Fields, Stochastic geometry }
 }

@INPROCEEDINGS{lacoste04a,
	author = { Lacoste, C. and Descombes, X. and Zerubia, J. and Baghdadi, N. },
	title = { A Bayesian Geometric Model for Line Network Extraction from Satellite Images },
	year = { 2004 },
	month = { May },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	address = { Montreal, Quebec, Canada },
	url = { http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=1326607 }
 }

@INPROCEEDINGS{lacoste04b,
	author = { Lacoste, C. and Descombes, X. and Zerubia, J. and Baghdadi, N. },
	title = { Unsupervised line network extraction from remotely sensed images by polyline process },
	year = { 2004 },
	month = { September },
	booktitle = { Proc. European Signal Processing Conference (EUSIPCO) },
	address = { University of Technology, Vienna, Austria },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7079995 },
	pdf = { http://www.eurasip.org/Proceedings/Eusipco/Eusipco2004/defevent/papers/cr1608.pdf }
 }

@INPROCEEDINGS{ortner04b,
	author = { Ortner, M. and Descombes, X. and Zerubia, J. },
	title = { A Discontinuity detector for building extraction from Digital Elevation Models by stochastic geometry },
	year = { 2004 },
	month = { September },
	booktitle = { Proc. European Signal Processing Conference (EUSIPCO) },
	address = { University of Technology, Vienna, Austria },
	note = { this paper has received a Young Authors award },
	url = { http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7079720 }
 }

@INPROCEEDINGS{mcmcqmc,
	author = { Ortner, M. and Descombes, X. and Zerubia, J. },
	title = { A Reversible Jump MCMC sampler for building detection in image processing },
	year = { 2004 },
	month = { June },
	booktitle = { Monte Carlo Methods and Quasi-Monte Carlo Methods },
	series = { Special Se },
	address = { Juan les Pins (France) },
	url = { http://link.springer.com/chapter/10.1007%2F3-540-31186-6_23 }
 }

@INPROCEEDINGS{mathiasicassp,
	author = { Ortner, M. and Descombes, X. and Zerubia, J. },
	title = { Building Extraction from Digital Elevation Model. },
	year = { 2003 },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	address = { Honk Kong },
	url = { http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=1199477 }
 }

@INPROCEEDINGS{mathiastaima,
	author = { Ortner, M. and Descombes, X. and Zerubia, J. },
	title = { Un Nouveau Modèle Pour L'extraction de Caricatures de Bâtiments          sur Des Modèles Numériques D'Élèvation },
	year = { 2003 },
	month = { October },
	booktitle = { Proc. Traitement et Analyse de l'Information - Méthodes et Applications (TAIMA) },
	address = { Hammamet, Tunisia },
	url = { http://conferences.telecom-bretagne.eu/taima/_2003/ }
 }

@INPROCEEDINGS{mathiaspix,
	author = { Ortner, M. and Descombes, X. and Zerubia, J. },
	title = { Extraction automatique de caricatures de bâtiments sur des Modèles Numériques d'Elèvation },
	year = { 2003 },
	month = { November },
	booktitle = { Pixels et Cités },
	address = { ENSG, Marne la Vallée, France },
	pdf = { Articles/PixelsCites2003.pdf }
 }

@INPROCEEDINGS{lacosteXDJZNB03,
	author = { Lacoste, C. and Descombes, X. and Zerubia, J. and Baghdadi, N. },
	title = { Extraction de réseaux linéiques à partir d'images satellitaires par processus Markov objet },
	year = { 2003 },
	month = { September },
	booktitle = { Proc. GRETSI Symposium on Signal and Image Processing },
	address = { Paris, France },
	url = { http://documents.irevues.inist.fr/handle/2042/13529 }
 }

@INPROCEEDINGS{lacosteXDJZ03,
	author = { Lacoste, C. and Descombes, X. and Zerubia, J. },
	title = { Road Network Extraction in Remote Sensing by a Markov Object Process },
	year = { 2003 },
	month = { September },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Barcelona, Spain },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=1247420 }
 }

@INPROCEEDINGS{drot,
	author = { Drot, S. and Le Men, H. and Descombes, X. and Zerubia, J. },
	title = { Remotely sensed image segmentation using an object point process },
	year = { 2003 },
	month = { July },
	booktitle = { Proc. IEEE International Geoscience and Remote Sensing Symposium (IGARSS) },
	address = { Toulouse, France },
	url = { http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=1294331 }
 }

@INPROCEEDINGS{oscarbaghdadi,
	author = { Viveros-Cancino, O. and Descombes, X. and Zerubia, J. and Baghdadi, N. },
	title = { Fusion of Radiometry and Textural Information for SIRC Image Classification },
	year = { 2002 },
	month = { September },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Rochester, USA },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=1038916 }
 }

@INPROCEEDINGS{kruggelXd,
	author = { Kruggel, F. and Chalopin, C. and Descombes, X. and Kovalev, V. and Rajapakse, J.C. },
	title = { Segmentation of Pathological Features in MRI Brain Datasets },
	year = { 2002 },
	month = { November },
	booktitle = { ICONIP, invited paper },
	address = { Singapore },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=1201981 }
 }

@INPROCEEDINGS{rellierXDfalzon,
	author = { Rellier, G. and Descombes, X. and Zerubia, J. and Falzon, F. },
	title = { A Gauss-Markov Model for Hyperspectral Texture Analysis of Urban Areas },
	year = { 2002 },
	month = { August },
	booktitle = { Proc. International Conference on Pattern Recognition (ICPR) },
	address = { Québec, Canada },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=1044850 }
 }

@INPROCEEDINGS{drotXD,
	author = { Drot, S. and Descombes, X. and Le Men, H. and Zerubia, J. },
	title = { Object Point Processes for Image Segmentation },
	year = { 2002 },
	month = { August },
	booktitle = { Proc. International Conference on Pattern Recognition (ICPR) },
	address = { Québec, Canada },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=1048453 }
 }

@INPROCEEDINGS{xd01d,
	author = { Garcin, L. and Descombes, X. and Zerubia, J. and Le Men, H. },
	title = { Building extraction using a Markov  point process },
	year = { 2001 },
	month = { October },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { papier invité, Thessalonique, Grèce },
	url = { http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arnumber=958555 }
 }

@INPROCEEDINGS{xd01e,
	author = { Descombes, X. and van Lieshout, M.N.M. and Stoica, R. and Zerubia, J. },
	title = { Parameter estimation by a  Markov Chain Monte Carlo technique for the Candy-model },
	year = { 2001 },
	month = { August },
	booktitle = { IEEE Workshop on Statistical Signal Processing },
	address = { papier invité, Singapour },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=955212 }
 }

@INPROCEEDINGS{xd01f,
	author = { Pony, O. and Polverini, U. and Gautret, L. and Zerubia, J. and Descombes, X. },
	title = { Classification d'image satellitaire superspectrale en zone rurale et périurbaine },
	year = { 2001 },
	month = { September },
	booktitle = { Proc. GRETSI Symposium on Signal and Image Processing },
	address = { Toulouse, France },
	url = { http://documents.irevues.inist.fr/handle/2042/13236 }
 }

@INPROCEEDINGS{xd01g,
	author = { Rellier, G. and Descombes, X. and Zerubia, J. and Falzon, F. },
	title = { Un modèle markovien gaussien pour l'analyse de texture  hyperspectrale en milieu urbain },
	year = { 2001 },
	month = { September },
	booktitle = { Proc. GRETSI Symposium on Signal and Image Processing },
	address = { Toulouse, France },
	url = { http://documents.irevues.inist.fr/handle/2042/13293 }
 }

@INPROCEEDINGS{xd01h,
	author = { Descombes, X. and Durou, J.D. and Petit, L. },
	title = { Recuit simulé pour le shape from shading },
	year = { 2001 },
	month = { September },
	booktitle = { Proc. GRETSI Symposium on Signal and Image Processing },
	address = { Toulouse, France },
	url = { http://documents.irevues.inist.fr/handle/2042/13322 }
 }

@INPROCEEDINGS{xd01i,
	author = { Rellier, G. and Descombes, X. and Zerubia, J. and Falzon, F. },
	title = { La poursuite de projection pour la classification d'images hyperspectrales texturées },
	year = { 2001 },
	month = { June },
	booktitle = { Proc. Journées des jeunes chercheurs en vision par ordinateur },
	address = { Cahors, France },
	url = { http://www.irit.fr/ORASIS2001/ },
	ps = { http://www.irit.fr/ORASIS2001/images/docs/rellier.ps.gz }
 }

@INPROCEEDINGS{xd01j,
	author = { Viveros-Cancino, O. and Descombes, X. and Zerubia, J. },
	title = { Apport de l'imagerie radar pour l'extraction des zones urbaines },
	year = { 2001 },
	month = { June },
	booktitle = { Proc. Journées des jeunes chercheurs en vision par ordinateur },
	address = { Cahors, France },
	url = { http://www.irit.fr/ORASIS2001/ },
	ps = { http://www.irit.fr/ORASIS2001/images/docs/viveros.ps.gz }
 }

@INPROCEEDINGS{xd01k,
	author = { Descombes, X. and Drot, S. and Imberty, M. and Le Men, H. and Zerubia, J. },
	title = { Segmentation d'image haute résolution par processus Markov objet },
	year = { 2001 },
	booktitle = { Séminaire Télédétection à très haute résolution spatiale et analyse d'image, Cemagref },
	address = { Montpellier, France },
	url = { http://cemadoc.irstea.fr/oa/PUB00009549-segmentation-image-haute-resolution-par-processus.html }
 }

@INPROCEEDINGS{rel00a,
	author = { Rellier, G. and Descombes, X. and Zerubia, J. },
	title = { Deformation of a Cartographic Road Network on a SPOT Satellite Image },
	year = { 2000 },
	month = { September },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Vancouver, Canada },
	url = { http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=899814 }
 }

@INPROCEEDINGS{xd00b,
	author = { Stoica, R. and Descombes, X. and Zerubia, J. },
	title = { Road extraction in remote sensed images using a stochastic geometry framework },
	year = { 2000 },
	month = { July },
	booktitle = { Bayesian Inference and Maximum Entropy Methods in Science and Engineering },
	address = { Gif sur Yvette, France },
	url = { http://www-prod-gif.supelec.fr/invi/lss/MaxEnt2000/ },
	pdf = { http://www-prod-gif.supelec.fr/invi/lss/MaxEnt2000/htm/Abstracts/stoica.pdf }
 }

@INPROCEEDINGS{xd00c,
	author = { Lorette, A. and Descombes, X. and Zerubia, J. },
	title = { Fully unsupervised fuzzy clustering with entropy criterion },
	year = { 2000 },
	month = { September },
	booktitle = { Proc. International Conference on Pattern Recognition (ICPR) },
	address = { Barcelone, Espagne },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=903710 }
 }

@INPROCEEDINGS{xd00d,
	author = { Lorette, A. and Descombes, X. and Zerubia, J. },
	title = { Modélisation markovienne multi-directionnelle: Application à l'extraction des zones urbaines },
	year = { 2000 },
	month = { February },
	booktitle = { Proc. Reconnaissance des formes et Intelligence Artificielle },
	address = { Paris, France },
	note = { papier },
	url = { http://opac.inria.fr/record=b1114970*frf }
 }

@INPROCEEDINGS{xd99e,
	author = { Descombes, X. and Pechersky, E. },
	title = { Metropolis vs Kawasaki dynamic for image segmentation based on Gibbs models },
	year = { 1999 },
	month = { July },
	booktitle = { Proc. Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR) },
	address = { York, UK },
	url = { http://link.springer.com/chapter/10.1007%2F3-540-48432-9_8 }
 }

@INPROCEEDINGS{xd99f,
	author = { Descombes, X. and Pechersky, E. },
	title = { Isotropic properties of some multi-body interaction models },
	year = { 1999 },
	month = { September },
	booktitle = { Proc. Fundamental Structural Properties in Image and Pattern Analysis },
	address = { Budapest, Hongrie },
	url = { http://www.ercim.eu/publication/Ercim_News/enw40/chetverikov.html }
 }

@INPROCEEDINGS{xd99g,
	author = { Descombes, X. and Stoica, R. and Zerubia, J. },
	title = { Two Markov point processes for simulating line networks },
	year = { 1999 },
	month = { October },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Kobe, Japon },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=822850 }
 }

@INPROCEEDINGS{xd99h,
	author = { Hivernat, C. and Randriamasy, S. and Descombes, X. and Zerubia, J. },
	title = { Qualification automatique des résultats d'une mise en correspondance de réseaux routiers en vue de  la mise à jour cartographique },
	year = { 1999 },
	booktitle = { Proc. International Society for Photogrammetry and Remote Sensing (ISPRS) },
	address = { Paris, France },
 }

@INPROCEEDINGS{xd99i,
	author = { Descombes, X. and Hivernat, C. and Randriamasy, S. and Zerubia, J. },
	title = { Graph-matching model using Gibbsian modeling : application to map-SPOT image road networks for map updating },
	year = { 1999 },
	month = { July },
	booktitle = { Proc. SPIE Conference on Wavelets },
	address = { Denver, USA },
	url = { http://proceedings.spiedigitallibrary.org/proceeding.aspx?articleid=906165 }
 }

@INPROCEEDINGS{xd99j,
	author = { Lorette, A. and Descombes, X. and Zerubia, J. },
	title = { Texture Analysis through Markov Random Fields: Urban Areas Extractions },
	year = { 1999 },
	month = { October },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Kobe, Japon },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=819629 }
 }

@INPROCEEDINGS{descombes98c,
	author = { Kruggel, F. and Descombes, X. and von Cramon, Y. },
	title = { Preprocessing of fMR Datasets },
	year = { 1998 },
	month = { June },
	booktitle = { Proc. IEEE Workshop on Biomedical Image Analysi },
	pages = { 211-220 },
	address = { Los Alamitos, USA },
	url = { http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=692518 }
 }

@INPROCEEDINGS{descombes98a,
	author = { Palubinskas, G. and Descombes, X. and Kruggel, F. },
	title = { An unsupervised clustering method using the entropy minimization },
	year = { 1998 },
	month = { August },
	booktitle = { Proc. International Conference on Pattern Recognition (ICPR) },
	address = { Brisbane, Australia },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=712082 }
 }

@INPROCEEDINGS{descombes98b,
	author = { Kruggel, F. and Descombes, X. and von Cramon, Y. },
	title = { Die Vorerarbeitung von fMRI-Daten },
	year = { 1998 },
	month = { March },
	booktitle = { Bildverarbeitung für die Medizin, Algorithmen - Systeme - Anwendungen },
	address = { Universitätsklinikum der RWTH Aachen, Germany },
	pdf = { Articles/Vorerarbeitung.pdf }
 }

@INPROCEEDINGS{geostoch04a,
	author = { Descombes, X. and Kruggel, F. and Lacoste, C. and Ortner, M. and Perrin, G. and Zerubia, J. },
	title = { Marked Point Process in Image Analysis : from Context to Geometry },
	year = { 2004 },
	booktitle = { International Conference on Spatial Point Process Modelling and its Application (SPPA) },
	address = { Castellon, Spain },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/SPPA_2004.pdf },
	ps = { ftp://ftp-sop.inria.fr/ariana/Articles/SPPA_2004.ps.gz },
	keyword = { RJMCMC, Object extraction, Marked point process, Stochastic geometry }
 }

@INPROCEEDINGS{perrin_emmcvpr05,
	author = { Perrin, G. and Descombes, X. and Zerubia, J. },
	title = { Adaptive Simulated Annealing for Energy Minimization Problem in a Marked Point Process Application },
	year = { 2005 },
	month = { November },
	booktitle = { Proc. Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR) },
	address = { St Augustine, Florida, USA },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/perrin_emmcvpr.pdf },
	ps = { ftp://ftp-sop.inria.fr/ariana/Articles/perrin_emmcvpr.ps.gz },
	keyword = { Simulated Annealing, Marked point process, Stochastic geometry, MAP estimation, RJMCMC }
 }

@INPROCEEDINGS{lafarge_gretsi05,
	author = { Lafarge, F. and Descombes, X. and Zerubia, J. and Mathieu-Marni, S. },
	title = { Détection de feux de forêt à partir d'images satellitaires IRT par analyse statistique d'évènements rares },
	year = { 2005 },
	month = { September },
	booktitle = { Proc. GRETSI Symposium on Signal and Image Processing },
	address = { Louvain-la-Neuve, Belgique },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2005_lafarge_gretsi05.pdf },
	keyword = { Rare event, Forest fires, Gaussian Field }
 }

@INPROCEEDINGS{fcerdat,
	author = { Cerdat, F. and Descombes, X. and Zerubia, J. },
	title = { Urban Scene Rendering using Object Description },
	year = { 2003 },
	month = { July },
	booktitle = { Proc. IEEE International Geoscience and Remote Sensing Symposium (IGARSS) },
	address = { Toulouse, France },
	url = { http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=1293679 }
 }

@INPROCEEDINGS{lacoste_eusipco05,
	author = { Lacoste, C. and Descombes, X. and Zerubia, J. and Baghdadi, N. },
	title = { Extraction of hydrographic networks from satellite images using a hierarchical model within a stochastic geometry framework },
	year = { 2005 },
	month = { September },
	booktitle = { Proc. European Signal Processing Conference (EUSIPCO) },
	address = { Antalya, Turkey },
	url = { http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7078007 }
 }

@INPROCEEDINGS{mascle_spie_05,
	author = { Le Hegarat-Mascle, S. and Kallel, A. and Descombes, X. },
	title = { Application of ant colony optimization to image classification using a Markov model withnonstationary neighborhoods },
	year = { 2005 },
	month = { September },
	booktitle = { Proc. SPIE Symposium on Remote Sensing },
	volume = { 5982 },
	address = { Bruges, Belgium },
	url = { http://proceedings.spiedigitallibrary.org/proceeding.aspx?articleid=879756 }
 }

@INPROCEEDINGS{perrin04a,
	author = { Perrin, G. and Descombes, X. and Zerubia, J. },
	title = { Tree Crown Extraction using Marked Point Processes },
	year = { 2004 },
	month = { September },
	booktitle = { Proc. European Signal Processing Conference (EUSIPCO) },
	address = { University of Technology, Vienna, Austria },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/perrin_eusipco2004.pdf },
	ps = { ftp://ftp-sop.inria.fr/ariana/Articles/perrin_eusipco2004.ps.gz },
	keyword = { RJMCMC, Marked point process, Simulated Annealing, Tree Crown Extraction, Object extraction, Stochastic geometry }
 }

@INPROCEEDINGS{lafarge_icip05,
	author = { Lafarge, F. and Descombes, X. and Zerubia, J. },
	title = { Textural Kernel for SVM Classification in Remote Sensing : Application to Forest Fire Detection and Urban Area Extraction },
	year = { 2005 },
	month = { September },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Genoa, Italy },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2005_lafarge_icip05.pdf },
	keyword = { Support Vector Machines, Learning base, Markov Fields, Forest fires, Urban areas }
 }

@INPROCEEDINGS{perrin_06_b,
	author = { Perrin, G. and Descombes, X. and Zerubia, J. and Boureau, J.G. },
	title = { Forest Resource Assessment using Stochastic Geometry },
	year = { 2006 },
	month = { March },
	booktitle = { Proc. International Precision Forestry Symposium },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/perrin_ipfs06.pdf },
	keyword = { Tree Crown Extraction, Object extraction, Stochastic geometry, RJMCMC, Data energy }
 }

@INPROCEEDINGS{perrin_06_c,
	author = { Perrin, G. and Descombes, X. and Zerubia, J. },
	title = { 2D and 3D Vegetation Resource Parameters Assessment using Marked Point Processes },
	year = { 2006 },
	month = { August },
	booktitle = { Proc. International Conference on Pattern Recognition (ICPR) },
	address = { Hong-Kong },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_perrin_06_c.pdf },
	keyword = { Data energy, Object extraction, Tree Crown Extraction, Stochastic geometry, Marked point process }
 }

@INPROCEEDINGS{lafarge_icip06,
	author = { Lafarge, F. and Descombes, X. and Zerubia, J. and Pierrot-Deseilligny, M. },
	title = { An Automatic Building Reconstruction Method : A Structural Approach Using High Resolution Images },
	year = { 2006 },
	month = { October },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Atlanta },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_lafarge_icip06.pdf },
	keyword = { 3D reconstruction, Buildings, RJMCMC, Structural approach, Satellite images }
 }

@INPROCEEDINGS{gernez06,
	author = { Gernez, P. and Descombes, X. and Zerubia, J. and Slezak, E. and Bijaoui, A. },
	title = { Galaxy filament detection using the Quality candy model },
	year = { 2006 },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_gernez06.pdf },
	keyword = { Marked point process, Quality Candy model, Galaxy Filaments }
 }

@INPROCEEDINGS{lafarge_isprs06,
	author = { Lafarge, F. and Descombes, X. and Zerubia, J. and Pierrot-Deseilligny, M. },
	title = { Automatic 3D Building Reconstruction from DEMs: an Application to PLEIADES Simulations },
	year = { 2006 },
	month = { July },
	booktitle = { Proc. International Society for Photogrammetry and Remote Sensing Commission I Symposium (ISPRS) },
	address = { Marne La Vallee, France },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_lafarge_isprs06.pdf },
	keyword = { 3D reconstruction, Digital Elevation Model, Building extraction, Dense urban areas, PLEIADES simulations }
 }

@INPROCEEDINGS{ortner06,
	author = { Ortner, M. and Descombes, X. and Zerubia, J. },
	title = { Point process of segments and rectangles for building extraction from DEM },
	year = { 2006 },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_ortner06.pdf },
	keyword = { Stochastic geometry, Buildings }
 }

@INPROCEEDINGS{zammit_icffr_06,
	author = { Zammit, O. and Descombes, X. and Zerubia, J. },
	title = { Burnt area mapping using Support Vector Machines },
	year = { 2006 },
	month = { November },
	booktitle = { Proc. International Conference on Forest Fire Research },
	address = { Figueira da Foz, Portugal },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_zammit_icffr_06.pdf },
	keyword = { Satellite images, Forest fires, Burnt areas, Support Vector Machines }
 }

@INPROCEEDINGS{florenticassp06,
	author = { Lafarge, F. and Descombes, X. and Zerubia, J. and Pierrot-Deseilligny, M. },
	title = { An Automatic 3D City Model : a Bayesian Approach using Satellite Images },
	year = { 2006 },
	month = { May },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	address = { Toulouse, France },
	note = { Copyright IEEE },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_florenticassp06.pdf },
	keyword = { 3D reconstruction, Buildings, MCMC, Digital Elevation Model (DEM) }
 }

@INPROCEEDINGS{eriksson06a,
	author = { Eriksson, M. and Perrin, G. and Descombes, X. and Zerubia, J. },
	title = { A comparative study of three methods for identifying individual tree crowns in aerial images covering different types of forests },
	year = { 2006 },
	month = { July },
	booktitle = { Proc. International Society for Photogrammetry and Remote Sensing (ISPRS) },
	address = { Marne La Vallee, France },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_eriksson06a.pdf },
	keyword = { Region Growing, Marked point process, Markov Fields, Object extraction, Tree Crown Extraction }
 }

@INPROCEEDINGS{perrin_06_a,
	author = { Perrin, G. and Descombes, X. and Zerubia, J. },
	title = { Evaluation des Ressources Forestières à l'aide de Processus Ponctuels Marqués },
	year = { 2006 },
	month = { January },
	booktitle = { Proc. Reconnaissance des Formes et Intelligence Artificielle (RFIA) },
	address = { Tours, France },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/perrin_rfia06.pdf },
	keyword = { Tree Crown Extraction, Stochastic geometry, Marked point process, Object extraction }
 }

@INPROCEEDINGS{bhatta_compimage06,
	author = { Bhattacharya, A. and Jermyn, I. H. and Descombes, X. and Zerubia, J. },
	title = { Computing statistics from a graph representation of road networks in satellite images for indexing and retrieval },
	year = { 2006 },
	month = { October },
	booktitle = { Proc. compImage },
	address = { Coimbra, Portugal },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_bhatta_compimage06.pdf },
	keyword = { Road network, Indexation, Semantic, Retrieval, Feature statistics }
 }

@INPROCEEDINGS{XDbarca1,
	author = { Risser, L. and Plouraboue, F. and Descombes, X. },
	title = { Gap Filling in 3D Vessel like Patterns with Tensor Fields },
	year = { 2007 },
	booktitle = { Proc.  International Conference on Computer Vision Theory
and Applications },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_XDbarca1.pdf },
	keyword = { tensor voting, vascular network }
 }

@INPROCEEDINGS{xavBarca2,
	author = { Descombes, X. and Lebellego, M. and Zhizhina, E. },
	title = { Image deconvolution using a stochastic differential equation approach },
	year = { 2007 },
	month = { March },
	booktitle = { Proc. nternational Conference on Computer Vision Theory
and Applications },
	address = { Barcelona, Spain },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_xavBarca2.pdf },
	keyword = { Deconvolution, Stochastic Differential Equation }
 }

@INPROCEEDINGS{lafarge_eusipco07,
	author = { Lafarge, F. and Descombes, X. and Zerubia, J. },
	title = { Forest Fire Detection based on Gaussian field analysis },
	year = { 2007 },
	month = { September },
	booktitle = { Proc. European Signal Processing Conference (EUSIPCO) },
	address = { Poznan, Poland },
	note = { Copyright EURASIP },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_lafarge_eusipco07.pdf },
	keyword = { Gaussian Field, DT-caracteristic, Forest fires }
 }

@INPROCEEDINGS{lafarge_icip07,
	author = { Lafarge, F. and Descombes, X. and Zerubia, J. and Pierrot-Deseilligny, M. },
	title = { 3D city modeling based on Hidden Markov Model },
	year = { 2007 },
	month = { September },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { San Antonio, U.S. },
	note = { Copyright IEEE },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=4379207 },
	keyword = { 3D reconstruction, Building, Hidden Markov Model }
 }

@INPROCEEDINGS{zammit_igarss_07,
	author = { Zammit, O. and Descombes, X. and Zerubia, J. },
	title = { Assessment of different classification algorithms for burnt land discrimination },
	year = { 2007 },
	month = { July },
	booktitle = { Proc. IEEE International Geoscience and Remote Sensing Symposium (IGARSS) },
	pages = { 3000-3003 },
	address = { Barcelone, Spain },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=4423476 },
	keyword = { Satellite images, Burnt areas, Support Vector Machines, Forest fires, Classification }
 }

@INPROCEEDINGS{lafarge_cvpr08,
	author = { Lafarge, F. and Descombes, X. and Zerubia, J. and Pierrot-Deseilligny, M. },
	title = { Building reconstruction from a single DEM },
	year = { 2008 },
	month = { June },
	booktitle = { Proc. IEEE Computer Vision and Pattern Recognition (CVPR) },
	address = { Anchorage, Alaska, U.S. },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2008_lafarge_cvpr08.pdf }
 }

@INPROCEEDINGS{Bhattacharya07a,
	author = { Bhattacharya, A. and Roux, M. and Maitre, H. and Jermyn, I. H. and Descombes, X. and Zerubia, J. },
	title = { Indexing Satellite Images with Features Computed from Man-Made          Structures on the Earth’s Surface },
	year = { 2007 },
	month = { June },
	booktitle = { Proc. International Workshop on Content-Based Multimedia Indexing },
	address = { Bordeaux, France },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_Bhattacharya07a.pdf },
	keyword = { Indexation, Road network, Semantic, Retrieval, Feature statistics }
 }

@INPROCEEDINGS{fournier-taima-07,
	author = { Fournier, A. and Descombes, X. and Zerubia, J. },
	title = { Vers une détection et une classification non-supervisées des changements inter-images },
	year = { 2007 },
	booktitle = { Proc. Traitement et Analyse de l'Information - Méthodes et Applications (TAIMA) },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_fournier-taima-07.pdf },
	keyword = { Markov Random Fields, Registration, Change detection, Clustering }
 }

@INPROCEEDINGS{zammit_gretsi_07,
	author = { Zammit, O. and Descombes, X. and Zerubia, J. },
	title = { Apprentissage non supervisé des SVM par un algorithme des K-moyennes entropique pour la détection de zones brûlées },
	year = { 2007 },
	month = { September },
	booktitle = { Proc. GRETSI Symposium on Signal and Image Processing },
	address = { Troyes, France },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_zammit_gretsi_07.pdf },
	keyword = { Satellite images, Forest fires, Burnt areas, Classification, Support Vector Machines, Learning base }
 }

@INPROCEEDINGS{ant07b,
	author = { Le Hegarat-Mascle, S. and Kallel, A. and Descombes, X. },
	title = { Use of ant colony
optimization for finding neighbourhoods in non-stationary Markov random
field models },
	year = { 2007 },
	booktitle = { Pattern Recognition and Machine Intelligence (PReMI'07) },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_ant07b.pdf },
	keyword = { Ants colonization, Markov Random Fields }
 }

@INPROCEEDINGS{lafarge_isprs08,
	author = { Lafarge, F. and Durupt, M. and Descombes, X. and Zerubia, J. and Pierrot-Deseilligny, M. },
	title = { A new computationally efficient stochastic approach for building reconstruction from satellite data },
	year = { 2008 },
	month = { July },
	booktitle = { XXI ISPRS Congress, Part A },
	address = { Beijing, China },
	note = { Copyright ISPRS },
	url = { http://www.isprs.org/proceedings/XXXVII/congress/3_pdf/40.pdf },
	keyword = { 3D reconstruction, Building, satellite data, stochastic approach, jump process }
 }

@INPROCEEDINGS{Bhattacharya08,
	author = { Bhattacharya, A. and Roux, M. and Maitre, H. and Jermyn, I. H. and Descombes, X. and Zerubia, J. },
	title = { Indexing of mid-resolution satellite images with structural attributes },
	year = { 2008 },
	month = { July },
	booktitle = { The International Society for Photogrammetry and Remote Sensing },
	address = { Beijing, China },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/Bhattacharya08isprs.pdf },
	keyword = { Landscape, Segmentation, Features, Extraction, Classification, Modelling }
 }

@INPROCEEDINGS{fournier_spie08,
	author = { Fournier, A. and Descombes, X. and Zerubia, J. },
	title = { Mixing Geometric and Radiometric Features for Change Classification },
	year = { 2008 },
	month = { January },
	booktitle = { Proc. SPIE Symposium on Electronic Imaging },
	address = { San Jose, USA },
	url = { http://hal.inria.fr/inria-00269853/fr/ },
	keyword = { Change detection, directional Statistics, polygonal approximation, Classification }
 }

@INPROCEEDINGS{descamps08,
	author = { Descamps, S. and Descombes, X. and Béchet, A. and Zerubia, J. },
	title = { AUTOMATIC FLAMINGO DETECTION USING A MULTIPLE BIRTH AND DEATH PROCESS },
	year = { 2008 },
	month = { March },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	address = { Las Vegas, USA },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2008_descamps08.pdf }
 }

@INPROCEEDINGS{lafarge_spaceappli08,
	author = { Lafarge, F. and Descombes, X. and Zerubia, J. and Pierrot-Deseilligny, M. },
	title = { Automatic 3D modeling of urban scenes from satellite images },
	year = { 2008 },
	month = { April },
	booktitle = { Proc. SPACEAPPLI },
	address = { Toulouse, France },
	url = { http://www.toulousespaceshow.eu/tss08/spaceappli08/index.htm }
 }

@INPROCEEDINGS{zammit_eusipco_08,
	author = { Zammit, O. and Descombes, X. and Zerubia, J. },
	title = { Combining One-Class Support Vector Machines and hysteresis thresholding: application to burnt area mapping },
	year = { 2008 },
	month = { August },
	booktitle = { Proc. European Signal Processing Conference (EUSIPCO) },
	address = { Lausanne, Switzerland },
	url = { http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7080254 },
	keyword = { Classification, Satellite images, Support Vector Machines, Burnt areas, Forest fires, Clustering }
 }

@INPROCEEDINGS{zammit_pria_08,
	author = { Zammit, O. and Descombes, X. and Zerubia, J. },
	title = { Unsupervised One-Class SVM Using a Watershed Algorithm and Hysteresis Thresholding to Detect Burnt Areas },
	year = { 2008 },
	month = { September },
	booktitle = { Proc. International Conference on Pattern Recognition and Image Analysis (PRIA) },
	address = { Nizhny Novgorod, Russia },
	pdf = { http://hal.inria.fr/inria-00316297/fr/ },
	keyword = { Classification, Segmentation, Support Vector Machines, Burnt areas, Forest fires, Satellite images }
 }

@INPROCEEDINGS{LGF2008,
	author = { Lafarge, F. and Gimel'farb, G. and Descombes, X. },
	title = { A Geometric Primitive Extraction Process for Remote Sensing Problems. },
	year = { 2008 },
	month = { October },
	booktitle = { ACIVS },
	pages = { 518-529 },
	address = { Juan-les-Pins, France },
	pdf = { http://www.springerlink.com/content/b228321527177226/ }
 }

@INPROCEEDINGS{Kulikova07,
	author = { Kulikova, M. S. and Mani, M. and Srivastava, A. and Descombes, X. and Zerubia, J. },
	title = { Tree Species Classification Using Radiometry, Texture and Shape Based Features },
	year = { 2007 },
	booktitle = { Proc. European Signal Processing Conference (EUSIPCO) },
	pdf = { http://hal.archives-ouvertes.fr/docs/00/46/55/05/PDF/Kulikova_EUSIPCO2007.pdf },
	keyword = { shape based features, SVM, tree classification }
 }

@INPROCEEDINGS{luka09,
	author = { Lukashevish, P. and Kraushonak, A. and Descombes, X. and Durou, J.D. and Zalessky, B. and Zhizhina, E. },
	title = { Reconstruction 3D du bâti par la technique des ombres chinoises },
	year = { 2009 },
	month = { November },
	booktitle = { GRETSI  Dijon },
	address = { Dijon, France },
	url = { http://hal.inria.fr/inria-00399208/fr/ },
	keyword = { 3D reconstruction }
 }

@INPROCEEDINGS{ChatelainEMMCVPR09,
	author = { Chatelain, F. and Descombes, X. and Zerubia, J. },
	title = { Parameter estimation for marked point processes. Application to object extraction from remote sensing images. (poster) },
	year = { 2009 },
	month = { August },
	booktitle = { Proc. Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR) },
	address = { Bonn, Germany },
	url = { http://link.springer.com/chapter/10.1007%2F978-3-642-03641-5_17 }
 }

@INPROCEEDINGS{KRA-09,
	author = { Descombes, X. and Kraushonak, A. and Lukashevish, P. and Zalessky, B. },
	title = { Fast Realization of Digital Elevation Model  },
	year = { 2009 },
	month = { May },
	booktitle = { PRIP  },
	pages = { 156-160 },
	address = { Minsk, Belarus },
	url = { http://www.iapr.org/members/newsletter/Newsletter09-03/index_files/Page420.htm },
	pdf = { https://hal.inria.fr/inria-00423678/document }
 }

@INPROCEEDINGS{Kulikova10a,
	author = { Kulikova, M. S. and Jermyn, I. H. and Descombes, X. and Zhizhina, E. and Zerubia, J. },
	title = { Extraction of arbitrarily shaped objects using stochastic multiple birth-and-death dynamics and active contours },
	year = { 2010 },
	month = { January },
	booktitle = { Proc. IS&T/SPIE Electronic Imaging },
	address = { San Jose, USA },
	pdf = { http://hal.archives-ouvertes.fr/docs/00/46/54/72/PDF/Kulikova_SPIE2010.pdf },
	keyword = { Object extraction, Marked point process, Shape prior, Active contour, birth-and-death dynamics }
 }

@INPROCEEDINGS{Kulikova09a,
	author = { Kulikova, M. S. and Jermyn, I. H. and Descombes, X. and Zhizhina, E. and Zerubia, J. },
	title = { A marked point process model with strong prior shape information for extraction of multiple, arbitrarily-shaped objects },
	year = { 2009 },
	month = { December },
	booktitle = { Proc. IEEE SITIS },
	publisher = { IEEE Computer Society },
	address = { Marrakech, Maroc },
	pdf = { http://hal.inria.fr/docs/00/43/63/20/PDF/PID1054029.pdf },
	keyword = { Object extraction, Marked point process, Shape prior, Active contour, multiple birth-and-death dynamics }
 }

@INPROCEEDINGS{Fatih09,
	author = { Arslan, F. and Descombes, X. and Zerubia, J. },
	title = { Object extraction from high resolution SAR images using a birth and death dynamics },
	year = { 2009 },
	month = { November },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Cairo, Egypt },
	url = { http://dx.doi.org/10.1109/ICIP.2009.5413907 },
	keyword = { High resolution SAR images, Object extraction, Marked point process, birth and death process }
 }

@INPROCEEDINGS{cha09a,
	author = { Chatelain, F. and Descombes, X. and Zerubia, J. },
	title = { Estimation des paramètres de processus ponctuels  marqués dans le cadre de l'extraction d’objets en imagerie de télédétection },
	year = { 2009 },
	month = { November },
	booktitle = { Proc. Symposium on Signal and Image Processing (GRETSI) },
	address = { Dijon, France },
	url = { http://hal.inria.fr/inria-00399258/fr/ }
 }

@INPROCEEDINGS{bel09,
	author = { Belmudez, B. and Prinet, V. and Yao, J.F. and Bouthemy, P. and Descombes, X. },
	title = { Conditional mixed-state model for structural change analysis from very high resolution optical images },
	year = { 2009 },
	month = { July },
	booktitle = { IGARSS },
	address = { Cape Town, South Africa },
	url = { http://hal.archives-ouvertes.fr/inria-00398062/ },
	keyword = { Change detection, mixed Markov models }
 }

@INPROCEEDINGS{benedekWacv09,
	author = { Benedek, C. and Descombes, X. and Zerubia, J. },
	title = { Building Extraction and Change Detection in Multitemporal Remotely Sensed Images with Multiple Birth and Death Dynamics },
	year = { 2009 },
	month = { December },
	booktitle = { IEEE Workshop on Applications of Computer Vision (WACV) },
	pages = { 100-105 },
	address = { Snowbird, Utah, USA },
	pdf = { http://hal.archives-ouvertes.fr/docs/00/42/66/18/PDF/benedekWACV09.pdf },
	keyword = { Marked point process, Change detection, Aerial images, Building extraction, Satellite images }
 }

@INPROCEEDINGS{MorrisICIP97,
	author = { Morris, R. and Descombes, X. and Zerubia, J. },
	title = {  Fully Bayesian image segmentation-an engineering perspective },
	year = { 1997 },
	month = { October },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	volume = { 3 },
	pages = { 54-57 },
	address = { Santa Barbara, CA, USA },
	pdf = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=631978&isnumber=13718 },
	keyword = { Bayes methods, Markov processes, Monte Carlo methods, Image sampling, Image segmentation }
 }

@INPROCEEDINGS{sbenhadj10a,
	author = { Ben Hadj, S. and Chatelain, F. and Descombes, X. and Zerubia, J. },
	title = { Parameter estimation for a marked point process within a framework of multidimensional shape extraction from remote sensing images },
	year = { 2010 },
	month = { September },
	booktitle = { Proc. ISPRS Technical Commission III Symposium on Photogrammetry Computer Vision and Image Analysis (PCV) },
	address = { Paris, France },
	url = { http://hal.archives-ouvertes.fr/docs/00/52/63/45/PDF/ISPRS_SBH_FC_XD_JZ_Final2.pdf },
	keyword = { Shape extraction, Marked point process, RJMCMC, Simulated Annealing, Stochastic EM (SEM) }
 }

@INPROCEEDINGS{sp01,
	author = { Prigent, S. and Descombes, X. and Zugaj, D. and Zerubia, J. },
	title = { Spectral Analysis and Unsupervised SVM Classification for Skin Hyper-pigmentation Classification },
	year = { 2010 },
	month = { June },
	booktitle = { Proc. IEEE Workshop on Hyperspectral Image and Signal Processing : Evolution in Remote Sensing (WHISPERS) },
	address = { Reykjavik, Iceland },
	pdf = { http://hal.inria.fr/docs/00/49/55/60/PDF/whispers2010_submission_124.pdf },
	keyword = { Sectral analysis, Data reduction, Projection pursuit, Support Vector Machines, skin hyper-pigmentation }
 }

@INPROCEEDINGS{Zhou10,
	author = { Zhou, J. and Proisy, C. and Descombes, X. and Hedhli, I. and Barbier, N. and Zerubia, J. and Gastellu-Etchegorry, J.-P. and Couteron, P. },
	title = { Tree crown detection in high resolution optical and LiDAR images of tropical forest },
	year = { 2010 },
	month = { September },
	booktitle = { Proc. SPIE Symposium on Remote Sensing },
	address = { Toulouse, France },
	url = { http://dx.doi.org/10.1117/12.865068 },
	keyword = { Tropical forest, tree detection, Marked point process }
 }

@INPROCEEDINGS{sp02,
	author = { Prigent, S. and Descombes, X. and Zugaj, D. and Martel, P. and Zerubia, J. },
	title = { Multi-spectral Image Analysis for Skin Pigmentation Classification },
	year = { 2010 },
	month = { September },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Hong-Kong, China },
	pdf = { http://hal.inria.fr/docs/00/49/94/92/PDF/Article_ICIP.pdf },
	keyword = { skin hyper-pigmentation, Multi-spectral images, Support Vector Machines, Independant Component Analysis, Data reduction }
 }

@INPROCEEDINGS{MBC_MPP_SITIS10,
	author = { Gamal Eldin, A. and Descombes, X. and Zerubia, J. },
	title = { Multiple Birth and Cut Algorithm for Point Process Optimization },
	year = { 2010 },
	month = { December },
	booktitle = { Proc. IEEE International Conference on Signal-Image Technology and Internet-based Systems (SITIS) },
	address = { Kuala Lumpur, Malaysia },
	url = { http://hal.archives-ouvertes.fr/inria-00516305/fr/ },
	keyword = { Multiple Birth and Cut, Graph Cut, Multiple Birth and Death, Marked point process }
 }

@INPROCEEDINGS{benedekICPR10,
	author = { Benedek, C. and Descombes, X. and Zerubia, J. },
	title = { Building Detection in a Single Remotely Sensed Image with a Point Process of Rectangles },
	year = { 2010 },
	month = { August },
	booktitle = { Proc. International Conference on Pattern Recognition (ICPR) },
	address = { Istanbul, Turkey },
	pdf = { http://hal.archives-ouvertes.fr/inria-00481019/en/ },
	keyword = { Marked point process, multiple birth-and-death dynamics, Building extraction }
 }

@INPROCEEDINGS{prigent11a,
	author = { Prigent, S. and Zugaj, D. and Descombes, X. and Martel, P. and Zerubia, J. },
	title = { Estimation of an optimal spectral band combination to evaluate skin disease treatment efficacy using multi-spectral images },
	year = { 2011 },
	month = { September },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Brussels, Belgium },
	pdf = { http://hal.inria.fr/docs/00/59/06/94/PDF/icip_final.pdf }
 }

@INPROCEEDINGS{MBC_ICIP11,
	author = { Gamal Eldin, A. and Descombes, X. and G., Charpiat and Zerubia, J. },
	title = { A fast multiple birth and cut algorithm using belief propagation },
	year = { 2011 },
	month = { September },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Brussels, Belgium },
	url = { http://hal.inria.fr/inria-00592446/fr/ },
	keyword = { Multiple Birth and Cut, multiple object extraction, Graph Cut, Belief Propagation }
 }

@INPROCEEDINGS{ICASSP_2011,
	author = { Gamal Eldin, A. and Descombes, X. and Zerubia, J. },
	title = { A novel algorithm for occlusions and perspective effects using a 3d object process },
	year = { 2011 },
	month = { May },
	booktitle = { ICASSP 2011 (International Conference on Acoustics, Speech and Signal Processing) },
	address = { Prague, Czech Republic },
	url = { http://hal.inria.fr/inria-00592449/fr/ },
	keyword = { Occlusions, 3D object process, multiple object extraction, Multiple Birth and Death, Penguins Counting }
 }

@INPROCEEDINGS{isbi11,
	author = { Descombes, X. and Plouraboue, F. and Boustani Habdelhkim, El and Caroline, Fonta and Geraldine, |LeDuc and Raphael, Serduc and Timm, Weitkamp },
	title = { Brain tumor vascular network segmentation from micro-tomography },
	year = { 2011 },
	month = { April },
	booktitle = { Internation Symposium of Biomedical Imaging (ISBI) },
	address = { Chicago, USA },
	url = { http://dx.doi.org/10.1109/ISBI.2011.5872596 },
	keyword = { Segmentation, Markov random field, Tomography, Brain, vascular network }
 }

@INPROCEEDINGS{XavierGRETSI11,
	author = { Descombes, X. and Gamal Eldin, A. and Plouraboue, F. and Fonta, C. and Serduc, S. and Le Duc, G. and Weitkamp, T. },
	title = { Extraction et caractérisation de régions saines et pathologiques à partir de micro-tomographie RX du système vasculaire cérébral },
	year = { 2011 },
	month = { September },
	booktitle = { Proc. GRETSI Symposium on Signal and Image Processing },
	address = { Bordeaux, France },
	url = { http://hal.inria.fr/inria-00625525/fr/ }
 }

@INPROCEEDINGS{DurouGretsi11,
	author = { Durou, J.D. and Descombes, X. and Lukashevish, P. and Kraushonak, A. },
	title = { Reconstruction 3D du bâti à partir d'une seule image par naissances et morts multiples },
	year = { 2011 },
	month = { September },
	booktitle = { Proc. GRETSI Symposium on Signal and Image Processing },
	address = { Bordeaux, France },
	url = { http://hal.inria.fr/inria-00625527/fr/ }
 }

@INPROCEEDINGS{perrin_icip05,
	author = { Perrin, G. and Descombes, X. and Zerubia, J. },
	title = { A Marked Point Process Model for Tree Crown Extraction in Plantations },
	year = { 2005 },
	month = { September },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Genoa, Italy },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/perrin_icip05.pdf },
	ps = { ftp://ftp-sop.inria.fr/ariana/Articles/perrin_icip05.ps.gz },
	keyword = { Stochastic geometry, RJMCMC, Tree Crown Extraction, Object extraction, Marked point process }
 }

@INPROCEEDINGS{Zhou11,
	author = { Zhou, J. and Proisy, C. and Descombes, X. and Zerubia, J. and Le Maire, G. and Nouvellon, Y. and Couteron, P. },
	title = { Tree crown detection in high resolution optical images during the early growth stages of eucalyptus plantations in Brazil },
	year = { 2011 },
	month = { November },
	booktitle = { Asian Conference on Pattern Recognition (ACPR) },
	address = { Beijing, China },
	url = { http://hal.inria.fr/hal-00740973 },
	keyword = { tree detection, Eucalyptus plantation, Marked point process, multi-date detection }
 }

@TECHREPORT{4900,
	author = { Ortner, M. and Descombes, X. and Zerubia, J. },
	title = { Improved RJMCMC Point Process Sampler for Object Detection by Simulated Annealing },
	year = { 2003 },
	month = { August },
	institution = { INRIA },
	type = { Research Report },
	number = { 4900 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071683 },
	pdf = { https://hal.inria.fr/file/index/docid/71683/filename/RR-4900.pdf },
	ps = { https://hal.inria.fr/docs/00/07/16/83/PS/RR-4900.ps },
	keyword = { Buildings, Object extraction, RJMCMC, Marked point process }
 }

@TECHREPORT{4919,
	author = { Ortner, M. and Descombes, X. and Zerubia, J. },
	title = { Automatic 3D Land Register Extraction from Altimetric Data in Dense Urban Areas },
	year = { 2003 },
	month = { September },
	institution = { INRIA },
	type = { Research Report },
	number = { 4919 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071660 },
	pdf = { https://hal.inria.fr/file/index/docid/71660/filename/RR-4919.pdf },
	ps = { https://hal.inria.fr/docs/00/07/16/60/PS/RR-4919.ps },
	keyword = { Object extraction, Buildings, RJMCMC, Stochastic geometry, Digital Elevation Model (DEM), Marked point process }
 }

@TECHREPORT{Crouzil03,
	author = { Crouzil, A. and Descombes, X. and Durou, J.D. },
	title = { A Multiresolution Approach for Shape from Shading Coupling          Deterministic and Stochastic Optimization },
	year = { 2003 },
	month = { December },
	institution = { INRIA },
	type = { Research Report },
	number = { 5006 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071578 },
	pdf = { https://hal.inria.fr/file/index/docid/71578/filename/RR-5006.pdf },
	ps = { https://hal.inria.fr/docs/00/07/15/78/PS/RR-5006.ps },
	keyword = { Shape from shading, Simulated Annealing, Optimization, Multiresolution }
 }

@TECHREPORT{4479,
	author = { Rellier, G. and Descombes, X. and Falzon, F. and Zerubia, J. },
	title = { Analyse de Texture Hyperspectrale par Modélisation Markovienne },
	year = { 2002 },
	month = { June },
	institution = { INRIA },
	type = { Research Report },
	number = { 4479 },
	address = { France },
	url = { https://hal.inria.fr/inria-00072109 },
	pdf = { https://hal.inria.fr/file/index/docid/72109/filename/RR-4479.pdf },
	ps = { https://hal.inria.fr/docs/00/07/21/09/PS/RR-4479.ps },
	keyword = { Classification, Markov Fields, Texture, Hyperspectral imaging }
 }

@TECHREPORT{4578,
	author = { Viveros-Cancino, O. and Descombes, X. and Zerubia, J. },
	title = { Analyse Intra-urbaine à partir d'Images Satellitaires par une Approche de Fusion de Données sur la Ville de Mexico },
	year = { 2002 },
	month = { October },
	institution = { Inria },
	type = { Research Report },
	number = { 4578 },
	address = { France },
	url = { https://hal.inria.fr/inria-00072010 },
	pdf = { https://hal.inria.fr/file/index/docid/72010/filename/RR-4578.pdf },
	ps = { https://hal.inria.fr/docs/00/07/20/10/PS/RR-4578.ps },
	keyword = { Data fusion, Markov Fields, Texture, Urban areas, Confusion matrix }
 }

@TECHREPORT{xd01,
	author = { Rellier, G. and Descombes, X. and Falzon, F. and Zerubia, J. },
	title = { La poursuite de projection pour la classification d'image hyperspectrale texturée },
	year = { 2001 },
	month = { March },
	institution = { Inria },
	type = { Research Report },
	number = { 4152 },
	address = { France },
	url = { https://hal.inria.fr/inria-00072472 },
	pdf = { https://hal.inria.fr/file/index/docid/72472/filename/RR-4152.pdf },
	ps = { https://hal.inria.fr/docs/00/07/24/72/PS/RR-4152.ps },
	keyword = { Classification, Texture, Hyperspectral imaging, Markov Fields }
 }

@TECHREPORT{xd01a,
	author = { Garcin, L. and Descombes, X. and Zerubia, J. and Le Men, H. },
	title = { Building detection by markov object processes and a MCMC algorithm },
	year = { 2001 },
	month = { June },
	institution = { Inria },
	type = { Research Report },
	number = { 4206 },
	address = { France },
	url = { https://hal.inria.fr/inria-00072416 },
	pdf = { https://hal.inria.fr/file/index/docid/72416/filename/RR-4206.pdf },
	ps = { https://hal.inria.fr/docs/00/07/24/16/PS/RR-4206.ps },
	keyword = { Stochastic geometry, Marked point process, Buildings, RJMCMC }
 }

@TECHREPORT{rel00,
	author = { Rellier, G. and Descombes, X. and Zerubia, J. },
	title = { Local registration and deformation of a road cartographic database on a SPOT satellite image },
	year = { 2000 },
	month = { May },
	institution = { Inria },
	type = { Research Report },
	number = { 3939 },
	url = { https://hal.inria.fr/inria-00072711 },
	pdf = { https://hal.inria.fr/file/index/docid/72711/filename/RR-3939.pdf },
	ps = { https://hal.inria.fr/docs/00/07/27/11/PS/RR-3939.ps },
	keyword = { Markov Fields, Road network }
 }

@TECHREPORT{pony00,
	author = { Pony, O. and Descombes, X. and Zerubia, J. },
	title = { Classification d'images satellitaires hyperspectrales en zone rurale et périurbaine },
	year = { 2000 },
	month = { September },
	institution = { Inria },
	type = { Research Report },
	number = { 4008 },
	url = { https://hal.inria.fr/inria-00072636 },
	pdf = { https://hal.inria.fr/file/index/docid/72636/filename/RR-4008.pdf },
	ps = { https://hal.inria.fr/docs/00/07/26/36/PS/RR-4008.ps },
	keyword = { Hyperspectral imaging, Markov Fields, Simulated Annealing, Gibbs Random Fields, Potts model, Texture }
 }

@TECHREPORT{rs00,
	author = { Stoica, R. and Descombes, X. and Zerubia, J. },
	title = { A Markov point process for road extraction in remote sensed images },
	year = { 2000 },
	institution = { Inria },
	type = { Research Report },
	number = { 3923 },
	url = { https://hal.inria.fr/inria-00072729 },
	pdf = { https://hal.inria.fr/file/index/docid/72729/filename/RR-3923.pdf },
	ps = { https://hal.inria.fr/docs/00/07/27/29/PS/RR-3923.ps },
	keyword = { Stochastic geometry, Marked point process, Candy model, Road network, RJMCMC }
 }

@TECHREPORT{xd00im,
	author = { Imberty, M. and Descombes, X. },
	title = { Simulation de processus objets : Etude de faisabilité pour une application à la segmentation d'image },
	year = { 2000 },
	month = { February },
	institution = { Inria },
	type = { Research Report },
	number = { 3881 },
	url = { https://hal.inria.fr/inria-00072772 },
	pdf = { https://hal.inria.fr/file/index/docid/72772/filename/RR-3881.pdf },
	ps = { https://hal.inria.fr/docs/00/07/27/72/PS/RR-3881.ps },
	keyword = { Marked point process, Stochastic geometry, Segmentation }
 }

@TECHREPORT{5369,
	author = { Lafarge, F. and Descombes, X. and Zerubia, J. },
	title = { Détection de Feux de Forêt par Analyse Statistique de la Radiométrie d'Images Satellitaires },
	year = { 2004 },
	month = { December },
	institution = { INRIA },
	type = { Research Report },
	number = { 5369 },
	address = { France },
	url = { https://hal.inria.fr/inria-00070634 },
	pdf = { https://hal.inria.fr/file/index/docid/70634/filename/RR-5369.pdf },
	ps = { https://hal.inria.fr/docs/00/07/06/34/PS/RR-5369.ps },
	keyword = { Forest fires, Gaussian Field, Rare event }
 }

@TECHREPORT{4814,
	author = { Descombes, X. and Zhizhina, E. },
	title = { Image Denoising using Stochastic Differential Equations },
	year = { 2003 },
	month = { May },
	institution = { INRIA },
	type = { Research Report },
	number = { 4814 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071772 },
	pdf = { https://hal.inria.fr/file/index/docid/71772/filename/RR-4814.pdf },
	ps = { https://hal.inria.fr/docs/00/07/17/72/PS/RR-4814.ps },
	keyword = { Denoising }
 }

@TECHREPORT{4517,
	author = { Ortner, M. and Descombes, X. and Zerubia, J. },
	title = { Building Extraction from Digital Elevation Model },
	year = { 2002 },
	month = { July },
	institution = { Inria },
	type = { Research Report },
	number = { 4517 },
	address = { France },
	url = { https://hal.inria.fr/inria-00072071 },
	pdf = { https://hal.inria.fr/file/index/docid/72071/filename/RR-4517.pdf },
	ps = { https://hal.inria.fr/docs/00/07/20/71/PS/RR-4517.ps },
	keyword = { Buildings, Digital Elevation Model (DEM), RJMCMC }
 }

@TECHREPORT{4516,
	author = { Lacoste, C. and Descombes, X. and Zerubia, J. },
	title = { A Comparative Study of Point Processes for Line Network Extraction in Remote Sensing },
	year = { 2002 },
	month = { July },
	institution = { Inria },
	type = { Research Report },
	number = { 4516 },
	address = { France },
	url = { http://hal.inria.fr/inria-00072072 },
	pdf = { http://hal.inria.fr/docs/00/07/20/72/PDF/RR-4516.pdf },
	ps = { http://hal.inria.fr/docs/00/07/20/72/PS/RR-4516.ps },
	keyword = { Stochastic geometry, Marked point process, Road network, Line networks, RJMCMC }
 }

@TECHREPORT{xd99k,
	author = { Descombes, X. and Pechersky, E. },
	title = { Isotropic Properties of Some Multi-body Interaction Models: Two Quality Criteria for Markov Priors in Image Processing },
	year = { 1999 },
	month = { August },
	institution = { Inria },
	type = { Research Report },
	number = { 3752 },
	url = { http://hal.inria.fr/inria-00072910 },
	pdf = { http://hal.inria.fr/docs/00/07/29/10/PDF/RR-3752.pdf },
	ps = { http://hal.inria.fr/docs/00/07/29/10/PS/RR-3752.ps },
	keyword = { Gibbs Random Fields, Segmentation, Restoration }
 }

@TECHREPORT{loretteRR98,
	author = { Lorette, A. and Descombes, X. and Zerubia, J. },
	title = { Extraction des zones urbaines fondée sur une analyse de la texture par modélisation markovienne },
	year = { 1998 },
	month = { May },
	institution = { Inria },
	type = { Research Report },
	number = { 3423 },
	url = { http://hal.inria.fr/inria-00073267 },
	pdf = { http://hal.inria.fr/docs/00/07/32/67/PDF/RR-3423.pdf },
	ps = { http://hal.inria.fr/docs/00/07/32/67/PS/RR-3423.ps },
	keyword = { Texture, Markov Fields, Urban areas, Entropy }
 }

@TECHREPORT{hiv98,
	author = { Hivernat, C. and Descombes, X. and Randriamasy, S. and Zerubia, J. },
	title = { Mise en correspondance et recalage de graphes : application aux réseaux routiers extraits d'un couple carte/image },
	year = { 1998 },
	month = { October },
	institution = { Inria },
	type = { Research Report },
	number = { 3529 },
	url = { https://hal.inria.fr/inria-00073156 },
	pdf = { https://hal.inria.fr/file/index/docid/73156/filename/RR-3529.pdf },
	ps = { https://hal.inria.fr/docs/00/07/31/56/PS/RR-3529.ps },
	keyword = { Markov Fields, Road network, Graph matching }
 }

@TECHREPORT{5687,
	author = { Lafarge, F. and Descombes, X. and Zerubia, J. and Pierrot-Deseilligny, M. },
	title = { A Parametric Model for Automatic 3D Building Reconstruction from High Resolution Satellite Images },
	year = { 2005 },
	month = { September },
	institution = { INRIA },
	type = { Research Report },
	number = { 5687 },
	address = { France },
	url = { http://hal.inria.fr/inria-00070326/fr/ },
	pdf = { https://hal.inria.fr/file/index/docid/70326/filename/RR-5687.pdf },
	ps = { http://hal.inria.fr/docs/00/07/03/26/PS/RR-5687.ps },
	keyword = { 3D reconstruction, Buildings, RJMCMC, Digital Elevation Model (DEM) }
 }

@TECHREPORT{rrHimne,
	author = { Lacoste, C. and Descombes, X. and Zerubia, J. and Baghdadi, N. },
	title = { Hydrographic Network Extraction from Radar Satellite Imagesusing a Hierarchical Model within a Stochastic Geometry Framework },
	year = { 2005 },
	month = { September },
	institution = { INRIA },
	type = { Research Report },
	number = { 5697 },
	address = { France },
	url = { http://hal.inria.fr/inria-00070318 },
	pdf = { http://hal.inria.fr/docs/00/07/03/18/PDF/RR-5697.pdf }
 }

@TECHREPORT{rrCaroline,
	author = { Lacoste, C. and Descombes, X. and Zerubia, J. },
	title = { A Polyline Process for Unsupervised Line Network Extraction in Remote Sensing },
	year = { 2005 },
	month = { September },
	institution = { INRIA },
	type = { Research Report },
	number = { 5698 },
	address = { France },
	url = { http://hal.inria.fr/inria-00070317 },
	pdf = { http://hal.inria.fr/docs/00/07/03/17/PDF/RR-5698.pdf },
	ps = { http://hal.inria.fr/docs/00/07/03/17/PS/RR-5698.ps }
 }

@TECHREPORT{rr_perrin_optim_05,
	author = { Perrin, G. and Descombes, X. and Zerubia, J. },
	title = { Optimization Techniques for Energy Minimization Problem in a Marked Point Process Application to Forestry },
	year = { 2005 },
	month = { September },
	institution = { INRIA },
	type = { Research Report },
	number = { 5704 },
	address = { France },
	url = { https://hal.inria.fr/inria-00070312 },
	pdf = { https://hal.inria.fr/file/index/docid/70312/filename/RR-5704.pdf },
	ps = { https://hal.inria.fr/docs/00/07/03/12/PS/RR-5704.ps },
	keyword = { Simulated Annealing, Marked point process, Stochastic geometry, Optimization }
 }

@TECHREPORT{5370,
	author = { Lafarge, F. and Descombes, X. and Zerubia, J. },
	title = { Noyaux Texturaux pour les Problèmes de Classification par SVM en Télédétection },
	year = { 2004 },
	month = { December },
	institution = { INRIA },
	type = { Research Report },
	number = { 5370 },
	address = { France },
	url = { https://hal.inria.fr/inria-00070633 },
	pdf = { https://hal.inria.fr/file/index/docid/70633/filename/RR-5370.pdf },
	ps = { https://hal.inria.fr/docs/00/07/06/33/PS/RR-5370.ps },
	keyword = { Support Vector Machines, Classification, Forest fires, Urban areas, Learning base, Markov Fields }
 }

@TECHREPORT{5544,
	author = { Perrin, G. and Descombes, X. and Zerubia, J. },
	title = { Point Processes in Forestry : an Application to Tree Crown Detection },
	year = { 2005 },
	month = { April },
	institution = { INRIA },
	type = { Research Report },
	number = { 5544 },
	address = { France },
	url = { https://hal.inria.fr/inria-00070463 },
	pdf = { https://hal.inria.fr/file/index/docid/70463/filename/RR-5544.pdf },
	ps = { https://hal.inria.fr/docs/00/07/04/63/PS/RR-5544.ps },
	keyword = { Marked point process, Object extraction, RJMCMC, Tree Crown Extraction, Stochastic geometry }
 }

@TECHREPORT{Perrin03,
	author = { Perrin, G. and Descombes, X. and Zerubia, J. },
	title = { Extraction de Houppiers par Processus Objet },
	year = { 2003 },
	month = { December },
	institution = { INRIA },
	type = { Research Report },
	number = { 5037 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071547 },
	pdf = { https://hal.inria.fr/file/index/docid/71547/filename/RR-5037.pdf },
	ps = { https://hal.inria.fr/docs/00/07/15/47/PS/RR-5037.ps },
	keyword = { Object extraction, Tree Crown Extraction, Stochastic geometry, Marked point process, RJMCMC }
 }

@TECHREPORT{ortner-RR05,
	author = { Ortner, M. and Descombes, X. and Zerubia, J. },
	title = { A Marked Point Process of Rectangles and Segments for Automatic Analysis of Digital Elevation Models. },
	year = { 2005 },
	month = { October },
	institution = { INRIA },
	type = { Research Report },
	number = { 5712 },
	address = { France },
	url = { https://hal.inria.fr/inria-00070305 },
	keyword = { Marked point process, Buildings, RJMCMC }
 }

@TECHREPORT{rr_perrin_nonbay_05,
	author = { Perrin, G. and Descombes, X. and Zerubia, J. },
	title = { A Non-Bayesian Model for Tree Crown Extraction using Marked Point Processes },
	year = { 2006 },
	month = { February },
	institution = { INRIA },
	type = { Research Report },
	number = { 5846 },
	address = { France },
	url = { http://hal.inria.fr/inria-00070180/fr/ },
	pdf = { http://hal.inria.fr/inria-00070180/fr/ },
	keyword = { Data energy, Object extraction, Tree Crown Extraction, Marked point process, Stochastic geometry, 3D reconstruction }
 }

@TECHREPORT{lafarge_rr_may06,
	author = { Lafarge, F. and Trontin, P. and Descombes, X. and Zerubia, J. and Pierrot-Deseilligny, M. },
	title = { An automatic building extraction method : Application to the 3D-city modeling },
	year = { 2006 },
	month = { May },
	institution = { INRIA },
	type = { Research Report },
	number = { 5925 },
	address = { France },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_lafarge_rr_may06.pdf },
	keyword = { Object extraction, Marked point process, 3D reconstruction, Urban areas, Satellite images, Digital Elevation Model (DEM) }
 }

@TECHREPORT{Descombes-Pechersky,
	author = { Descombes, X. and Pechersky, E. },
	title = { Tree Crown Extraction using a Three States Markov Random Field },
	year = { 2006 },
	month = { September },
	institution = { INRIA },
	type = { Research Report },
	number = { 5982 },
	url = { https://hal.inria.fr/inria-00097555 },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_Descombes-Pechersky.pdf },
	keyword = { Markov Fields, Tree Crown Extraction }
 }

@TECHREPORT{Lafarge_rr_6048,
	author = { Lafarge, F. and Descombes, X. and Zerubia, J. and Pierrot-Deseilligny, M. },
	title = { A structural approach for 3D building reconstruction },
	year = { 2006 },
	month = { November },
	institution = { INRIA },
	type = { Research Report },
	number = { 6048 },
	url = { https://hal.inria.fr/inria-00114338 },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_Lafarge_rr_6048.pdf },
	keyword = { 3D reconstruction, Structural approach, Building, RJMCMC, Viterbi }
 }

@TECHREPORT{Descamps-Descombes,
	author = { Descamps, S. and Descombes, X. and Béchet, A. and Zerubia, J. },
	title = { Détection de flamants roses par processus ponctuels marqués pour l'estimation de la taille des populations },
	year = { 2007 },
	month = { October },
	institution = { INRIA },
	type = { Research Report },
	number = { 6328 },
	url = { http://hal.inria.fr/inria-00180811 },
	pdf = { http://hal.inria.fr/docs/00/18/08/93/PDF/RR-Desc-Desc-Bech-Zeru.pdf },
	keyword = { Object extraction, modélisation stochastique , Marked point process, dynamique de naissance/mort, environnement, flamants roses }
 }

@TECHREPORT{Ortner-Descombes,
	author = { Ortner, M. and Descombes, X. and Zerubia, J. },
	title = { An adaptive simulated annealing cooling schedule for object detection in images },
	year = { 2007 },
	month = { October },
	institution = { INRIA },
	type = { Research Report },
	number = { 6336 },
	url = { https://hal.inria.fr/inria-00181764 },
	pdf = { https://hal.inria.fr/inria-00181764 },
	keyword = { Image procressing, Shape extraction, Spatial point process, Simulated Annealing, Adaptive cooling schedule }
 }

@TECHREPORT{zammit_RR_07,
	author = { Zammit, O. and Descombes, X. and Zerubia, J. },
	title = { Support Vector Machines for burnt area discrimination },
	year = { 2007 },
	month = { November },
	institution = { INRIA },
	type = { Research Report },
	number = { 6343 },
	url = { http://hal.inria.fr/inria-00185101/fr/ },
	pdf = { http://hal.inria.fr/inria-00185101/fr/ },
	keyword = { Forest fires, Burnt areas, Satellite images, Support Vector Machines, Classification }
 }

@TECHREPORT{RR-6135,
	author = { Descombes, X. and Minlos, R. and Zhizhina, E. },
	title = { Object extraction using a stochastic birth-and-death dynamics in continuum },
	year = { 2007 },
	institution = { INRIA },
	type = { Research Report },
	number = { 6135 },
	url = { https://hal.inria.fr/inria-00133726 },
	pdf = { http://hal.inria.fr/inria-00133726 },
	keyword = { birth and death process, Stochastic modeling, Wavelets }
 }

@TECHREPORT{RR-7350,
	author = { Ben Hadj, S. and Chatelain, F. and Descombes, X. and Zerubia, J. },
	title = { Estimation des paramètres de modèles de processus ponctuels marqués pour l'extraction d'objets en imagerie spatiale et aérienne haute résolution  },
	year = { 2010 },
	month = { July },
	institution = { INRIA },
	type = { Rapport de recherche },
	number = { 7350 },
	url = { http://hal.archives-ouvertes.fr/inria-00508431/fr/ },
	keyword = { Marked point process, RJMCMC, Simulated Annealing, Stochastic EM (SEM), pseudo-vraisemblance, Object extraction }
 }

@TECHREPORT{benedekRR_09,
	author = { Benedek, C. and Descombes, X. and Zerubia, J. },
	title = { Building Extraction and Change Detection in Multitemporal Aerial and Satellite Images in a Joint Stochastic Approach },
	year = { 2009 },
	month = { December },
	institution = { INRIA },
	type = { Research Report },
	number = { 7143 },
	address = { Sophia Antipolis },
	url = { http://hal.archives-ouvertes.fr/inria-00426615 },
	keyword = { Change detection, Building extraction, Marked point process, MAP, multiple birth-and-death dynamics }
 }

@INCOLLECTION{GoussardXD01,
	author = { Descombes, X. and Goussard, Y. },
	title = { Problèmes non supervisés },
	year = { 2001 },
	booktitle = { Approche bayésienne pour les problèmes inverses },
	editor = { J. Idier },
	publisher = { Hermes },
	url = { http://editions.lavoisier.fr/mathematiques/approche-bayesienne-pour-les-problemes-inverses/idier/hermes-science-publications/traite-ic2/livre/9782746203488 }
 }

@INCOLLECTION{stoicaXDlivre,
	author = { Stoica, R. and Descombes, X. and Van Lieshout, M.N.M. and Zerubia, J. },
	title = { An application of marked point process to the extraction of linear networks for images },
	year = { 2002 },
	booktitle = { Spatial statitics through applications },
	publisher = { WITPress },
	url = { http://www.witpress.com/books/978-1-85312-649-9 },
	pdf = { http://oai.cwi.nl/oai/asset/10645/10645A.pdf },
	keyword = { Line networks, Road network, Object extraction, Satellite images, Marked point process }
 }

@INCOLLECTION{ortner_lnsmc2qmc,
	author = { Ortner, M. and Descombes, X. and Zerubia, J. },
	title = { A Reversible Jump MCMC Sampler for Object Detection in Image Processing },
	year = { 2005 },
	booktitle = { Monte Carlo and Quasi-Monte Carlo Methods },
	publisher = { Springer Verlag },
	url = { http://link.springer.com/book/10.1007/3-540-31186-6 },
	pdf = { http://link.springer.com/chapter/10.1007%2F3-540-31186-6_23 },
	keyword = { RJMCMC, Marked point process, Object extraction }
 }

@INCOLLECTION{DesPechBook,
	author = { Descombes, X. and Pechersky, E. },
	title = { Wulff Shapes at Zero Temperature for Some Models Used in Image Processing },
	year = { 2006 },
	booktitle = { Statistics and Analysis of Shapes },
	pages = { 281-302 },
	editor = { H. Krim and A. Yezzi },
	publisher = { Birkhauser },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_DesPechBook.pdf }
 }

@INCOLLECTION{descombes08,
	author = { Descombes, X. and Goussard, Y. },
	title = { Unsupervised problems },
	year = { 2008 },
	booktitle = { Bayesian approach to inverse problems },
	editor = { J. Idier },
	publisher = { ISTE and John Wiley & Sons },
	url = { http://eu.wiley.com/WileyCDA/WileyTitle/productCd-1848210329.html },
	pdf = { http://onlinelibrary.wiley.com/doi/10.1002/9780470611197.ch8/summary },
	keyword = { Inverse Problems, Bayesian approach, Image procressing }
 }

@INCOLLECTION{DESCOMBES_DETECTION,
	author = { Descombes, X. and Jermyn, I. H. and Zerubia, J. },
	title = { Detection d’objets dans une scene },
	year = { 2009 },
	booktitle = { Problemes inverses en imagerie et en vision },
	pages = { 167--204 },
	series = { Tr. IC2 },
	editor = { Ali Mohammad-Djafari },
	publisher = { Ed. Hermes },
	url = { http://www.lavoisier.fr/livre/electricite-electronique/problemes-inverses-en-imagerie-et-en-vision-en-2-volumes-inseparables/mohammad-djafari/descriptif-9782746219977 }
 }

@INCOLLECTION{Wiley10,
	author = { Descombes, X. and Jermyn, I. H. and Zerubia, J. },
	title = { Detection and Recognition of a Collection of Objects in a Scene },
	year = { 2010 },
	booktitle = { Inverse Problems in Vision and 3D Tomography },
	pages = { 155--189 },
	series = { DSIP },
	editor = { ISTE, London ; John Wiley and Sons, New York },
	url = { http://eu.wiley.com/WileyCDA/WileyTitle/productCd-1848211724.html },
	pdf = { http://onlinelibrary.wiley.com/doi/10.1002/9781118603864.ch5/summary }
 }

@BOOK{GeoStoFR,
	author = { Descombes, X. and al, et },
	title = { Applications de la geometrie stochastique a l'analyse d'images },
	year = { 2011 },
	publisher = { Hermes },
	edition = { X. Descombes },
	url = { http://www.lavoisier.fr/livre/mathematiques/applications-de-la-geometrie-stochastique-a-l-analyse-d-images/descombes/descriptif-9782746221451 }
 }

@BOOK{GeoStoEn,
	author = { Descombes, X. and al, et },
	title = { Stochastic geometry for image analysis },
	year = { 2011 },
	publisher = { Wiley/Iste },
	edition = { X. Descombes },
	url = { http://eu.wiley.com/WileyCDA/WileyTitle/productCd-1848212402.html }
 }



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