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@ARTICLE{AujolChambolle,
	author = { Aujol, J.F. and Chambolle, A. },
	title = { Dual Norms and Image Decomposition Models },
	year = { 2005 },
	month = { June },
	journal = { International Journal of Computer Vision },
	volume = { 63 },
	number = { 1 },
	pages = { 85-104 },
	pdf = { http://link.springer.com/article/10.1007/s11263-005-4948-3 },
	keyword = { Image decomposition }
 }

@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{JAL04a,
	author = { Jalobeanu, A. and Blanc-Féraud, L. and Zerubia, J. },
	title = { An adaptive Gaussian model for satellite image deblurring },
	year = { 2004 },
	journal = { IEEE Trans. Image Processing },
	volume = { 13 },
	number = { 4 },
	pdf = { http://ieeexplore.ieee.org/iel5/83/28667/01284396.pdf?tp=&arnumber=1284396&isnumber=28667 }
 }

@ARTICLE{jz_applied_photo,
	author = { Zhang, B. and Zerubia, J. and Olivo-Marin, J.C. },
	title = { Gaussian approximations of fluorescence microscope point-spread function models },
	year = { 2007 },
	month = { April },
	journal = { Applied Optics },
	volume = { 46 },
	number = { 10 },
	pages = { 1819-1829 },
	url = { http://dx.doi.org/10.1364/AO.46.001819 },
	pdf = { ../Upload-1/2007_jz_applied_photo.pdf }
 }

@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{BLA04,
	author = { Aubert, G. and Blanc-Féraud, L. and March, R. },
	title = { Gamma-convergence of discrete functionals with nonconvex perturbation for image classification },
	year = { 2004 },
	journal = { SIAM Journal on Numerical Analysis },
	volume = { 42 },
	number = { 3 },
	pages = { 1128--1145 },
	url = { http://epubs.siam.org/doi/abs/10.1137/S0036142902412336 }
 }

@ARTICLE{JZHK04,
	author = { Ben Hamza, A. and Krim, H. and Zerubia, J. },
	title = { A nonlinear entropic variational model for image filtering },
	year = { 2004 },
	journal = { EURASIP Journal on Applied Signal Processing },
	volume = { 16 },
	pages = { 2408--2422 },
	url = { https://hal.inria.fr/hal-00784485/ }
 }

@ARTICLE{aujolGL,
	author = { Aujol, J.F. and Aubert, G. and Blanc-Féraud, L. },
	title = { Wavelet-based Level Set Evolution for Classification of Textured Images },
	year = { 2003 },
	journal = { IEEE Trans. Image Processing },
	volume = { 12 },
	number = { 12 },
	pdf = { http://ieeexplore.ieee.org/iel5/83/28122/01257399.pdf?tp=&arnumber=1257399&isnumber=28122 }
 }

@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{JalobeaLBFJZ,
	author = { Jalobeanu, A. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Satellite image deblurring using complex wavelet packets },
	year = { 2003 },
	journal = { International Journal of Computer Vision },
	volume = { 51 },
	number = { 3 },
	pages = { 205--217 },
	pdf = { http://link.springer.com/article/10.1023/A%3A1021801918603 }
 }

@ARTICLE{Kuruoglu03,
	author = { Kuruoglu, E.E. and Zerubia, J. },
	title = { Modelling SAR Images with a Generalization of the Rayleigh          Distribution },
	year = { 2004 },
	month = { April },
	journal = { IEEE Trans. Image Processing },
	volume = { 13 },
	number = { 4 },
	pages = { 527 - 533 },
	pdf = { http://ieeexplore.ieee.org/iel5/83/28667/01284389.pdf?tp=&arnumber=1284389&isnumber=28667 }
 }

@ARTICLE{Kuruoglu03a,
	author = { Kuruoglu, E.E. and Zerubia, J. },
	title = { Skewed alpha-stable distributions for modelling textures },
	year = { 2003 },
	journal = { Pattern Recognition Letters },
	volume = { 24 },
	number = { 1-3 },
	pages = { 339--348 },
	url = { http://www.sciencedirect.com/science/article/pii/S0167865502002477 }
 }

@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{forooshjzmb,
	author = { Foroosh, H. and Zerubia, J. and Berthod, M. },
	title = { Extension of phase correlation to subpixel registration },
	year = { 2002 },
	month = { March },
	journal = { IEEE Trans. on Image Processing },
	volume = { 11 },
	number = { 3 },
	pages = { 188 - 200 },
	pdf = { http://ieeexplore.ieee.org/iel5/83/21305/00988953.pdf?tp=&arnumber=988953&isnumber=21305 }
 }

@ARTICLE{jalo02h,
	author = { Jalobeanu, A. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Hyperparameter estimation for satellite image restoration using a MCMC Maximum Likelihood method },
	year = { 2002 },
	journal = { Pattern Recognition },
	volume = { 35 },
	number = { 2 },
	pages = { 341--352 },
	url = { http://www.sciencedirect.com/science/article/pii/S0031320300001783 }
 }

@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{cs00,
	author = { Samson, C. and Blanc-Féraud, L. and Aubert, G. and Zerubia, J. },
	title = { A variational model for image classification and restoration },
	year = { 2000 },
	month = { May },
	journal = { IEEE Trans. Pattern Analysis ans Machine Intelligence },
	volume = { 22 },
	number = { 5 },
	pages = { 460-472 },
	pdf = { http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=857003 }
 }

@ARTICLE{cs00b,
	author = { Samson, C. and Blanc-Féraud, L. and Aubert, G. and Zerubia, J. },
	title = { A Level Set Model for Image Classification },
	year = { 2000 },
	journal = { International Journal of Computer Vision },
	volume = { 40 },
	number = { 3 },
	pages = { 187-198 },
	url = { http://link.springer.com/article/10.1023%2FA%3A1008183109594 }
 }

@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{jz00y,
	author = { Szirányi, T. and Zerubia, J. and Czúni, L. and Geldreich, D. and Kato, Z. },
	title = { Image segmentation using Markov random field model in fully parallel cellular network architectures },
	year = { 2000 },
	month = { June },
	journal = { Real Time Imaging },
	volume = { 6 },
	number = { 3 },
	pages = { 195-211 },
	pdf = { http://dx.doi.org/10.1006/rtim.1998.0159 }
 }

@ARTICLE{lbf99a,
	author = { Blanc-Féraud, L. and Aubert, G. },
	title = { Some remarks on the equivalence between 2D and 3D classical snakes and geodesic active contours },
	year = { 1999 },
	month = { September },
	journal = { International Journal of Computer Vision },
	volume = { 34 },
	number = { 1 },
	pages = { 19-28 },
	url = { http://link.springer.com/article/10.1023%2FA%3A1008168219878 }
 }

@ARTICLE{lbf99b,
	author = { Corbard, T. and Blanc-Féraud, L. and Berthomieu, G. and Provost, J. },
	title = { Non linear regularization for helioseismic inversions. Application for the study of the solar tachocline },
	year = { 1999 },
	journal = { Astronomy and Astrophysics },
	number = { 344 },
	pages = { 696-708 },
	url = { http://arxiv.org/abs/astro-ph/9901112 }
 }

@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{jz99a,
	author = { Kato, Z. and Zerubia, J. and Berthod, M. },
	title = { Unsupervised parallel image classification using Markovian models },
	year = { 1999 },
	journal = { Pattern Recognition },
	volume = { 32 },
	number = { 4 },
	pages = { 591-604 },
	pdf = { http://dx.doi.org/10.1016/S0031-3203(98)00104-6 },
	keyword = { Markov random field model, Hierarchical model, Parameter estimation, Parallel unsupervised image classification }
 }

@ARTICLE{jz99b,
	author = { Strandlie, A. and Zerubia, J. },
	title = { Particle tracking with iterated Kalman filters and smoothers : the PMHT algorithm },
	year = { 1999 },
	journal = { Computer Physics Communications },
	volume = { 123 },
	number = { 1-3 },
	pages = { 77-87 },
	url = { http://www.sciencedirect.com/science/article/pii/S0010465599002581 }
 }

@ARTICLE{lbf98,
	author = { Teboul, S. and Blanc-Féraud, L. and Aubert, G. and Barlaud, M. },
	title = { Variational approach for edge preserving regularization using coupled PDE's },
	year = { 1998 },
	month = { March },
	journal = { IEEE Trans. Image Processing },
	volume = { 7 },
	number = { 3 },
	pages = { 387-397 },
	pdf = { http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=661189 }
 }

@ARTICLE{lbf98a,
	author = { Laurette, I. and Darcourt, J. and Blanc-Féraud, L. and Koulibaly, P.M. and Barlaud, M. },
	title = { Combined constraints for efficient algebraic regularized methods },
	year = { 1998 },
	journal = { Physics in Medicine and Biology },
	volume = { 43 },
	number = { 4 },
	pages = { 991-1000 },
	url = { http://iopscience.iop.org/0031-9155/43/4/026 }
 }

@ARTICLE{jz98b,
	author = { Unser, M. and Zerubia, J. },
	title = { A generalized sampling theory without bandlimiting constraints },
	year = { 1998 },
	month = { August },
	journal = { IEEE Trans. on Circuits And Systems II },
	volume = { 45 },
	number = { 8 },
	pages = { 959-969 },
	pdf = { http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=718806 }
 }

@ARTICLE{AujolAubertclassif,
	author = { Aubert, G. and Aujol, J.F. },
	title = { Optimal Partitions, Regularized Solutions, and Application to Image Classification },
	year = { 2005 },
	month = { January },
	journal = { Applicable Analysis },
	volume = { 84 },
	number = { 1 },
	pages = { 15--35 },
	pdf = { http://www.math.u-bordeaux1.fr/~jaujol/HDR/A2.pdf }
 }

@ARTICLE{AujolAubert,
	author = { Aubert, G. and Aujol, J.F. },
	title = { Modeling very Oscillating Signals. Application to Image Processing },
	year = { 2005 },
	month = { March },
	journal = { Applied Mathematics and Optimization },
	volume = { 51 },
	number = { 2 },
	pages = { 163--182 },
	pdf = { http://link.springer.com/article/10.1007/s00245-004-0812-z }
 }

@ARTICLE{BLA05,
	author = { Aujol, J.F. and Aubert, G. and Blanc-Féraud, L. and Chambolle, A. },
	title = { Image Decomposition into a Bounded Variation Component and an Oscillating Component },
	year = { 2005 },
	month = { January },
	journal = { Journal of Mathematical Imaging and Vision },
	volume = { 22 },
	number = { 1 },
	pages = { 71--88 },
	pdf = { http://link.springer.com/article/10.1007/s10851-005-4783-8 }
 }

@ARTICLE{jermyn_annstat05,
	author = { Jermyn, I. H. },
	title = { Invariant Bayesian estimation on manifolds },
	year = { 2005 },
	month = { April },
	journal = { Annals of Statistics },
	volume = { 33 },
	number = { 2 },
	pages = { 583--605 },
	url = { http://dx.doi.org/10.1214/009053604000001273 },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/jermyn_annstat05.pdf },
	keyword = { Bayesian estimation, MAP, MMSE, Invariant, Metric, Jeffrey's }
 }

@ARTICLE{laure-ijcv05,
	author = { Aubert, G. and Aujol, J.F. and Blanc-Féraud, L. },
	title = { Detecting codimension-two objects in an image with Ginzburg-Landau models },
	year = { 2005 },
	month = { November },
	journal = { International Journal of Computer Vision },
	volume = { 65 },
	number = { 1-2 },
	pages = { 29-42 },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/GL_IJCV_5.pdf },
	keyword = { Ginzburg-Landau model, Point Detection, Segmentation, PDE, Biological images, SAR Images }
 }

@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{laure-na05,
	author = { Aubert, G. and Blanc-Féraud, L. and March, R. },
	title = { An approximation of the Mumford-Shah energy by a family of dicrete edge-preserving functionals },
	year = { 2006 },
	journal = { Nonlinear Analysis },
	volume = { 64 },
	pages = { 1908-1930 },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_laure-na05.pdf },
	keyword = { Gamma Convergence, Finite Element, Segmentation }
 }

@ARTICLE{ieeetgrs_05,
	author = { Poggi, G. and Scarpa, G. and Zerubia, J. },
	title = { Supervised Segmentation of Remote Sensing Images Based on a Tree-Structure MRF Model },
	year = { 2005 },
	month = { August },
	journal = { IEEE Trans. Geoscience and Remote Sensing },
	volume = { 43 },
	number = { 8 },
	pages = { 1901-1911 },
	pdf = { http://ieeexplore.ieee.org/iel5/36/32001/01487647.pdf?tp=&arnumber=1487647&isnumber=32001 },
	keyword = { Classification, Segmentation, Markov Fields }
 }

@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{dey_mrt_05,
	author = { Dey, N. and Blanc-Féraud, L. and Zimmer, C. and Kam, Z. and Roux, P. and Olivo-Marin, J.C. and Zerubia, J. },
	title = { Richardson-Lucy Algorithm with Total Variation Regularization for 3D Confocal Microscope Deconvolution },
	year = { 2006 },
	month = { April },
	journal = { Microscopy Research Technique },
	volume = { 69 },
	pages = { 260-266 },
	url = { http://dx.doi.org/10.1002/jemt.20294 },
	keyword = { Confocal microscopy, Variational methods, Total variation, Deconvolution }
 }

@ARTICLE{permuter_pr06,
	author = { Permuter, H. and Francos, J.M. and Jermyn, I. H. },
	title = { A study of Gaussian mixture models of colour and texture features for image classification and segmentation },
	year = { 2006 },
	month = { April },
	journal = { Pattern Recognition },
	volume = { 39 },
	number = { 4 },
	pages = { 695--706 },
	url = { http://dx.doi.org/10.1016/j.patcog.2005.10.028 },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_permuter_pr06.pdf },
	keyword = { Classification, Segmentation, Texture, Colour, Gaussian mixture, Decison fusion }
 }

@ARTICLE{jz_ieee_tr_ip_06,
	author = { Achim, A. and Kuruoglu, E.E. and Zerubia, J. },
	title = { SAR Image Filtering Based on the Heavy-Tailed Rayleigh Model },
	year = { 2006 },
	month = { September },
	journal = { IEEE Trans. on Image Processing },
	volume = { 15 },
	number = { 9 },
	pages = { 2686-2693 },
	pdf = { http://dx.doi.org/10.1109/TIP.2006.877362 },
	keyword = { SAR 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{MerletPAMI96,
	author = { Merlet, N. and Zerubia, J. },
	title = { New Prospects in Line Detection by Dynamic Programming },
	year = { 1996 },
	month = { April },
	journal = { IEEE Trans. Pattern Analysis and Machine Intelligence },
	volume = { 18 },
	number = { 4 },
	pages = { 426-431 },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?isnumber=10562&arnumber=491623&count=15&index=6 },
	keyword = { Line detection, dynamic programming, energy minimization, curvature, satellite images }
 }

@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{Rochery07,
	author = { Rochery, M. and Jermyn, I. H. and Zerubia, J. },
	title = { Higher-Order Active Contour Energies for Gap Closure },
	year = { 2007 },
	month = { September },
	journal = { Journal of Mathematical Imaging and Vision },
	volume = { 29 },
	number = { 1 },
	pages = { 1-20 },
	url = { http://dx.doi.org/10.1007/s10851-007-0021-x },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_Rochery07.pdf },
	keyword = { Gap closure, Higher-order, Active contour, Shape, Prior, Road network }
 }

@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{Peng08b,
	author = { Peng, T. and Jermyn, I. H. and Prinet, V. and Zerubia, J. },
	title = { Incorporating generic and specific prior knowledge in a multi-scale phase field model for road extraction from VHR images },
	year = { 2008 },
	month = { June },
	journal = { IEEE Trans. Geoscience and Remote Sensing },
	volume = { 1 },
	number = { 2 },
	pages = { 139--146 },
	url = { http://dx.doi.org/10.1109/JSTARS.2008.922318 },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/PengetalTGRS08.pdf },
	keyword = { Dense urban areas, Geographic Information System (GIS), Multiscale, Road network, Variational methods, Very high resolution }
 }

@ARTICLE{mr_ijcv_06,
	author = { Rochery, M. and Jermyn, I. H. and Zerubia, J. },
	title = { Higher Order Active Contours },
	year = { 2006 },
	month = { August },
	journal = { International Journal of Computer Vision },
	volume = { 69 },
	number = { 1 },
	pages = { 27--42 },
	url = { http://dx.doi.org/10.1007/s11263-006-6851-y },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_mr_ijcv_06.pdf },
	keyword = { Active contour, Shape, Higher-order, Prior, Road network }
 }

@ARTICLE{jermyn_tpami01,
	author = { Jermyn, I. H. and Ishikawa, H. },
	title = { Globally optimal regions and boundaries as minimum ratio weight cycles },
	year = { 2001 },
	month = { October },
	journal = { IEEE Trans. Pattern Analysis and Machine Intelligence },
	volume = { 23 },
	number = { 10 },
	pages = { 1075-1088 },
	url = { http://dx.doi.org/10.1109/34.954599 },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/jermyn_tpami01.pdf },
	keyword = { Graph, Ratio, Cycle, Segmentation, Global minimum }
 }

@ARTICLE{benedekTIP09,
	author = { Benedek, C. and Szirányi, T. and Kato, Z. and Zerubia, J. },
	title = { Detection of Object Motion Regions in Aerial Image Pairs with a Multi-Layer Markovian Model },
	year = { 2009 },
	month = { October },
	journal = { IEEE Trans. Image Processing },
	volume = { 18 },
	number = { 10 },
	pages = { 2303-2315 },
	url = { http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=5089480 },
	keyword = { Change detection, Aerial images, Camera motion, MRF }
 }

@ARTICLE{ppankajakshan09b,
	author = { Pankajakshan, P. and Zhang, B. and Blanc-Féraud, L. and Kam, Z. and Olivo-Marin, J.C. and Zerubia, J. },
	title = { Blind deconvoltion for thin layered confocal imaging },
	year = { 2009 },
	month = { August },
	journal = { Applied Optics },
	volume = { 48 },
	number = { 22 },
	pages = { 4437-4448 },
	pdf = { http://hal.inria.fr/docs/00/39/55/23/PDF/AppliedOpticsPaperTypesetting.pdf },
	keyword = { Blind Deconvolution, Confocal microscopy, Inverse Problems }
 }

@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{ScarpaTIP09,
	author = { Scarpa, G. and Gaetano, R. and Haindl, M. and Zerubia, J. },
	title = {  Hierarchical Multiple Markov Chain Model for Unsupervised Texture Segmentation },
	year = { 2009 },
	month = { August },
	journal = { IEEE Trans. on Image Processing },
	volume = { 18 },
	number = { 8 },
	pages = { 1830-1843 },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?isnumber=5161445&arnumber=4914796&count=21&index=11 },
	keyword = { Hierarchical Image Models, Markov Process, Pattern Analysis }
 }

@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{benedekTGRS09,
	author = { Benedek, C. and Szirányi, T. },
	title = { Change Detection in Optical Aerial Images by a Multi-Layer Conditional Mixed Markov Model },
	year = { 2009 },
	month = { October },
	journal = { IEEE Trans. Geoscience and Remote Sensing },
	volume = { 47 },
	number = { 10 },
	pages = { 3416-3430 },
	url = { http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?isnumber=5257398&arnumber=5169964&count=26&index=11 },
	keyword = { mixed Markov models, Change detection, Aerial images, MAP estimation }
 }

@ARTICLE{Horvath09,
	author = { Horvath, P. and Jermyn, I. H. and Kato, Z. and Zerubia, J. },
	title = { A higher-order active contour model of a ‘gas of circles' and its application to tree crown extraction },
	year = { 2009 },
	month = { May },
	journal = { Pattern Recognition },
	volume = { 42 },
	number = { 5 },
	pages = { 699-709 },
	url = { http://dx.doi.org/10.1016/j.patcog.2008.09.008 },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/Horvathetal09.pdf },
	keyword = { Shape, Higher-order, Active contour, Gas of circles, Tree Crown Extraction, Bayesian }
 }

@ARTICLE{SrivastavaJermyn09,
	author = { Srivastava, A. and Jermyn, I. H. },
	title = { Looking for shapes in two-dimensional, cluttered point clouds },
	year = { 2009 },
	month = { September },
	journal = { IEEE Trans. Pattern Analysis and Machine Intelligence },
	volume = { 31 },
	number = { 9 },
	pages = { 1616-1629 },
	url = { http://dx.doi.org/10.1109/TPAMI.2008.223 },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/SrivastavaJermyn09.pdf },
	keyword = { Shape, Bayesian, Point cloud, Diffeomorphism, Sampling, Fisher-Rao }
 }

@ARTICLE{Peng09,
	author = { Peng, T. and Jermyn, I. H. and Prinet, V. and Zerubia, J. },
	title = {  Extended Phase Field Higher-Order Active Contour Models for Networks },
	year = { 2010 },
	month = { May },
	journal = { International Journal of Computer Vision },
	volume = { 88 },
	number = { 1 },
	pages = { 	111-128 },
	url = { http://www.springerlink.com/content/d3641g2227316w58/ },
	keyword = { Active contour, Phase Field, Shape prior, Parameter analysis, remote sensing, Road network 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{2,
	author = { Graziani, D. and Aubert, G. and Blanc-Féraud, L. },
	title = { A formal Gamma-convergence approach for the detection of points in 2-D biological images },
	year = { 2010 },
	month = { September },
	journal = { SIAM Journal on Imaging Sciences },
	volume = { 3 },
	number = { 3 },
	pages = { 578-594 },
	url = { http://hal.inria.fr/inria-00503152/ },
	keyword = { points detection, curvature-depending functionals,  divergence-measure fields }
 }

@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{krylovGRSL2011,
	author = { Krylov, V. and Moser, G. and Serpico, S.B. and Zerubia, J. },
	title = { Enhanced Dictionary-Based SAR Amplitude Distribution Estimation and Its Validation With Very High-Resolution Data },
	year = { 2011 },
	month = { January },
	journal = { IEEE-Geoscience and Remote Sensing Letters },
	volume = { 8 },
	number = { 1 },
	pages = { 148-152 },
	url = { http://dx.doi.org/10.1109/LGRS.2010.2053517 },
	pdf = { http://hal.archives-ouvertes.fr/inria-00503893/en/ },
	keyword = { finite mixture models, parametric estimation, probability-density-function estimation, Stochastic EM (SEM), synthetic aperture radar }
 }

@ARTICLE{lafarge_tip2010,
	author = { Lafarge, F. and Keriven, R. and Brédif, M. },
	title = { Insertion of 3D-primitives in mesh-based representations: Towards compact models preserving the details },
	year = { 2010 },
	month = { July },
	journal = { IEEE Trans. Image Processing },
	volume = { 19 },
	number = { 7 },
	pages = { 1683-1694 },
	url = { http://dx.doi.org/10.1109/TIP.2010.2045695 },
	keyword = { 3-D reconstruction, Graph-cut , Shape extraction, urban scenes }
 }

@ARTICLE{mallet_tip2010,
	author = { Mallet, C. and Lafarge, F. and Roux, M. and Soergel, U. and Bretar, F. and Heipke, C. },
	title = { A Marked Point Process for Modeling Lidar Waveforms },
	year = { 2010 },
	month = { December },
	journal = { IEEE Trans. Image Processing },
	volume = { 19 },
	number = { 12 },
	pages = { 3204-3221 },
	url = { http://dx.doi.org/10.1109/TIP.2010.2052825 },
	keyword = { Clustering algorithms, Image color analysis, Image edge detection, Image segmentation, Monte Carlo Sampling, Object-based stochastic model }
 }

@ARTICLE{TSCarlavan2010,
	author = { Carlavan, M. and Weiss, P. and Blanc-Féraud, L. },
	title = { Régularité et parcimonie pour les problèmes inverses en imagerie : algorithmes et comparaisons },
	year = { 2010 },
	month = { September },
	journal = { Traitement du Signal },
	volume = { 27 },
	number = { 2 },
	pages = { 189-219 },
	url = { http://hal.inria.fr/inria-00503050/fr/ },
	pdf = { http://www.math.univ-toulouse.fr/~weiss/Publis/TS_Carlavan_Weiss_BlancFeraud_2010.pdf },
	keyword = { Inverse Problems, Regularization, Total variation, Wavelets }
 }

@ARTICLE{COCV2010,
	author = { Graziani, D. and Aubert, G. },
	title = { Variational approximation for detecting point-like target problems },
	year = { 2010 },
	month = { August },
	journal = { COCV: Esaim Control Optimization and Calculus of Variations DOI: 10.1051/cocv/2010029 },
	url = { http://dx.doi.org/10.1051/cocv/2010029 },
	keyword = { points detection, Biological images, divergence-measure fields }
 }

@ARTICLE{Joshi2010,
	author = { Joshi, S. and Klassen, E. and Liu, W. and Jermyn, I. H. and Srivastava, A. },
	title = { Shape Analysis of Elastic Curves in Euclidean Spaces },
	year = { 2010 },
	journal = { IEEE Trans. Pattern Analysis and Machine Intelligence },
	volume = { 33 },
	number = { 7 },
	pages = { 1415-1428 },
	note = { to appear },
	pdf = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5601739 },
	keyword = { shape analysis, elastic deformations, Riemannian elastic metric }
 }

@ARTICLE{moser_ieeetgrs_05,
	author = { Moser, G. and Zerubia, J. and Serpico, S.B. },
	title = { Dictionary-Based Stochastic Expectation-Maximization for SAR Amplitude Probability Density Function Estimation },
	year = { 2006 },
	month = { January },
	journal = { IEEE Trans. Geoscience and Remote Sensing },
	volume = { 44 },
	number = { 1 },
	pages = { 188-200 },
	url = { http://dx.doi.org/10.1109/TGRS.2005.859349 },
	pdf = { http://hal.archives-ouvertes.fr/inria-00561369/en/ },
	keyword = { SAR Images, Stochastic EM (SEM), Dictionary }
 }

@ARTICLE{moser_ieeeip05,
	author = { Moser, G. and Zerubia, J. and Serpico, S.B. },
	title = { SAR amplitude probability density function estimation based on a generalized Gaussian model },
	year = { 2006 },
	month = { June },
	journal = { IEEE Trans. on Image Processing },
	volume = { 15 },
	number = { 6 },
	pages = { 1429-1442 },
	url = { http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=1632197 },
	pdf = { http://hal.archives-ouvertes.fr/inria-00561372/en/ },
	keyword = { SAR Images, Generalised Gaussians, Mellin transform }
 }

@ARTICLE{krylovJSTSP2011,
	author = { Krylov, V. and Moser, G. and Serpico, S.B. and Zerubia, J. },
	title = { Supervised High Resolution Dual Polarization SAR Image Classification by Finite Mixtures and Copulas },
	year = { 2011 },
	month = { June },
	journal = {  IEEE Journal of Selected Topics in Signal Processing },
	volume = { 5 },
	number = { 3 },
	pages = { 554-566 },
	url = { http://dx.doi.org/10.1109/JSTSP.2010.2103925 },
	pdf = { http://hal.archives-ouvertes.fr/inria-00562326/en/ },
	keyword = { Polarimetric synthetic aperture radar, Supervised classification, probability density function (pdf), dictionary-based pdf estimation, Markov random field, copula }
 }

@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{SIAM_JSC_PWEISS,
	author = { Weiss, P. and Blanc-Féraud, L. and Aubert, G. },
	title = { Efficient schemes for total variation minimization under constraints in image processing },
	year = { 2009 },
	journal = { SIAM journal on Scientific Computing },
	volume = { 31 },
	number = { 3 },
	pages = { 2047-2080 },
	url = { http://www.math.univ-toulouse.fr/~weiss/Publis/SIAM_JSC09_PWEISS.pdf },
	pdf = { http://www.math.univ-toulouse.fr/~weiss/Publis/SIAM_JSC09_PWEISS.pdf },
	keyword = { Total variation, l1 norm, nesterov scheme, Rudin Osher Fatemi, fast optimization, real time }
 }

@ARTICLE{SIIMS_2011,
	author = { Weiss, P. and Fournier, A. and Blanc-Féraud, L. and Aubert, G. },
	title = { On the Illumination Invariance of the Level Lines under Directed Light: Application to Change Detection },
	year = { 2011 },
	month = { March },
	journal = { SIAM Journal on Imaging Sciences },
	volume = { 4 },
	number = { 1 },
	pages = { 448-471 },
	url = { http://www.math.univ-toulouse.fr/~weiss/Publis/SIIMS_2011_Weiss.pdf },
	pdf = { http://www.math.univ-toulouse.fr/~weiss/Publis/SIIMS_2011_Weiss.pdf },
	keyword = { Level Lines, topographic map, illumination invariance, Change detection, contrast equalization, remote sensing }
 }

@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{Voisin13,
	author = { Voisin, A. and Krylov, V. and Moser, G. and Serpico, S.B. and Zerubia, J. },
	title = { Classification of Very High Resolution SAR Images of Urban Areas Using Copulas and Texture in a Hierarchical Markov Random Field Model },
	year = { 2012 },
	journal = { IEEE Geoscience and Remote Sensing Letters },
	note = { to appear in 2013 },
	url = { http://dx.doi.org/10.1109/LGRS.2012.2193869 },
	keyword = { Hierarchical Markov random fields (MRFs) , Supervised classification, synthetic aperture radar (SAR), Textural features, urban areas, wavelets }
 }

@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. }
 }

@ARTICLE{KorayTIP2013,
	author = { Kayabol, K. and Zerubia, J. },
	title = { Unsupervised amplitude and texture classification of SAR images with multinomial latent model },
	year = { 2013 },
	month = { February },
	journal = { IEEE Trans. on Image Processing },
	volume = { 22 },
	number = { 2 },
	pages = { 561-572 },
	url = { http://hal.inria.fr/hal-00745387 },
	keyword = { COSMOSkyMed, Classification EM, High resolution SAR, Jensen-Shannon criterion, Classification, Multinomial logistic }
 }

@PHDTHESIS{JFAujol,
	author = { Aujol, J.F. },
	title = { Contribution à l'Analyse de Textures en Traitement d'Images par Méthodes Variationnelles et Equations aux Dérivées Partielles },
	year = { 2004 },
	month = { June },
	school = { Universite de Nice Sophia Antipolis },
	url = { https://hal.inria.fr/tel-00006303 },
	pdf = { http://hal.inria.fr/docs/00/04/68/89/PDF/tel-00006303.pdf },
	keyword = { Image decomposition, Classification, Restoration, Fonctional analysis, Bounded Variation Space, Sobolev space }
 }

@PHDTHESIS{lacoste_these,
	author = { Lacoste, C. },
	title = { Extraction de Réseaux Linéiques à partir d'Images Satellitaires et Aériennes par Processus Ponctuels Marqués },
	year = { 2004 },
	month = { September },
	school = { Universite de Nice Sophia Antipolis },
	url = { https://hal.inria.fr/tel-00261397 },
	pdf = { http://hal.inria.fr/docs/00/26/13/97/PDF/THESE_CAROLINE_LACOSTE.pdf },
	keyword = { Stochastic geometry, Object extraction, RJMCMC, Line networks, Simulated Annealing, Marked point process }
 }

@PHDTHESIS{Viveros-Cancino03,
	author = { Viveros-Cancino, O. },
	title = { Analyse du milieu urbain par une approche de fusion de données satellitaires optiques et radar },
	year = { 2003 },
	school = { Universite de Nice Sophia Antipolis },
	pdf = { http://www-sop.inria.fr/dias/Theses/phd-8.php }
 }

@PHDTHESIS{Brady03t,
	author = { Brady, K. },
	title = { A Probabilistic Framework for Adaptive Texture Description },
	year = { 2003 },
	school = { Universite de Nice Sophia Antipolis },
	pdf = { Theses/these-kbrady-2003.pdf }
 }

@PHDTHESIS{Lacombe03,
	author = { Lacombe, C. },
	title = { Modèles Variationnels et Équations aux Dérivées Partielles pour le Déroulement de Phase en Interférométrie Radar de Type RSO },
	year = { 2003 },
	school = { Universite de Nice Sophia Antipolis },
	note = { papier (tu-0816) }
 }

@PHDTHESIS{rellier,
	author = { Rellier, G. },
	title = { Analyse de texture dans l'espace hyperspectral par des méthodes probabilistes },
	year = { 2002 },
	month = { November },
	school = { Universite de Nice Sophia Antipolis },
	url = { https://hal.inria.fr/tel-00505898 },
	keyword = { Hyperspectral imaging, Texture, Classification, Markov Fields }
 }

@PHDTHESIS{drot,
	author = { Drot, S. },
	title = { Segmentation d'images d'observation de la Terre par des techniques de géométrie probabiliste },
	year = { 2002 },
	month = { December },
	school = { Universite de Nice Sophia Antipolis },
	note = { papier (tu-0758) }
 }

@PHDTHESIS{rs01,
	author = { Stoica, R. },
	title = { Processus ponctuels pour l'extraction de réseaux linéiques dans les images satellitaires et aériennes },
	year = { 2001 },
	month = { February },
	school = { Universite de Nice Sophia Antipolis },
	pdf = { Theses/These-stoica.pdf },
	keyword = { Marked point process, Line networks, Road network, Stochastic geometry, RJMCMC }
 }

@PHDTHESIS{cs,
	author = { Samson, C. },
	title = { Contribution à  la classification d'images satellitaires par approche variationnelle et équations aux dérivées partielles },
	year = { 2000 },
	month = { September },
	school = { Universite de Nice Sophia Antipolis },
	url = { https://tel.archives-ouvertes.fr/tel-00319709 },
	pdf = { http://tel.archives-ouvertes.fr/docs/00/31/97/09/PDF/SAMSONthesis.pdf },
	keyword = { Classification, Restoration, Level sets, Active contour }
 }

@PHDTHESIS{benharrosh,
	author = { Benharrosh, J.M. },
	title = { Extraction de Thèmes Cartographiques dans les Images Satellites ou Aériennes. Application à la Génération de Quick-Looks Adaptatifs et à la Compression des Images },
	year = { 1998 },
	school = { Universite de Nice Sophia Antipolis },
	note = { papier (tu-0524) }
 }

@PHDTHESIS{volden,
	author = { Volden, E. },
	title = { Modélisation de la Redondance d'Image, Etude et Application à la Classification },
	year = { 1998 },
	month = { January },
	school = { Ecole des Mines de Paris },
 }

@PHDTHESIS{lorette99,
	author = { Lorette, A. },
	title = { Analyse de Texture par Méthodes Markoviennes et par Morphologie Mathématique : Application à l'Analyse des Zones Urbaines sur des Images Satellitales },
	year = { 1999 },
	month = { September },
	school = { Universite de Nice Sophia Antipolis },
	pdf = { Theses/these-lorette.pdf },
	keyword = { Texture, Segmentation, Markov Fields, Mathematical morphology, Urban areas }
 }

@PHDTHESIS{lbf,
	author = { Blanc-Féraud, L. },
	title = { Sur quelques Problèmes Inverses en Traitement d'Image },
	year = { 2000 },
	month = { July },
	school = { Universite de Nice Sophia Antipolis },
	type = { Habilitation à diriger des Recherches },
	pdf = { Theses/hdr-blancf-2000.pdf },
	keyword = { Partial differential equation, Restoration, Regularization, Gamma Convergence, Variational methods }
 }

@PHDTHESIS{aj01,
	author = { Jalobeanu, A. },
	title = { Modèles, estimation bayésienne et algorithmes pour la déconvolution d'images satellitaires et aériennes },
	year = { 2001 },
	month = { December },
	school = { Universite de Nice Sophia Antipolis },
	ps = { http://www-sop.inria.fr/ariana/personnel/Andre.Jalobeanu/these.ps.gz }
 }

@PHDTHESIS{zammit_these_08,
	author = { Zammit, O. },
	title = { Détection de zones brûlées après un feu de forêt à partir d'une seule image satellitaire SPOT 5 par techniques SVM },
	year = { 2008 },
	month = { September },
	school = { Universite de Nice Sophia Antipolis },
	url = { http://tel.archives-ouvertes.fr/tel-00345683/fr/ },
	keyword = { Classification, Satellite images, Burnt areas, Forest fires, Support Vector Machines, Region Growing }
 }

@PHDTHESIS{baudour2009,
	author = { Baudour, A. },
	title = { Détection de Filaments dans des images 2D et 3D; modélisation, étude mathématique et algorithmes. },
	year = { 2009 },
	month = { May },
	school = { Universite de Nice Sophia Antipolis },
	url = { https://hal.inria.fr/tel-00507520/ },
	keyword = { imagerie 3D, Segmentation, filaments, Deconvolution, Variational methods, mocroscopie confocale }
 }

@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 }
 }

@PHDTHESIS{rochery_these,
	author = { Rochery, M. },
	title = { Contours actifs d'ordre supérieur et leur application à la détection de linéiques dans des images de télédétection },
	year = { 2005 },
	month = { September },
	school = { Universite de Nice Sophia Antipolis },
	address = { Sophia Antipolis },
	pdf = { http://hal.inria.fr/docs/00/04/86/28/PDF/tel-00010631.pdf },
	keyword = { Active contour, Higher-order, Phase Field, Line networks, Road network }
 }

@PHDTHESIS{villeger_these,
	author = { Villéger, E. },
	title = { Constance de largeur et désocclusion dans les images digitales },
	year = { 2005 },
	month = { December },
	school = { Universite de Nice Sophia Antipolis },
	pdf = {  http://www-sop.inria.fr/dias/Theses/phd-12.php }
 }

@PHDTHESIS{perrin_phd06,
	author = { Perrin, G. },
	title = { Etude du couvert forestier par processus ponctuels marqués },
	year = { 2006 },
	month = { October },
	school = { Ecole Centrale Paris },
	url = { http://www-sop.inria.fr/ariana/personnel/Guillaume.Perrin/resume.php },
	pdf = { http://www-sop.inria.fr/ariana/personnel/Guillaume.Perrin/DOWNLOADS/these_perrin_2006.pdf },
	keyword = { Tree Crown Extraction, Marked point process, Stochastic geometry, Object extraction, RJMCMC }
 }

@PHDTHESIS{lafarge_phd07,
	author = { Lafarge, F. },
	title = { Modèles stochastiques pour la reconstruction tridimensionnelle d'environnements urbains },
	year = { 2007 },
	month = { October },
	school = { Ecole des Mines de Paris },
	url = { http://tel.archives-ouvertes.fr/tel-00179695/en/ },
	keyword = { 3D reconstruction, Urban areas, Satellite images, Structural approach, Simulated Annealing, MCMC }
 }

@PHDTHESIS{horvath_these,
	author = { Horvath, P. },
	title = { The 'Gas of circles' model and its application to tree crown extraction },
	year = { 2007 },
	month = { December },
	school = { Universite de Szeged, Universite de Nice Sophia Antipolis },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_horvath_these.pdf },
	keyword = { geometric prior, Contours actifs d'ordre supérieur, Phase Field, Gas of circles }
 }

@PHDTHESIS{bhattacharya_these,
	author = { Bhattacharya, A. },
	title = { Indexing of satellite images using structural information },
	year = { 2007 },
	school = { Ecole Nationale Supérieure des Télécommunications },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_bhattacharya_these.pdf },
	keyword = { Landscape, Segmentation, Features, Extraction, Classification, Data mining }
 }

@PHDTHESIS{mortner_these,
	author = { Ortner, M. },
	title = { Processus Ponctuels Marqués pour l'Extraction Automatique de Caricatures de Bâtiments à partir de Modèles Numériques d'Elévation },
	year = { 2004 },
	month = { October },
	school = { Universite de Nice Sophia Antipolis },
	url = { https://hal.inria.fr/tel-00189803 },
	pdf = { http://hal.inria.fr/docs/00/18/98/03/PDF/These_Ortner.pdf },
	keyword = { Marked point process, Object extraction, Buildings, Digital Elevation Model (DEM), RJMCMC, Stochastic geometry }
 }

@PHDTHESIS{Fournier08,
	author = { Fournier, A. },
	title = { Détection et classification de changements sur des scènes urbaines en télédétection },
	year = { 2008 },
	month = { October },
	school = { Institut Supérieur de l'Aéronautique et de l'Espace },
	url = { http://tel.archives-ouvertes.fr/tel-00463593/fr/ },
	keyword = { détection de changements, Satellite images, lignes de niveau, Classification, Urban areas, statistiques directionnelles }
 }

@PHDTHESIS{Peng08d,
	author = { Peng, T. },
	title = { New higher-order active contour models, shape priors, and multiscale analysis: their application to road network extraction from very high resolution satellite images },
	year = { 2008 },
	month = { November },
	school = { Universite de Nice Sophia Antipolis },
	pdf = { http://tel.archives-ouvertes.fr/tel-00349768/fr/ },
	keyword = { Higher-order active contour, Phase Field, Prior, Multiresolution, Road network, Very high resolution }
 }

@PHDTHESIS{PankajakshanThesis09,
	author = { Pankajakshan, P. },
	title = { Blind Deconvolution for Confocal Laser Scanning Microscopy },
	year = { 2009 },
	month = { December },
	school = { Universite de Nice Sophia Antipolis },
	url = { http://tel.archives-ouvertes.fr/tel-00474264/fr/ },
	keyword = { Confocal Laser Scanning Microscopy, Blind Deconvolution, point spread function, Maximum likelihood estimation  , total variation regularization }
 }

@PHDTHESIS{mkulikova_phd09,
	author = { Kulikova, M. S. },
	title = { Shape recognition for image scene analysis },
	year = { 2009 },
	month = { December },
	school = { Universite de Nice - Sophia-Antipolis },
	url = { http://tel.archives-ouvertes.fr/docs/00/48/20/19/PDF/phd_mkulikova_2009.pdf },
	keyword = { tree crown , Classification, Shape, multiple object extraction, Marked point process, Shape prior }
 }

@PHDTHESIS{elghoul10c,
	author = { El Ghoul, A. },
	title = { Phase fields for network extraction from images },
	year = { 2010 },
	month = { September },
	school = { Universite de Nice - Sophia-Antipolis },
	url = { http://tel.archives-ouvertes.fr/docs/00/55/01/34/PDF/ThesisMunuscript2010_EL_GHOUL.pdf },
	keyword = { Shape prior, Higher-order actif contours, Phase Field, Stability analysis, Directed networks, river extraction }
 }

@PHDTHESIS{These_Pweiss,
	author = { Weiss, P. },
	title = { Algorithmes rapides d'optimisation convexe. Application à la reconstruction d'images et à la détection de changements },
	year = { 2008 },
	month = { November },
	school = { Universite de Nice Sophia Antipolis },
	pdf = { http://www.math.univ-toulouse.fr/~weiss/Publis/These_PWEISS_Compressee.pdf },
	keyword = { Convex optimization, nesterov scheme, Sparse representations, Total variation, Change detection, level  lines }
 }

@PHDTHESIS{GamalPhdThesis,
	author = { Gamal Eldin, A. },
	title = { Processus ponctuels et algorithmes de coupure minimal de graphe appliqués à l'extraction d'objets 2D et 3D },
	year = { 2011 },
	month = { October },
	school = { Universite de Nice Sophia Antipolis },
	url = { http://tel.archives-ouvertes.fr/tel-00737988 },
	keyword = { Multiple object detection, Multiple Birth and Cut, Graph Cut, Multiple Birth and Death, Marked point process, 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{eccv04,
	author = { Bect, J. and Blanc-Féraud, L. and Aubert, G. and Chambolle, A. },
	title = { A $l^1$-unified variational framework for image restoration },
	year = { 2004 },
	month = { May },
	booktitle = { Proc. European Conference on Computer Vision (ECCV) },
	volume = { LNCS 3024 },
	pages = { 1--13 },
	editor = { T. Pajdla and J. Matas },
	publisher = { Springer },
	address = { Prague, Czech Republic },
	url = { http://link.springer.com/chapter/10.1007%2F978-3-540-24673-2_1 }
 }

@INPROCEEDINGS{Dey04a,
	author = { Dey, N. and Blanc-Féraud, L. and Zimmer, C. and Kam, Z. and Olivo-Marin, J.C. and Zerubia, J. },
	title = { A deconvolution method for confocal microscopy with total variation regularization },
	year = { 2004 },
	month = { April },
	booktitle = { Proc. IEEE International Symposium on Biomedical Imaging (ISBI) },
	address = { Arlington, USA },
	pdf = { http://dx.doi.org/10.1109/ISBI.2004.1398765 },
	keyword = { 3D confocal microscopy, Poisson deconvolution, total variation regularization }
 }

@INPROCEEDINGS{Dey04b,
	author = { Dey, N. and Blanc-Féraud, L. and Zimmer, C. and Kam, Z. and Olivo-Marin, J.C. and Zerubia, J. },
	title = { Deconvolution in confocal microscopy with total variation regularization },
	year = { 2004 },
	month = { May },
	booktitle = { Proc. French-Danish Workshop on Spatial Statistics and Image Analysis in Biology (SSIAB) },
	pages = { 117--120 },
	url = { http://www3.jouy.inra.fr/miaj/public/imaste/ssiab2004/program/abw92/ }
 }

@INPROCEEDINGS{Villeger04,
	author = { Villéger, E. and Aubert, G. and Blanc-Féraud, L. },
	title = { Image Disocclusion Using a Probabilistic Gradient Orientation },
	year = { 2004 },
	month = { August },
	booktitle = { Proc. International Conference on Pattern Recognition (ICPR) },
	address = { Cambridge, United Kingdom },
	pdf = { http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=1334034 }
 }

@INPROCEEDINGS{jf_acivs,
	author = { Aujol, J.F. and Matei, B. },
	title = { Simultaneous structure and texture compact representation },
	year = { 2004 },
	month = { September },
	booktitle = { Proc. Advanced Concepts for Intelligent Vision Systems },
	address = { Brussels, Belgium },
	pdf = { http://www.math.u-bordeaux1.fr/~jaujol/PAPERS/acivscompression.pdf }
 }

@INPROCEEDINGS{moser2004a,
	author = { Moser, G. and Zerubia, J. and Serpico, S.B. },
	title = { SAR amplitude probability density function estimation based on a generalized Gaussian scattering model },
	year = { 2004 },
	month = { September },
	booktitle = { Proc. SPIE Symposium on Remote Sensing },
	address = { Maspalomas, Gran Canaria, Spain },
	url = { http://dx.doi.org/10.1117/12.567853 }
 }

@INPROCEEDINGS{moser2004b,
	author = { Moser, G. and Zerubia, J. and Serpico, S.B. },
	title = { Finite mixture models and stochastic EM for SAR amplitude probability density function estimation based on a dictionary of parametric families },
	year = { 2004 },
	month = { September },
	booktitle = { Proc. IEEE International Geoscience and Remote Sensing Symposium (IGARSS) },
	address = { Anchorage , USA },
	url = { http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arnumber=1368708 }
 }

@INPROCEEDINGS{jf_scalespace,
	author = { Aujol, J.F. and Aubert, G. and Blanc-Féraud, L. and Chambolle, A. },
	title = { Decomposing an Image: Application to SAR Images },
	year = { 2003 },
	month = { June },
	booktitle = { Proc. Scale-Space },
	volume = { 2695 },
	series = { Lecture No },
	url = { http://link.springer.com/chapter/10.1007%2F3-540-44935-3_21 }
 }

@INPROCEEDINGS{jf_gretsi,
	author = { Aujol, J.F. and Aubert, G. and Blanc-Féraud, L. and Chambolle, A. },
	title = { Décomposition D'images: Application Aux Images RSO },
	year = { 2003 },
	month = { September },
	booktitle = { Proc. GRETSI Symposium on Signal and Image Processing },
	address = { Paris, France },
	url = { http://documents.irevues.inist.fr/handle/2042/13577 }
 }

@INPROCEEDINGS{jf_icip,
	author = { Aujol, J.F. and Aubert, G. and Blanc-Féraud, L. },
	title = { Wavelet-Based Level Set Evolution for Classification of Textured          Images },
	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=1246863 }
 }

@INPROCEEDINGS{Brady03,
	author = { Brady, K. and Jermyn, I. H. and Zerubia, J. },
	title = { Texture Analysis: An Adaptive Probabilistic Approach },
	year = { 2003 },
	month = { September },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Barcelona, Spain },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/Brady03icip.pdf },
	keyword = { Adaptive, Wavelet packet, Statistics, Texture }
 }

@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{gcka3,
	author = { Abhayaratne, G.C.K. },
	title = { Discrete Wavelet transforms that have an adaptive low pass filter },
	year = { 2003 },
	month = { July },
	booktitle = { Proc. International Symposium on Signal Processing and its Applications (ISSPA) },
	address = { Paris, France },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=1224920 }
 }

@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{Jalobfjz,
	author = { Jalobeanu, A. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Natural image modeling using complex wavelets },
	year = { 2003 },
	month = { August },
	booktitle = { Proc. SPIE Conference on Wavelets },
	volume = { 5207 },
	address = { San Diego },
	url = { http://spie.org/Publications/Proceedings/Paper/10.1117/12.507945 }
 }

@INPROCEEDINGS{ClacombGALBFPK,
	author = { Lacombe, C. and Aubert, G. and Blanc-Féraud, L. and Kornprobst, P. },
	title = { Filtering interferometric phase images by anisotropic diffusion },
	year = { 2003 },
	month = { September },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Barcelona },
	url = { http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=1247201 }
 }

@INPROCEEDINGS{CLGALBFPK,
	author = { Lacombe, C. and Aubert, G. and Blanc-Féraud, L. and Kornprobst, P. },
	title = { Filtrage adaptatif des interférogrammes par diffusion anisotrope },
	year = { 2003 },
	month = { May },
	booktitle = { Proc. Journées des jeunes chercheurs en vision par ordinateur },
	address = { Gerardmer },
	ps = { http://www-math.unice.fr/publis/clacombe_orasis03.ps }
 }

@INPROCEEDINGS{LaureBF,
	author = { Blanc-Féraud, L. },
	title = { Classification d'images par approche variationnelle },
	year = { 2003 },
	month = { January },
	booktitle = { Workshop on Vision, Image, and Agriculture },
	address = { Dijon },
	note = { Invited talk. }
 }

@INPROCEEDINGS{Willett03,
	author = { Willett, R. and Jermyn, I. H. and Nowak, R. and Zerubia, J. },
	title = { Wavelet-Based Superresolution in Astronomy },
	year = { 2003 },
	month = { October },
	booktitle = { Proc. Astronomical Data Analysis Software and Systems },
	address = { Strasbourg, France },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/Willett03adass.pdf },
	keyword = { Superresolution, Wavelets, Astronomy }
 }

@INPROCEEDINGS{Lacombe-Canum03,
	author = { Lacombe, C. and Aubert, G. and Blanc-Féraud, L. and Kornprobst, P. },
	title = { Diffusion anisotrope et filtrage interférométrique },
	year = { 2003 },
	month = { June },
	booktitle = { Congrès National d'Analyse Numérique },
	address = { Montpellier },
	url = { http://www.i3m.univ-montp2.fr/CANUM2003/ },
	pdf = { http://www.i3m.univ-montp2.fr/CANUM2003/COMMUNICATIONS/CONF_ORALES/caroline.lacombe.pdf }
 }

@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{jallbfjz,
	author = { Jalobeanu, A. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Estimation of blur and noise parameters in remote sensing },
	year = { 2002 },
	month = { May },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	address = { Orlando, USA },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5745429 }
 }

@INPROCEEDINGS{ijking,
	author = { Shaffrey, C. and Kingsbury, N. and Jermyn, I. H. },
	title = { Unsupervised Image Segmentation via Markov Trees and Complex Wavelets },
	year = { 2002 },
	month = { September },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Rochester, USA },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/Shaffrey02icip.pdf },
	keyword = { Segmentation, Hidden Markov Model, Texture, Colour }
 }

@INPROCEEDINGS{kingij,
	author = { Shaffrey, C. and Jermyn, I. H. and Kingsbury, N. },
	title = { Psychovisual Evaluation of Image Segmentation Algorithms },
	year = { 2002 },
	month = { September },
	booktitle = { Proc. Advanced Concepts for Intelligent Vision Systems },
	address = { Ghent, Belgique },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/acivs2002_final.pdf }
 }

@INPROCEEDINGS{shaffreyij,
	author = { Jermyn, I. H. and Shaffrey, C. and Kingsbury, N. },
	title = { Evaluation Methodologies for Image Retrieval Systems },
	year = { 2002 },
	month = { September },
	booktitle = { Proc. Advanced Concepts for Intelligent Vision Systems },
	address = { Ghent, Belgique },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/acivs2002final.pdf }
 }

@INPROCEEDINGS{lacombekronp,
	author = { Lacombe, C. and Kornprobst, P. and Aubert, G. and Blanc-Féraud, L. },
	title = { A variational approach to one dimensional phase unwrapping },
	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=1048426 }
 }

@INPROCEEDINGS{nowakjalojz,
	author = { Jalobeanu, A. and Nowak, R. and Zerubia, J. and Figueiredo, M. },
	title = { Satellite and aerial image deconvolution using an EM method with complex wavelets },
	year = { 2002 },
	month = { September },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Rochester, USA },
	url = { http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=1038028 }
 }

@INPROCEEDINGS{jzEusipco,
	author = { Zerubia, J. },
	title = { Image processing for high resolution satellite and aerial data },
	year = { 2002 },
	month = { September },
	booktitle = { Proc. European Signal Processing Conference (EUSIPCO) },
	address = { Toulouse, France },
	url = { http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7072252 }
 }

@INPROCEEDINGS{wilsonjz,
	author = { Wilson, S. and Zerubia, J. },
	title = { Unsupervised segmentation of textured satellite and aerial images with Bayesian methods },
	year = { 2002 },
	month = { September },
	booktitle = { Proc. European Signal Processing Conference (EUSIPCO) },
	address = { Toulouse, France },
	url = { http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=7071914 }
 }

@INPROCEEDINGS{lbf01a,
	author = { Samson, C. and Blanc-Féraud, L. and Aubert, G. and Zerubia, J. },
	title = { Two variational models for multispectral image classification },
	year = { 2001 },
	month = { September },
	booktitle = { Proc. Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR) },
	address = { Sophia Antipolis, France },
	url = { http://link.springer.com/chapter/10.1007%2F3-540-44745-8_23 }
 }

@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{aj01b,
	author = { Jalobeanu, A. and Kingsbury, N. and Zerubia, J. },
	title = { Image deconvolution using Hidden Markov Tree modeling of complex wavelet packets },
	year = { 2001 },
	month = { October },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Thessalonique, Grèce },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=958988 }
 }

@INPROCEEDINGS{aj01c,
	author = { Jalobeanu, A. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Estimation rapide du paramètre de régularisation en déconvolution d'images },
	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/jalobeanu.ps.gz }
 }

@INPROCEEDINGS{aj01d,
	author = { Jalobeanu, A. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Estimation de paramètres instrumentaux en imagerie satellitaire },
	year = { 2001 },
	month = { September },
	booktitle = { Proc. GRETSI Symposium on Signal and Image Processing },
	address = { Toulouse, France },
	url = { http://documents.irevues.inist.fr/handle/2042/13231 }
 }

@INPROCEEDINGS{KuruJZ01,
	author = { Kuruoglu, E.E. and Zerubia, J. },
	title = { Modelling images with alpha-stable textures },
	year = { 2001 },
	month = { January },
	booktitle = { Physics in Signal and Image Processing },
	address = { Marseille, France },
 }

@INPROCEEDINGS{cs00a,
	author = { Samson, C. and Blanc-Féraud, L. and Aubert, G. and Zerubia, J. },
	title = { Une approche variationnelle pour la classification d'images par régions actives },
	year = { 2000 },
	month = { February },
	booktitle = { Proc. Reconnaissance des formes et Intelligence Artificielle },
	address = { Paris, France },
	pdf = { Articles/rfia2000.pdf }
 }

@INPROCEEDINGS{jalo00c,
	author = { Jalobeanu, A. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Satellite image deconvolution using complex wavelet packets },
	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=899579 }
 }

@INPROCEEDINGS{jalo00d,
	author = { Jalobeanu, A. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Estimation of adaptive parameters for satellite image deconvolution },
	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=903549 }
 }

@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{jz,
	author = { Molina, C. and Zerubia, J. },
	title = { Regularisation by convolution in probability density estimation is equivalent to jittering },
	year = { 2000 },
	month = { December },
	booktitle = { Proc. IEEE International Workshop on Neural Networks for Signal Processing (NNSP) },
	address = { Sydney, Australie },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=889411 }
 }

@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{lbf00a,
	author = { Blanc-Féraud, L. and Samson, C. and Aubert, G. and Zerubia, J. },
	title = { Multiphase evolution and variational image classification },
	year = { 2000 },
	month = { June },
	booktitle = { Congress SIMAI },
	address = { Ischia, Italie },
	note = { papier },
	url = { http://opac.inria.fr/record=b1115247 }
 }

@INPROCEEDINGS{jz00w,
	author = { Kuruoglu, E.E. and Zerubia, J. },
	title = { Modelling SAR images with a generalisation of the Raylegh distribution },
	year = { 2000 },
	month = { October },
	booktitle = { Asilomar Conference },
	address = { Pacific Grove, USA },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=910949 }
 }

@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{aj99a,
	author = { Jalobeanu, A. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Déconvolution d'images satellitaires: modèles et estimation de paramètres },
	year = { 1999 },
	month = { March },
	booktitle = { Proc. Traitement et Analyse de l'Information - Méthodes et Applications (TAIMA) },
	address = { Hammamet, Tunisie },
	pdf = { Articles/taima99.pdf }
 }

@INPROCEEDINGS{aj99b,
	author = { Jalobeanu, A. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Hyperparameter estimation for satellite image restoration by a MCMCML method },
	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_9 }
 }

@INPROCEEDINGS{aj99c,
	author = { Jalobeanu, A. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Restauration automatique d'images satellitaires par une méthode MCMC },
	year = { 1999 },
	month = { September },
	booktitle = { Proc. GRETSI Symposium on Signal and Image Processing },
	address = { Vannes, France },
	url = { http://documents.irevues.inist.fr/handle/2042/12942 }
 }

@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{jz99d,
	author = { Merlet, N. and Zerubia, J. },
	title = { Auxiliary functions and optimal scanning for road detection by dynamic programming },
	year = { 1999 },
	month = { March },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	address = { Phoenix, USA },
	url = { http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=757554 }
 }

@INPROCEEDINGS{cs99b,
	author = { Samson, C. and Blanc-Féraud, L. and Aubert, G. and Zerubia, J. },
	title = { Classification et Restauration d'Images par Approche Variationnelle },
	year = { 1999 },
	booktitle = { Proc. Journées des jeunes chercheurs en vision par ordinateur },
	address = { Aussois, France },
	pdf = { Articles/orasis1999.pdf }
 }

@INPROCEEDINGS{cs99c,
	author = { Samson, C. and Blanc-Féraud, L. and Aubert, G. and Zerubia, J. },
	title = { Simultaneous Image Classification and Restoration Using a Variational Approach },
	year = { 1999 },
	month = { June },
	booktitle = { Proc. IEEE Computer Vision and Pattern Recognition (CVPR) },
	address = { Fort Collins, Colorado, USA },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=784985 }
 }

@INPROCEEDINGS{cs99d,
	author = { Samson, C. and Blanc-Féraud, L. and Aubert, G. and Zerubia, J. },
	title = { A Level Set Model for  Image Classification },
	year = { 1999 },
	month = { September },
	booktitle = { Proc. Scale-Space },
	address = { Corfu, Grèce },
	url = { http://link.springer.com/chapter/10.1007%2F3-540-48236-9_27 }
 }

@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{berthod98,
	author = { Pairault, B. and Berthod, M. },
	title = { A step toward high resolution 3D SAR },
	year = { 1998 },
	month = { May },
	booktitle = { Proc. European Conference on Synthetic Aperture Radar },
	address = { Friedrichshafen, Germany },
 }

@INPROCEEDINGS{stoica98b,
	author = { Stoica, R. and Zerubia, J. and Francos, J.M. },
	title = { The two-dimensional Wold decomposition for segmentation and indexing in image libraries },
	year = { 1998 },
	month = { May },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	address = { Seattle, USA },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=678151 }
 }

@INPROCEEDINGS{stoica98a,
	author = { Stoica, R. and Zerubia, J. and Francos, J.M. },
	title = { Image Retrieval and Indexing: A Hierarchical Approach in Computing the Distance between Textured Images },
	year = { 1998 },
	month = { October },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Chicago, USA },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=723675 }
 }

@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{lbf98b,
	author = { Zerubia, J. and Blanc-Féraud, L. },
	title = { Hyperparameter estimation of a variational model using a stochastic gradient },
	year = { 1998 },
	month = { July },
	booktitle = { Proc. International Symposium on Optical Science, Engineering and Instrumentation },
	address = { San Diego, USA },
	url = { http://proceedings.spiedigitallibrary.org/proceeding.aspx?articleid=958908 }
 }

@INPROCEEDINGS{lbf98c,
	author = { Diard, F. and Teboul, S. and Blanc-Féraud, L. and Barlaud, M. },
	title = { Real-Time 3D vizualization for medical images reconstruction and segmentation },
	year = { 1998 },
	month = { July },
	booktitle = { IEEE Image and MultiDimensional Signal Processing },
	address = { Autriche },
 }

@INPROCEEDINGS{lbf98f,
	author = { Ciampini, R. and Blanc-Féraud, L. and Barlaud, M. and Salerno, E. },
	title = { Motion-based segmentation by means of active contours },
	year = { 1998 },
	month = { October },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Chicago, USA },
	pdf = { http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=723613 }
 }

@INPROCEEDINGS{lbf98d,
	author = { Khoumri, M. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Unsupervised deconvolution of satellite images },
	year = { 1998 },
	month = { October },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Chicago, USA },
	url = { http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=723322 }
 }

@INPROCEEDINGS{lbf98g,
	author = { Teboul, S. and Blanc-Féraud, L. and Aubert, G. and Barlaud, M. },
	title = { Active contour models for segmentation and reconstruction on medical images },
	year = { 1998 },
	month = { November },
	booktitle = { Asilomar Conference },
	address = { USA },
 }

@INPROCEEDINGS{lbf98h,
	author = { Corbard, T. and Berthomieu, G. and Provost, J. and Blanc-Féraud, L. },
	title = { On the use of nonlinear regularization in inverse methods for the solar tachocline profile determination },
	year = { 1998 },
	month = { July },
	booktitle = { Structure and Dynamics  of the Interior of the Sun and Sun-like Stars },
	volume = { ESA SP-418 },
	editor = { S.G. Korzennik & A. Wilson },
	publisher = { ESA Publications Division },
	address = { Noordwijk, The Netherlands },
	url = { http://arxiv.org/abs/astro-ph/9806359 }
 }

@INPROCEEDINGS{jz98,
	author = { Richard, F. and Falzon, F. and Zerubia, J. and Giraudon, G. },
	title = { Segmentation of urban areas in SPOT images using MRF },
	year = { 1998 },
	month = { September },
	booktitle = { Proc. European Signal Processing Conference (EUSIPCO) },
	address = { Rhodes },
	pdf = { http://www.eurasip.org/Proceedings/Eusipco/Eusipco1998/sessions/F%20A/FA%20P-7/2493/PAPER106.PDF }
 }

@INPROCEEDINGS{jz98a,
	author = { Shekarforoush, H. and Zerubia, J. and Berthod, M. },
	title = { Denoising by extracting fractional order singularities },
	year = { 1998 },
	month = { May },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	address = { Seattle, USA },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=678129 }
 }

@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{cossu_icip04,
	author = { Cossu, R. and Jermyn, I. H. and Zerubia, J. },
	title = { Texture discrimination using multimodal wavelet packet subbands },
	year = { 2004 },
	month = { October },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Singapore },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/Cossu04icip.pdf },
	keyword = { Bimodal, Adaptive, probabilistic, Wavelet packet, Texture }
 }

@INPROCEEDINGS{poggi_icip04,
	author = { Poggi, G. and Scarpa, G. and Zerubia, J. },
	title = { Segmentation of remote sensing images by supervised TS-MRF },
	year = { 2004 },
	month = { October },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Singapore },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=1421441 }
 }

@INPROCEEDINGS{pons_icassp2005,
	author = { Pons Bernad, G. and Blanc-Féraud, L. and Zerubia, J. },
	title = { A Restoration Method for Confocal Microscopy Using Complex Wavelet Transform },
	year = { 2005 },
	month = { March },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	address = { Philadelphia, Pennsylvania, USA },
	pdf = { http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=1415481 }
 }

@INPROCEEDINGS{ICIP12,
	author = { Krylov, V. and Moser, G. and Voisin, A. and Serpico, S.B. and Zerubia, J. },
	title = { Change detection with synthetic aperture radar images by Wilcoxon statistic likelihood ratio test },
	year = { 2012 },
	month = { October },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Orlando, United States },
	url = { http://hal.inria.fr/hal-00724284 }
 }

@INPROCEEDINGS{SPIE12,
	author = { Voisin, A. and Krylov, V. and Moser, G. and Serpico, S.B. and Zerubia, J. },
	title = { Multichannel hierarchical image classification using multivariate copulas },
	year = { 2012 },
	month = { January },
	booktitle = { IS&T/SPIE Electronic Imaging – Computational Imaging X },
	address = { San Francisco, United States },
	url = { http://dx.doi.org/10.1117/12.917298 }
 }

@INPROCEEDINGS{zerubia_spie06,
	author = { Zhang, B. and Zerubia, J. and Olivo-Marin, J.C. },
	title = { A study of Gaussian approximations of fluorescence microscopy PSF models },
	year = { 2006 },
	month = { January },
	booktitle = { Three-Dimensional and Multidimensional Microscopy: Image Acquisition and Processing XIII of Proc. SPIE, in press },
	volume = { 6090 },
	address = { San Jose, USA },
	pdf = { ../Upload-1/2006_zerubia_spie06.pdf }
 }

@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{rochery_icip05,
	author = { Rochery, M. and Jermyn, I. H. and Zerubia, J. },
	title = { New Higher-order Active Contour Energies for Network 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/rochery_icip05.pdf },
	keyword = { Gap closure, Shape, Prior, Higher-order, Active contour }
 }

@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{horvath_hacippr05,
	author = { Horvath, P. and Bhattacharya, A. and Jermyn, I. H. and Zerubia, J. and Kato, Z. },
	title = { Shape Moments for Region-Based Active Contours },
	year = { 2005 },
	month = { May },
	booktitle = { Proc. Hungarian-Austrian Conference on Image Processing and Pattern Recognition },
	address = { Szeged, Hungary },
	url = { http://vision.vein.hu/HACIPPR/ }
 }

@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{rochery_iccv05,
	author = { Rochery, M. and Jermyn, I. H. and Zerubia, J. },
	title = { Phase field models and higher-order active contours },
	year = { 2005 },
	month = { October },
	booktitle = { Proc. IEEE International Conference on Computer Vision (ICCV) },
	address = { Beijing, China },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/rochery_iccv05.pdf },
	keyword = { Active contour, Higher-order, Shape, Line networks, Road network, Phase Field }
 }

@INPROCEEDINGS{achim_eusipco_05,
	author = { Achim, A. and Kuruoglu, E.E. and Zerubia, J. },
	title = { Maximum A Posteriori Estimation of Radar Cross Section in SAR Images using the Heavy-Tailed Rayleigh Model },
	year = { 2005 },
	month = { September },
	booktitle = { Proc. European Signal Processing Conference (EUSIPCO) },
	address = { Antalya, Turkey },
	pdf = { http://kilyos.ee.bilkent.edu.tr/~signal/defevent/papers/cr1741.pdf }
 }

@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{Rochery04,
	author = { Rochery, M. and Jermyn, I. H. and Zerubia, J. },
	title = { Gap closure in (road) networks using higher-order active contours },
	year = { 2004 },
	month = { October },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Singapore },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/rochery_icip04.pdf },
	keyword = { Active contour, Gap closure, Higher-order, Shape, Road network }
 }

@INPROCEEDINGS{horvath_icpr06,
	author = { Horvath, P. and Jermyn, I. H. and Kato, Z. and Zerubia, J. },
	title = { A Higher-Order Active Contour Model for Tree Detection },
	year = { 2006 },
	month = { August },
	booktitle = { Proc. International Conference on Pattern Recognition (ICPR) },
	address = { Hong Kong },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_horvath_icpr06.pdf },
	keyword = { Active contour, Gas of circles, Higher-order, Shape, Prior, Tree Crown Extraction }
 }

@INPROCEEDINGS{Rochery03a,
	author = { Rochery, M. and Jermyn, I. H. and Zerubia, J. },
	title = { Higher Order Active Contours and their Application to the Detection          of Line Networks in Satellite Imagery },
	year = { 2003 },
	month = { October },
	booktitle = { Proc. IEEE Workshop Variational, Geometric and Level Set Methods  in Computer Vision },
	address = { at ICCV, Nice, France },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/rochery_vlsm03.pdf },
	keyword = { Higher-order, Active contour, Shape, Road network, Segmentation, Prior }
 }

@INPROCEEDINGS{Rochery03,
	author = { Rochery, M. and Jermyn, I. H. and Zerubia, J. },
	title = { Étude D'une Nouvelle Classe de Contours Actifs Pour la          Détection de Routes Dans Des Images de Télédétection },
	year = { 2003 },
	month = { September },
	booktitle = { Proc. GRETSI Symposium on Signal and Image Processing },
	address = { Paris, France },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/rochery_gretsi03.pdf }
 }

@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{Horvath06_icvgip,
	author = { Horvath, P. and Jermyn, I. H. and Kato, Z. and Zerubia, J. },
	title = { An improved 'gas of circles' higher-order active contour model and its application to tree crown extraction },
	year = { 2006 },
	month = { December },
	booktitle = { Proc. Indian Conference on Computer Vision, Graphics, and Image Processing (ICVGIP) },
	address = { Madurai, India },
	url = { http://dx.doi.org/10.1007/11949619_14 },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_Horvath06_icvgip.pdf },
	keyword = { Tree Crown Extraction, Aerial images, Higher-order, Active contour, Gas of circles, Shape }
 }

@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{scarpa_icassp_07,
	author = { Scarpa, G. and Haindl, M. and Zerubia, J. },
	title = { A Hierarchical finite-state model for texture segmentation },
	year = { 2007 },
	month = { April },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	volume = { 1 },
	pages = { 1209-1212 },
	address = { Honolulu, HI (USA) },
	url = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=4217303 }
 }

@INPROCEEDINGS{scarpa_scia_07,
	author = { Scarpa, G. and Haindl, M. and Zerubia, J. },
	title = { A Hierarchical Texture Model for Unsupervised Segmentation of Remotely Sensed Images },
	year = { 2007 },
	month = { June },
	booktitle = { Scandinavian Conference on Image Analysis },
	volume = { 4522/2007 },
	pages = { 303-312 },
	series = { LNCS 4522 },
	editor = { Springer Berlin / Heidelberg },
	address = { Aalborg, Denmark },
	url = { http://link.springer.com/chapter/10.1007%2F978-3-540-73040-8_31 }
 }

@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{Horvath07d,
	author = { Horvath, P. and Jermyn, I. H. },
	title = { A `Gas of Circles' Phase Field Model and its Application to Tree Crown Extraction },
	year = { 2007 },
	month = { September },
	booktitle = { Proc. European Signal Processing Conference (EUSIPCO) },
	address = { Poznan, Poland },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_Horvath07d.pdf },
	keyword = { Phase Field, Tree Crown Extraction }
 }

@INPROCEEDINGS{Horvath07c,
	author = { Horvath, P. },
	title = { A Multispectral Data Model for Higher-Order Active Contours and its Application to Tree Crown Extraction },
	year = { 2007 },
	month = { August },
	booktitle = { Proc. Advanced Concepts for Intelligent Vision Systems },
	address = { Delft, Netherlands },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_Horvath07c.pdf },
	keyword = { Higher-order, Tree Crown Extraction, Colour }
 }

@INPROCEEDINGS{Horvath07b,
	author = { Horvath, P. and Jermyn, I. H. },
	title = { A New Phase Field Model of a `Gas of Circles' for Tree Crown Extraction from Aerial Images },
	year = { 2007 },
	month = { August },
	booktitle = { Proc. International Conference on Computer Analysis of Images and Patterns (CAIP) },
	address = { Vienna, Austria },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_Horvath07b.pdf },
	keyword = { Phase Field, Tree Crown Extraction }
 }

@INPROCEEDINGS{Horvath07a,
	author = { Horvath, P. and Jermyn, I. H. and Kato, Z. and Zerubia, J. },
	title = { Circular object segmentation using higher-order active contours },
	year = { 2007 },
	month = { January },
	booktitle = { In Proc. Conference of the Hungarian Association for Image Analysis and Pattern Recognition (KEPAF'07) },
	address = { Debrecen, Hungary },
	note = { In Hungarian },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_Horvath07a.pdf },
	keyword = { Higher-order, Tree Crown Extraction, Shape }
 }

@INPROCEEDINGS{Joshi07a,
	author = { Joshi, S. and Klassen, E. and Srivastava, A. and Jermyn, I. H. },
	title = { A Novel Representation for Riemannian Analysis of Elastic Curves in R^n },
	year = { 2007 },
	month = { June },
	booktitle = { Proc. IEEE Computer Vision and Pattern Recognition (CVPR) },
	address = { Minneapolis, USA },
	url = { http://dx.doi.org/10.1109/CVPR.2007.383185 },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_Joshi07a.pdf },
	keyword = { Shape, Metric, Geodesic, Prior }
 }

@INPROCEEDINGS{Joshi07b,
	author = { Joshi, S. and Klassen, E. and Srivastava, A. and Jermyn, I. H. },
	title = { Removing Shape-Preserving Transformations in Square-Root Elastic          (SRE) Framework for Shape Analysis of Curves },
	year = { 2007 },
	month = { August },
	booktitle = { Proc. Energy Minimization Methods in Computer Vision and Pattern Recognition (EMMCVPR) },
	address = { Ezhou, China },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_Joshi07b.pdf },
	keyword = { Shape, Reparameterization, Metric, Geodesic }
 }

@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{Brady03a,
	author = { Brady, K. and Jermyn, I. H. and Zerubia, J. },
	title = { Adaptive Probabilistic Models of Wavelet Packets for the Analysis          and Segmentation of Textured Remote Sensing Images },
	year = { 2003 },
	month = { September },
	booktitle = { Proc. British Machine Vision Conference (BMVC) },
	address = { Norwich, U. K. },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/Brady03bmvc.pdf },
	keyword = { probabilistic, Adaptive, wavelet, Texture }
 }

@INPROCEEDINGS{chaux2007,
	author = { Chaux, C. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Wavelet-based restoration methods: application to 3D confocal microscopy images },
	year = { 2007 },
	booktitle = { Proc. SPIE Conference on Wavelets },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_chaux2007.pdf },
	keyword = { Restoration, Deconvolution, 3D images, Confocal microscopy, Poisson noise, Wavelets }
 }

@INPROCEEDINGS{ppankajakshan08a,
	author = { Pankajakshan, P. and Zhang, B. and Blanc-Féraud, L. and Kam, Z. and Olivo-Marin, J.C. and Zerubia, J. },
	title = { Blind deconvolution for diffraction-limited fluorescence microscopy },
	year = { 2008 },
	month = { May },
	booktitle = { Proc. IEEE International Symposium on Biomedical Imaging (ISBI) },
	pages = { 740-743 },
	address = { Paris, France },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2008_ppankajakshan08a.pdf },
	keyword = { Confocal microscopy, Blind Deconvolution, point spread function, Richardson-Lucy algorithm, total variation regularization }
 }

@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{ssvm2007,
	author = { Baudour, A. and Aubert, G. and Blanc-Féraud, L. },
	title = { Detection and Completion of Filaments: A Vector Field and PDE Approach },
	year = { 2007 },
	booktitle = {  SSVM 2007, LNCS 4485 proceedings },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_ssvm2007.pdf }
 }

@INPROCEEDINGS{ Gretsi  2007,
	author = { Baudour, A. and Aubert, G. and Blanc-Féraud, L. },
	title = { Détection et Complétion de Filaments: une approche variationelle et vectorielle },
	year = { 2007 },
	booktitle = { Colloque Gretsi  Troyes, 2007 },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_ Gretsi  2007.pdf }
 }

@INPROCEEDINGS{Peng07a,
	author = { Peng, T. and Jermyn, I. H. and Prinet, V. and Zerubia, J. and Hu, B. },
	title = { A Phase Field Model Incorporating Generic and Specific Prior          Knowledge Applied to Road Network Extraction from VHR Satellite          Images },
	year = { 2007 },
	month = { September },
	booktitle = { Proc. British Machine Vision Conference (BMVC) },
	address = { Warwick, UK },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_Peng07a.pdf },
	keyword = { Road network, Very high resolution, Higher-order, Active contour, Shape, Prior }
 }

@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{Jermyn99iccv,
	author = { Jermyn, I. H. and Ishikawa, H. },
	title = { Globally optimal regions and boundaries },
	year = { 1999 },
	booktitle = { Proc. IEEE International Conference on Computer Vision (ICCV) },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/Jermyn99iccv.pdf },
	keyword = { global, optimum, Graph, Cycle, Ratio, Segmentation }
 }

@INPROCEEDINGS{IJ01a,
	author = { Ishikawa, H. and Jermyn, I. H. },
	title = { Region extraction from multiple images },
	year = { 2001 },
	month = { July },
	booktitle = { Proc. IEEE International Conference on Computer Vision (ICCV) },
	address = { Vancouver, Canada },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/Jermyn01iccv.pdf },
	keyword = { Stereo, Motion, global, optimum, Graph, Cycle }
 }

@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{tournaire_pia07,
	author = { Tournaire, O. and Paparoditis, N. and Lafarge, F. },
	title = { Rectangular Road Marking Detection with Marked Point Processes },
	year = { 2007 },
	month = { September },
	booktitle = { ISPRS Conference Photogrammetric Image Analysis (PIA) },
	volume = { 36 },
	pages = { 149--154 },
	organization = { IAPRS },
	address = { Munich, Germany },
	pdf = { http://www-sop.inria.fr/ariana/Publis/2007-tournaire-pia.pdf }
 }

@INPROCEEDINGS{Joshi07,
	author = { Joshi, S. and Srivastava, A. and Jermyn, I. H. },
	title = { Riemannian Analysis of Probability Density Functions with          Applications in Vision },
	year = { 2007 },
	month = { June },
	booktitle = { Proc. IEEE Computer Vision and Pattern Recognition (CVPR) },
	address = { Minneapolis, USA },
	url = { http://dx.doi.org/10.1109/CVPR.2007.383188  },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_Joshi07.pdf },
	keyword = { Probability density function, Metric, Geodesic, Reparameterization }
 }

@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{ICASSP_WEISS,
	author = { Weiss, P. and Blanc-Féraud, L. and Andre, T. and Antonini, M. },
	title = { Compression artifacts reduction using variational methods: algorithms and experimental study },
	year = { 2008 },
	month = { March },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	address = { Las Vegas, USA },
	url = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/icassp2008.pdf },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2008_ICASSP_WEISS.pdf },
	keyword = { compression artifact, fast l1 optimization, Total variation, contrast enhancement, nesterov scheme, jpeg2000 }
 }

@INPROCEEDINGS{Pankajakshan07a,
	author = { Pankajakshan, P. and Zhang, B. and Blanc-Féraud, L. and Kam, Z. and Olivo-Marin, J.C. and Zerubia, J. },
	title = { Parametric blind deconvolution for confocal laser scanning microscopy },
	year = { 2007 },
	month = { August },
	booktitle = { Proc. 29th International Conference of IEEE EMBS (EMBC-07) },
	pages = { 6531-6534 },
	pdf = { http://ieeexplore.ieee.org/iel5/4352184/4352185/04353856.pdf?tp=&isnumber=&arnumber=4353856 },
	keyword = { Confocal microscopy, Blind Deconvolution, Poisson noise, Total variation, EM algorithm, Bayesian estimation }
 }

@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{Peng08a,
	author = { Peng, T. and Jermyn, I. H. and Prinet, V. and Zerubia, J. },
	title = { Extraction of main and secondary roads in VHR images using a higher-order phase field model },
	year = { 2008 },
	month = { July },
	booktitle = { Proc. XXI ISPRS Congress, Part A },
	pages = { 215-22 },
	address = { Beijing, China },
	pdf = { http://www.isprs.org/proceedings/XXXVII/congress/3_pdf/33.pdf },
	keyword = { Road network, Urban areas, Satellite images, Segmentation, Modelling, Variational methods }
 }

@INPROCEEDINGS{Bughin08,
	author = { Bughin, E. and Blanc-Féraud, L. and Zerubia, J. },
	title = { SATELLITE IMAGE RECONSTRUCTION FROM AN IRREGULAR SAMPLING },
	year = { 2008 },
	month = { March },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	address = { Las Vegas, USA },
	url = { http://hal.inria.fr/docs/00/27/89/19/PDF/bughinICASSP08.pdf },
	keyword = { Irregular sampling, Variational methods, Fourier analysis, Satellite imaging }
 }

@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{ElGhoul08b,
	author = { El Ghoul, A. and Jermyn, I. H. and Zerubia, J. },
	title = { Phase diagram of a long bar under a higher-order active contour energy: application to hydrographic network extraction from VHR satellite images },
	year = { 2008 },
	month = { December },
	booktitle = { International Conference on Pattern Recognition (ICPR) },
	address = { Tampa, Florida },
	url = { https://hal.inria.fr/inria-00316619 },
	pdf = { http://hal.inria.fr/docs/00/31/66/19/PDF/icpr08aymenelghoul.pdf },
	keyword = { Phase diagram, Higher-order actif contours, Shape, river extraction }
 }

@INPROCEEDINGS{Peng08c,
	author = { Peng, T. and Jermyn, I. H. and Prinet, V. and Zerubia, J. },
	title = { An extended phase field higher-order active contour model for networks and its application to road network extraction from VHR satellite images },
	year = { 2008 },
	month = { October },
	booktitle = { Proc. European Conference on Computer Vision (ECCV) },
	address = { Marseille, France },
	pdf = { http://link.springer.com/chapter/10.1007%2F978-3-540-88690-7_38 },
	keyword = { Dense urban area, Phase Field, Road network, Variational methods, Very high resolution }
 }

@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{ElGhoul08,
	author = { El Ghoul, A. and Jermyn, I. H. and Zerubia, J. },
	title = { Diagramme de phase d'une énergie de type contours actifs d'ordre supérieur : le cas d'une barre longue },
	year = { 2008 },
	month = { January },
	booktitle = { 16ème congrès francophone AFRIF-AFIA Reconnaissance des Formes et Intelligence Artificielle (RFIA) },
	address = { Amiens, France },
	url = { https://hal.inria.fr/inria-00319575 },
	pdf = { http://hal.inria.fr/docs/00/31/95/75/PDF/rfia08aymenelghoul.pdf },
	keyword = { Diagramme de phase, Contours actifs d'ordre supérieur, Shape, geometric prior, Télédétection }
 }

@INPROCEEDINGS{IJ01b,
	author = { Jacobs, D. and Belhumeur, P. and Jermyn, I. H. },
	title = { Judging whether multiple silhouettes can come from the same object },
	year = { 2001 },
	month = { May },
	booktitle = { Int. Workshop on Visual Form, Springer-Verlag Lecture Notes in Computer Science 2059 },
	address = { Capri, Italie },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/Jacobs01iwvf.pdf }
 }

@INPROCEEDINGS{Peng07_urban,
	author = { Peng, T. and Jermyn, I. H. and Prinet, V. and Zerubia, J. },
	title = { Urban road extraction from VHR images using a multiscale image model and a phase field model of network geometry },
	year = { 2007 },
	month = { April },
	booktitle = { Proc. Urban },
	address = { Paris, France },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/Peng07urban.pdf },
	keyword = { Road network, Very high resolution, Multiscale, Higher-order, Active contour, Shape }
 }

@INPROCEEDINGS{cossu_psip05,
	author = { Cossu, R. and Jermyn, I. H. and Zerubia, J. },
	title = { Multimodal statistics of adaptive wavelet packet coefficients: experimental evidence and theory },
	year = { 2005 },
	month = { January },
	booktitle = { Proc. Physics in Signal and Image Processing },
	address = { Toulouse, France },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/Cossu05psip.pdf },
	keyword = { Bimodal, Statistics, Wavelet packet, Adaptive, Texture }
 }

@INPROCEEDINGS{cossu04a,
	author = { Cossu, R. and Jermyn, I. H. and Zerubia, J. },
	title = { Texture analysis using probabilistic models of the unimodal and multimodal statistics of adaptative wavelet packet coefficients },
	year = { 2004 },
	month = { May },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	address = { Montreal, Canada },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/Cossu04icassp.pdf },
	keyword = { Bimodal, Adaptive, Wavelet packet, Texture, Gaussian mixture, Statistics }
 }

@INPROCEEDINGS{Abhayratne_icip04,
	author = { Abhayaratne, G.C.K. and Jermyn, I. H. and Zerubia, J. },
	title = { Texture analysis using adaptative biorthogonal wavelet packets },
	year = { 2004 },
	month = { October },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Singapore },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/Abhayaratne04icip.pdf },
	keyword = { Adaptive, Wavelet packet, Biorthogonal, Texture, Statistics }
 }

@INPROCEEDINGS{aubray_eusipco06,
	author = { Aubray, J. and Jermyn, I. H. and Zerubia, J. },
	title = { Nonlinear models for the statistics of adaptive wavelet packet coefficients of texture },
	year = { 2006 },
	month = { September },
	booktitle = { Proc. European Signal Processing Conference (EUSIPCO) },
	address = { Florence, Italy },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_aubray_eusipco06.pdf },
	keyword = { Texture, Adaptive, Wavelet packet, Nonlinear, Bimodal, Statistics }
 }

@INPROCEEDINGS{Permuter03,
	author = { Permuter, H. and Francos, J.M. and Jermyn, I. H. },
	title = { Gaussian Mixture Models of Texture and Colour for Image Database          Retrieval },
	year = { 2003 },
	month = { April },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	address = { Hong Kong },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/Permuter03icassp.pdf },
	keyword = { Texture, Gaussian mixture, Classification, Aerial images }
 }

@INPROCEEDINGS{abhayaratne_icip05,
	author = { Abhayaratne, G.C.K. and Jermyn, I. H. and Zerubia, J. },
	title = { Texture-adaptive mother wavelet selection for texture analysis },
	year = { 2005 },
	month = { September },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Genoa, Italy },
	pdf = { http://www-sop.inria.fr/members/Ian.Jermyn/publications/Abhayaratne05icip.pdf },
	keyword = { Texture, Wavelet packet, Adaptive, Mother }
 }

@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{Gaetano2008,
	author = { Gaetano, R. and Scarpa, G. and Poggi, G. and Zerubia, J. },
	title = { Unsupervised Hierarchical Image Segmentation based on the TS-MRF model and Fast Mean-Shift Clustering },
	year = { 2008 },
	month = { August },
	booktitle = { Proc. European Signal Processing Conference (EUSIPCO) },
	address = { Lausanne, Switzerland },
	pdf = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7080521 },
	keyword = { Segmentation, Markov Random Fields, Mean Shift, Land Classification }
 }

@INPROCEEDINGS{benedek_ICIP07,
	author = { Benedek, C. and Szirányi, T. and Kato, Z. and Zerubia, J. },
	title = { A Multi-Layer MRF Model for Object-Motion Detection in Unregistered Airborne Image-Pairs },
	year = { 2007 },
	month = { September },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	volume = { 6 },
	pages = { 141--144 },
	address = { San Antonio, Texas, USA },
	url = { http://ieeexplore.ieee.org/search/srchabstract.jsp?arnumber=4379541&isnumber=4379494&punumber=4378863&k2dockey=4379541@ieeecnfs&query=%28benedek+%3Cin%3E+metadata%29+%3Cand%3E+%284379494+%3Cin%3E+isnumber%29&pos=0 },
	pdf = { http://web.eee.sztaki.hu/~bcsaba/Publications/Pdf/benedek_icip2007.pdf },
	keyword = { Change detection, Aerial images, Camera motion, MRF }
 }

@INPROCEEDINGS{benedekICPR08,
	author = { Benedek, C. and Szirányi, T. },
	title = { A Mixed Markov Model for Change Detection in Aerial Photos with Large Time Differences },
	year = { 2008 },
	month = { December },
	booktitle = { Proc. International Conference on Pattern Recognition (ICPR) },
	address = { Tampa, USA },
	pdf = { http://hal.inria.fr/docs/00/35/91/16/PDF/benedekICPR08.pdf },
	keyword = { Aerial images, Change detection, mixed Markov models }
 }

@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{ElGhoul09a,
	author = { El Ghoul, A. and Jermyn, I. H. and Zerubia, J. },
	title = { Inflection point model under phase field higher-order active contours for network extraction from VHR satellite images },
	year = { 2009 },
	month = { August },
	booktitle = { Proc. European Signal Processing Conference (EUSIPCO) },
	address = { Glasgow, Scotland },
	url = { http://hal.inria.fr/inria-00390446/fr/ },
	pdf = { http://hal.inria.fr/docs/00/39/04/46/PDF/eusipco09aymenelghoul.pdf },
	keyword = { Geometric prior, Shape, Higher-order active contour, Phase Field, remote sensing }
 }

@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{lafarge_bmvc09,
	author = { Lafarge, F. and Keriven, R. and Brédif, M. },
	title = { Combining meshes and geometric primitives for accurate and semantic modeling },
	year = { 2009 },
	month = { November },
	booktitle = { Proc. British Machine Vision Conference (BMVC) },
	address = { London, U.K. },
	url = { http://recherche.ign.fr/labos/matis/pdf/articles_conf/2009/bmvc_final_09.pdf }
 }

@INPROCEEDINGS{ppankajakshan09a,
	author = { Pankajakshan, P. and Blanc-Féraud, L. and Kam, Z. and Zerubia, J. },
	title = { Point-spread function retrieval for fluorescence microscopy },
	year = { 2009 },
	month = { June },
	booktitle = { Proc. IEEE International Symposium on Biomedical Imaging (ISBI) },
	publisher = { IEEE },
	organization = { IEEE },
	address = { Boston, USA },
	pdf = { http://hal.inria.fr/docs/00/39/55/34/PDF/pankajakshan.pdf },
	keyword = { fluorescence microscopy, point spread function, EM algorithm, Deconvolution }
 }

@INPROCEEDINGS{GRAZIANI_ISBI2009,
	author = { Graziani, D. and Blanc-Féraud, L. and Aubert, G. },
	title = { A new variational method to detect points in biological images },
	year = { 2009 },
	month = { June },
	booktitle = { ISBI'09 },
	organization = { IEEE International Symposium on Biomedical Imaging },
	address = { Boston, USA },
	url = { http://dx.doi.org/10.1109/ISBI.2009.5193301 },
	keyword = { Biological images, points detection, Gamma-convergence }
 }

@INPROCEEDINGS{lafarge_bmvc08,
	author = { Lafarge, F. and Gimel'farb, G. },
	title = { Texture representation by geometric objects using a jump-diffusion process },
	year = { 2008 },
	month = { November },
	booktitle = { Proc. British Machine Vision Conference (BMVC) },
	address = { Leeds, U.K. },
	url = { http://www.comp.leeds.ac.uk/bmvc2008/proceedings/papers/86.pdf }
 }

@INPROCEEDINGS{ElGhoul09b,
	author = { El Ghoul, A. and Jermyn, I. H. and Zerubia, J. },
	title = { A phase field higher-order active contour model of directed networks },
	year = { 2009 },
	month = { September },
	booktitle = { 2nd IEEE Workshop on Non-Rigid Shape Analysis and Deformable Image Alignment, at ICCV },
	address = { Kyoto, Japan },
	url = { https://hal.inria.fr/inria-00409910 },
	pdf = { http://hal.inria.fr/docs/00/40/99/10/PDF/nordia09aymenelghoul.pdf },
	keyword = { Geometric prior, Shape, Higher-order actif contours, Phase Field, Directed networks }
 }

@INPROCEEDINGS{IGARSSCarlavan09,
	author = { Carlavan, M. and Weiss, P. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Complex wavelet regularization for solving inverse problems in remote sensing },
	year = { 2009 },
	month = { July },
	booktitle = { Proc. IEEE International Geoscience and Remote Sensing Symposium (IGARSS) },
	address = { Cape Town, South Africa },
	url = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/IGARSS09.pdf },
	pdf = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/IGARSS09.pdf },
	keyword = { Deconvolution, Dual smoothing, nesterov scheme, remote sensing, wavelet }
 }

@INPROCEEDINGS{Blaskovics09,
	author = { Blaskovics, T. and Kato, Z. and Jermyn, I. H. },
	title = { A markov random field model for extracting near-circular shapes },
	year = { 2009 },
	month = { November },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Cairo, Egypt },
	pdf = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=5413472 },
	keyword = { Segmentation, Markov Random Fields, Shape prior }
 }

@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{GRETSICarlavan09,
	author = { Carlavan, M. and Weiss, P. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Algorithme rapide pour la restauration d'image régularisée sur les coefficients d'ondelettes },
	year = { 2009 },
	month = { September },
	booktitle = { Proc. Symposium on Signal and Image Processing (GRETSI) },
	address = { Dijon, France },
	url = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/CarlavanGretsi09.pdf },
	pdf = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/CarlavanGretsi09.pdf },
	keyword = { Deconvolution, nesterov scheme, Wavelets, l1 norm }
 }

@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{lafarge_cvpr10,
	author = { Lafarge, F. and Keriven, R. and Brédif, M. and Vu, H. },
	title = { Hybrid Multi-view Reconstruction by Jump-Diffusion },
	year = { 2010 },
	month = { June },
	booktitle = { Proc. IEEE Computer Vision and Pattern Recognition (CVPR) },
	address = { San Franscico, U.S. },
	pdf = { http://certis.enpc.fr/publications/papers/CVPR10a.pdf }
 }

@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{Nabil09,
	author = { Hajj Chehade, N. and Boureau, JG. and Vidal, C. and Zerubia, J. },
	title = { Multi-class SVM for forestry classification },
	year = { 2009 },
	month = { November },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Cairo, Egypt },
	url = { http://dx.doi.org/10.1109/ICIP.2009.5413395 },
	keyword = { Support Vector Machines, texture segmentation, Haralick feature, remote sensing, Forest vegetation }
 }

@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{mallet_icip09,
	author = { Mallet, C. and Lafarge, F. and Bretar, F. and Soergel, U. and Heipke, C. },
	title = { Lidar Waveform Modeling using a Marked Point Process },
	year = { 2009 },
	month = { November },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Cairo, Egypt },
	url = { http://dx.doi.org/10.1109/ICIP.2009.5413380 },
	keyword = { 3D point cloud, Lidar, Marked point process, RJMCMC }
 }

@INPROCEEDINGS{l_lines_icpr08,
	author = { Fournier, A. and Weiss, P. and Blanc-Féraud, L. and Aubert, G. },
	title = { A contrast equalization procedure for change detection algorithms: applications to remotely sensed images of urban areas },
	year = { 2008 },
	month = { December },
	booktitle = { International Conference on Pattern Recognition (ICPR) },
	address = { Tampa, USA },
	url = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/icpr2008.pdf },
	pdf = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/icpr2008.pdf },
	keyword = { Change detection, Level Lines, remote sensing }
 }

@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{ICASSP10,
	author = { Aubert, G. and Baudour, A. and Blanc-Féraud, L. and Guillot, L. and Le Guilloux, Y. },
	title = { Detection and tracking of threats in aerial infrared images by a minimal path approach },
	year = { 2010 },
	month = { March },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	address = { Dallas, Texas, USA },
	pdf = { http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=5495518 }
 }

@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{krylovMaxEnt10,
	author = { Krylov, V. and Moser, G. and Serpico, S.B. and Zerubia, J. },
	title = { Multichannel SAR Image Classification by Finite Mixtures, Copula Theory and Markov Random Fields },
	year = { 2010 },
	month = { July },
	booktitle = { Proc. of Bayesian Inference and Maximum Entropy Methods in Science and Engineering (MaxEnt 2010) },
	volume = { 1305 },
	pages = { 319-326 },
	address = { Chamonix, France },
	url = { http://hal.archives-ouvertes.fr/inria-00495557/en/ },
	pdf = { http://hal.archives-ouvertes.fr/docs/00/49/55/57/PDF/krylov_MaxEnt2010.pdf },
	keyword = { multichannel SAR, Classification, probability density function estimation, Markov random field, copula }
 }

@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{KrylovSPIE09,
	author = { Krylov, V. and Moser, G. and Serpico, S.B. and Zerubia, J. },
	title = { Dictionary-based probability density function estimation for high-resolution SAR data },
	year = { 2009 },
	month = { January },
	booktitle = { Proc. of SPIE (IS&T/SPIE Electronic Imaging 2009) },
	volume = { 7246 },
	pages = { 72460S },
	address = { San Jose, USA },
	url = { http://proceedings.spiedigitallibrary.org/proceeding.aspx?articleid=812524 },
	pdf = { http://hal.archives-ouvertes.fr/inria-00361384/en/ },
	keyword = { SAR image, Probability density function, parametric estimation, finite mixture models, Stochastic EM (SEM) }
 }

@INPROCEEDINGS{moserSPIE2010a,
	author = { Moser, G. and Krylov, V. and Serpico, S.B. and Zerubia, J. },
	title = { High resolution SAR-image classification by Markov random fields and finite mixtures },
	year = { 2010 },
	month = { January },
	booktitle = { Proc. of SPIE (IS&T/SPIE Electronic Imaging 2010) },
	volume = { 7533 },
	pages = { 753308 },
	address = { San Jose, USA },
	url = { http://proceedings.spiedigitallibrary.org/proceeding.aspx?articleid=776565 },
	pdf = { http://hal.archives-ouvertes.fr/inria-00442348/en/ },
	keyword = { SAR image classification, Dictionary, amplitude probability density, Stochastic EM (SEM), Markov random field, copula }
 }

@INPROCEEDINGS{Gaetano2010,
	author = { Gaetano, R. and Scarpa, G. and Sziranyi, T. },
	title = { Graph-based Analysis of Textured Images for Hierarchical Segmentation },
	year = { 2010 },
	month = { August },
	booktitle = { Proc. British Machine Vision Conference (BMVC) },
	address = { Aberystwyth, UK },
	url = { http://hal.archives-ouvertes.fr/inria-00506596 }
 }

@INPROCEEDINGS{Elghoul10a,
	author = { El Ghoul, A. and Jermyn, I. H. and Zerubia, J. },
	title = { Segmentation of networks  from VHR remote sensing images using a directed phase field HOAC model },
	year = { 2010 },
	month = { September },
	booktitle = { Proc. ISPRS Technical Commission III Symposium on Photogrammetry Computer Vision and Image Analysis (PCV) },
	address = { Paris, France },
	pdf = { https://hal.inria.fr/inria-00491017 },
	keyword = { Phase Field, Shape prior, Directed networks, Road network extraction, river extraction, remote sensing }
 }

@INPROCEEDINGS{ChauxGRETSI09,
	author = { Chaux, C. and Blanc-Féraud, L. },
	title = { Estimation d'hyperparamètres pour la résolution de problèmes inverses à l'aide d'ondelettes },
	year = { 2009 },
	month = { September },
	booktitle = { Proc. Symposium on Signal and Image Processing (GRETSI) },
	address = { Dijon, France },
	url = { http://hdl.handle.net/2042/28911 }
 }

@INPROCEEDINGS{PWEISS_Eusipco,
	author = { Weiss, P. and Blanc-Féraud, L. },
	title = { A proximal method for inverse problems in image processing },
	year = { 2009 },
	month = { August },
	booktitle = { Proc. European Signal Processing Conference (EUSIPCO) },
	address = { Glasgow, Scotland },
	url = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/Eusipco09.pdf },
	pdf = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/Eusipco09.pdf },
	keyword = { Extragradient method, proximal method, Image decomposition, Meyer's model, convergence rate }
 }

@INPROCEEDINGS{Elghoul10b,
	author = { El Ghoul, A. and Jermyn, I. H. and Zerubia, J. },
	title = { A theoretical and numerical study of a phase field higher-order active contour model of directed networks },
	year = { 2010 },
	month = { November },
	booktitle = { The Tenth Asian Conference on Computer Vision (ACCV) },
	address = { Queenstown, New Zealand },
	pdf = { http://hal.archives-ouvertes.fr/inria-00522443/fr/ },
	keyword = { Phase Field, Shape prior, Directed networks, Stability analysis, river extraction, remote sensing }
 }

@INPROCEEDINGS{Pierre Weiss,
	author = { Weiss, P. and Blanc-Féraud, L. and Aubert, G. },
	title = { Sur la complexite et la rapidite d’algorithmes pour la minimisation de la variation totale sous contraintes },
	year = { 2007 },
	month = { September },
	booktitle = { Proc. Symposium on Signal and Image Processing (GRETSI) },
	address = { Troyes, France },
	url = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/Gretsi_WeissBlancFeraudAubert_2010.PDF },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_Pierre Weiss.pdf },
	keyword = { l1 norm minimization, compression noise denoising, optimal algorithm, convex analysis, Total variation, nesterov scheme }
 }

@INPROCEEDINGS{7830-23,
	author = { Voisin, A. and Moser, G. and Krylov, V. and Serpico, S.B. and Zerubia, J. },
	title = { Classification of very high resolution SAR images of urban areas by dictionary-based mixture models, copulas and Markov random fields using textural features },
	year = { 2010 },
	month = { September },
	booktitle = { Proc. of SPIE (SPIE Symposium on Remote Sensing 2010) },
	volume = { 7830 },
	address = { Toulouse, France },
	url = { http://hal.archives-ouvertes.fr/inria-00516333/en },
	pdf = { http://hal.archives-ouvertes.fr/docs/00/51/63/33/PDF/Classification_of_VHR_SAR_SPIE_sept2010_Toulouse_Voisin.pdf },
	keyword = { SAR Images, Supervised classification, Urban areas, Textural features, Copulas, Markov Random Fields }
 }

@INPROCEEDINGS{PWEISS_SAMPTA09,
	author = { Weiss, P. and Carlavan, M. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Smoothing techniques for convex problems. Applications in image processing },
	year = { 2009 },
	month = { May },
	booktitle = { Proc. SAMPTA (international conference on Sampling Theory and Applications) },
	address = { Marseille, France },
	url = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/Eusipco09.pdf },
	pdf = { http://www.math.univ-toulouse.fr/~weiss/Publis/Conferences/Sampta09.pdf },
	keyword = { nesterov scheme, convergence rate, Dual smoothing }
 }

@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{NCMIP11,
	author = { Carlavan, M. and Blanc-Féraud, L. },
	title = { Regularizing parameter estimation for Poisson noisy image restoration },
	year = { 2011 },
	month = { May },
	booktitle = { International ICST Workshop on New Computational Methods for Inverse Problems },
	address = { Paris, France },
	url = { http://hal.inria.fr/inria-00590906/fr/ },
	keyword = { Parameter estimation, discrepancy principle, Poisson noise }
 }

@INPROCEEDINGS{ICIP2011_Carlavan,
	author = { Carlavan, M. and Blanc-Féraud, L. },
	title = { Two constrained formulations for deblurring Poisson noisy images },
	year = { 2011 },
	month = { September },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Brussels, Belgium },
	url = { http://hal.inria.fr/inria-00591035/fr/ },
	keyword = { Poisson deconvolution, discrepancy principle, constrained convex optimization }
 }

@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{ICASSP_Graziani11,
	author = { Graziani, D. and Blanc-Féraud, L. and Aubert, G. },
	title = { A new variational method for preserving point-like and curve-like singularities in 2d images },
	year = { 2011 },
	month = { May },
	booktitle = { Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) },
	address = { Prague, Czech Republic },
	url = { http://hal.inria.fr/inria-00592603/fr/ },
	keyword = { Convex optimization, nesterov scheme, laplacian operator }
 }

@INPROCEEDINGS{PanjakshanASILOMAR2010,
	author = { Pankajakshan, P. and Kam, Z. and Dieterlen, A. and Engler, G. and Blanc-Féraud, L. and Zerubia, J. and Olivo-Marin, J.C. },
	title = { Point-spread function model for fluorescence MACROscopy imaging },
	year = { 2010 },
	month = { November },
	booktitle = { Asilomar Conference on Signals, Systems and Computers },
	pages = { 1364-136 },
	address = { Pacific Grove, CA, USA  },
	url = { http://hal.inria.fr/inria-00555940/ },
	keyword = { fluorescence MACROscopy ,  point-spread function, pupil function, vignetting  }
 }

@INPROCEEDINGS{PanjakshanISBI2011,
	author = { Pankajakshan, P. and Dieterlen, A. and Engler, G. and Kam, Z. and Blanc-Féraud, L. and Zerubia, J. and Olivo-Marin, J.C. },
	title = { Wavefront sensing for aberration modeling in fluorescence MACROscopy },
	year = { 2011 },
	month = { April },
	booktitle = { Proc. IEEE International Symposium on Biomedical Imaging (ISBI) },
	address = { Chicago, USA },
	url = { http://hal.inria.fr/inria-00563988/en/ },
	keyword = { fluorescence MACROscopy , phase retrieval, field aberration }
 }

@INPROCEEDINGS{GaetanoDSP,
	author = { Gaetano, R. and Zerubia, J. and Scarpa, G. and Poggi, G. },
	title = { Morphological road segmentation in urban areas from high resolution satellite images },
	year = { 2011 },
	month = { July },
	booktitle = { International Conference on Digital Signal Processing },
	address = { Corfu, Greece },
	url = { http://hal.inria.fr/inria-00618222/fr/ },
	keyword = { Segmentation, Classification, skeletonization , pattern recognition, shape analysis }
 }

@INPROCEEDINGS{CarlavanGRETSI11,
	author = { Carlavan, M. and Blanc-Féraud, L. },
	title = { Formulation contrainte pour la déconvolution de bruit de Poisson },
	year = { 2011 },
	month = { September },
	booktitle = { Proc. GRETSI Symposium on Signal and Image Processing },
	address = { Bordeaux, France },
	url = { http://hal.inria.fr/inria-00602015/fr/ },
	keyword = { 3D confocal microscopy, constrained convex optimization, discrepancy principle, Poisson noise }
 }

@INPROCEEDINGS{lafarge_iccv11,
	author = { Lafarge, F. and Mallet, C. },
	title = { Building large urban environments from unstructured point data },
	year = { 2011 },
	month = { November },
	booktitle = { Proc. IEEE International Conference on Computer Vision (ICCV) },
	address = { Barcelona, Spain },
	pdf = { http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6126353 }
 }

@INPROCEEDINGS{fuzzy_segmentation10,
	author = { Gamal Eldin, A. and Salzenstein, Fabien and Collet, Christophe },
	title = { Hidden fuzzy Markov chain model with K discrete classes },
	year = { 2010 },
	month = { May },
	booktitle = { Information Sciences Signal Processing and their Applications (ISSPA) },
	url = { http://hal.inria.fr/hal-00616372 },
	keyword = { hidden fuzzy Markov chain, multispectral image segmentation, parameterized joint density }
 }

@INPROCEEDINGS{inria-00592252,
	author = { Kayabol, K. and Voisin, A. and Zerubia, J. },
	title = { SAR image classification with non- stationary multinomial logistic mixture of amplitude and texture densities },
	year = { 2011 },
	month = { September },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	pages = { 173-176 },
	address = { Brussels, Belgium },
	url = { http://hal.inria.fr/inria-00592252/en/ },
	keyword = { High resolution SAR images, Classification, Texture, Multinomial logistic, Classification EM algorithm }
 }

@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{VoisinGretsi2011,
	author = { Voisin, A. and Krylov, V. and Zerubia, J. },
	title = { Classification bayésienne supervisée d’images RSO de zones urbaines à très haute résolution },
	year = { 2011 },
	month = { September },
	booktitle = { Proc. GRETSI Symposium on Signal and Image Processing },
	address = { Bordeaux },
	url = { http://hal.inria.fr/inria-00623003/fr/ },
	keyword = { SAR Images, Classification, Urban areas, Markov Fields, Hierarchical models }
 }

@INPROCEEDINGS{SaimaGretsi11,
	author = { Ben Hadj, S. and Blanc-Féraud, L. },
	title = { Restauration d'image dégradée par un flou spatialement variant },
	year = { 2011 },
	month = { September },
	booktitle = { Proc. GRETSI Symposium on Signal and Image Processing },
	address = { Bordeaux, France },
	url = { http://hal.inria.fr/inria-00625519/fr/ }
 }

@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{VerdieICIP11,
	author = { Verdié, Y. and Lafarge, F. and Zerubia, J. },
	title = { Generating compact meshes under planar constraints: an automatic approach for modeling buildings lidar },
	year = { 2011 },
	month = { September },
	booktitle = { Proc. IEEE International Conference on Image Processing (ICIP) },
	address = { Brussels, Belgium },
	url = { http://hal.inria.fr/inria-00605623/fr/ },
	keyword = { 3D-Modeling, shape analysis, Mesh processing }
 }

@INPROCEEDINGS{krylovCOMCAS11,
	author = { Krylov, V. and Zerubia, J. },
	title = { Synthetic Aperture Radar Image Classification via Mixture Approaches },
	year = { 2011 },
	month = { November },
	booktitle = { Proc. IEEE International Conference on Microwaves, Communications, Antennas and Electronic Systems (COMCAS) },
	address = { Tel Aviv, Israel },
	url = { http://www.ortra.biz/comcas/ },
	pdf = { http://hal.archives-ouvertes.fr/inria-00625551/en/ },
	keyword = { Synthetic Aperture Radar (SAR), remote sensing, high resolution, Classification, finite mixture models, generalized gamma distribution }
 }

@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{Kayabol12,
	author = { Kayabol, K. and Zerubia, J. },
	title = { An hierarchical approach for model-based classification of SAR images },
	year = { 2012 },
	month = { April },
	booktitle = { 20th Signal Processing and Communications Applications Conference },
	address = { Mugla, Turkey },
	url = { http://hal.inria.fr/hal-00686658 }
 }

@INPROCEEDINGS{EURASIP12,
	author = { Voisin, A. and Krylov, V. and Moser, G. and Serpico, S.B. and Zerubia, J. },
	title = { Classification of multi-sensor remote sensing images using an adaptive hierarchical Markovian model },
	year = { 2012 },
	month = { August },
	booktitle = { EURASIP },
	address = { Bucarest, Romania },
	url = { http://hal.inria.fr/hal-00723286 }
 }

@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 }
 }

@INPROCEEDINGS{IGARSS12,
	author = { Kayabol, K. and Zerubia, J. },
	title = { A Comparison of Texture and Amplitude based Unsupervised SAR Image Classifications for Urban Area Extraction },
	year = { 2012 },
	month = { July },
	booktitle = { IEEE International Geoscience and Remote Sensing Symposium },
	pages = { 4054-4057 },
	address = { Munich, Germany },
	url = { http://hal.inria.fr/hal-00697172 }
 }

@TECHREPORT{5076,
	author = { Aujol, J.F. and Matei, B. },
	title = { Structure and Texture Compression },
	year = { 2004 },
	month = { January },
	institution = { INRIA },
	type = { Research Report },
	number = { 5076 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071507 },
	pdf = { https://hal.inria.fr/file/index/docid/71507/filename/RR-5076.pdf },
	ps = { https://hal.inria.fr/docs/00/07/15/07/PS/RR-5076.ps },
	keyword = { Bounded Variation Space, Image decomposition, Texture, Structure }
 }

@TECHREPORT{5130,
	author = { Aujol, J.F. and Chambolle, A. },
	title = { Dual Norms and Image Decomposition Models },
	year = { 2004 },
	month = { March },
	institution = { INRIA },
	type = { Research Report },
	number = { 5130 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071453 },
	pdf = { https://hal.inria.fr/file/index/docid/71453/filename/RR-5130.pdf },
	ps = { https://hal.inria.fr/docs/00/07/14/53/PS/RR-5130.ps },
	keyword = { Total variation, Bounded Variation Space, Image decomposition }
 }

@TECHREPORT{5122,
	author = { Cossu, R. and Jermyn, I. H. and Brady, K. and Zerubia, J. },
	title = { Models of the Unimodal and Multimodal Statistics of Adaptive Wavelet Packet Coefficients },
	year = { 2004 },
	month = { February },
	institution = { INRIA },
	type = { Research Report },
	number = { 5122 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071461 },
	pdf = { https://hal.inria.fr/file/index/docid/71461/filename/RR-5122.pdf },
	ps = { https://hal.inria.fr/docs/00/07/14/61/PS/RR-5122.ps },
	keyword = { Wavelet packet, Texture }
 }

@TECHREPORT{4704,
	author = { Aujol, J.F. and Aubert, G. and Blanc-Féraud, L. and Chambolle, A. },
	title = { Image Decomposition : Application to Textured Images and SAR Images },
	year = { 2003 },
	month = { January },
	institution = { INRIA },
	type = { Research Report },
	number = { 4704 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071882 },
	pdf = { https://hal.inria.fr/file/index/docid/71882/filename/RR-4704.pdf },
	ps = { https://hal.inria.fr/docs/00/07/18/82/PS/RR-4704.ps },
	keyword = { Total variation, Bounded Variation Space, Texture, Classification, Restoration, Synthetic Aperture Radar (SAR) }
 }

@TECHREPORT{4878,
	author = { Aubert, G. and Aujol, J.F. },
	title = { Modeling very Oscillating Signals : Application to Image Processing },
	year = { 2003 },
	month = { July },
	institution = { INRIA },
	type = { Research Report },
	number = { 4878 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071705 },
	pdf = { https://hal.inria.fr/file/index/docid/71705/filename/RR-4878.pdf },
	ps = { https://hal.inria.fr/docs/00/07/17/05/PS/RR-4878.ps },
	keyword = { Bounded Variation Space, Sobolev space, Image decomposition, Optimization, Partial differential equation }
 }

@TECHREPORT{4761,
	author = { Jermyn, I. H. and Shaffrey, C. and Kingsbury, N. },
	title = { The Methodology and Practice of the Evaluation of Image Retrieval          Systems and Segmentation Methods },
	year = { 2003 },
	month = { March },
	institution = { INRIA },
	type = { Research Report },
	number = { 4761 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071825 },
	pdf = { https://hal.inria.fr/file/index/docid/71825/filename/RR-4761.pdf },
	ps = { https://hal.inria.fr/docs/00/07/18/25/PS/RR-4761.ps },
	keyword = { Image database, Segmentation, Semantic }
 }

@TECHREPORT{4920,
	author = { Brady, K. and Jermyn, I. H. and Zerubia, J. },
	title = { A Probabilistic Framework for Adaptive Texture Description },
	year = { 2003 },
	month = { September },
	institution = { INRIA },
	type = { Research Report },
	number = { 4920 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071659 },
	pdf = { https://hal.inria.fr/file/index/docid/71659/filename/RR-4920.pdf },
	ps = { https://hal.inria.fr/docs/00/07/16/59/PS/RR-4920.ps },
	keyword = { Segmentation, Texture, Wavelet packet }
 }

@TECHREPORT{RRRochery03,
	author = { Rochery, M. and Jermyn, I. H. and Zerubia, J. },
	title = { Contours Actifs d'Ordre Supérieur Appliqués à la Détection de Linéiques dans des Images de Télédétection },
	year = { 2003 },
	month = { December },
	institution = { INRIA },
	type = { Research Report },
	number = { 5063 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071521 },
	pdf = { https://hal.inria.fr/file/index/docid/71521/filename/RR-5063.pdf },
	ps = { https://hal.inria.fr/docs/00/07/15/21/PS/RR-5063.ps },
	keyword = { Line networks, Active contour, Deformable models, Object extraction }
 }

@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{Scarpa03,
	author = { Scarpa, G. and Poggi, G. and Zerubia, J. },
	title = { A Binary Tree-Structured MRF Model for Multispectral Satellite          Image Segmentation },
	year = { 2003 },
	month = { December },
	institution = { INRIA },
	type = { Research Report },
	number = { 5062 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071522 },
	pdf = { https://hal.inria.fr/file/index/docid/71522/filename/RR-5062.pdf },
	ps = { https://hal.inria.fr/docs/00/07/15/22/PS/RR-5062.ps },
	keyword = { Bayesian estimation, Classification, Markov Fields, Hierarchical models }
 }

@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{4521,
	author = { Lacombe, C. and Aubert, G. and Blanc-Féraud, L. },
	title = { Mathematical Statement to one Dimensional Phase Unwrapping : a Variational Approach },
	year = { 2002 },
	month = { July },
	institution = { Inria },
	type = { Research Report },
	number = { 4521 },
	address = { France },
	url = { https://hal.inria.fr/inria-00072067 },
	pdf = { https://hal.inria.fr/file/index/docid/72067/filename/RR-4521.pdf },
	ps = { https://hal.inria.fr/docs/00/07/20/67/PS/RR-4521.ps },
	keyword = { Sobolev space, Bounded Variation Space, Synthetic Aperture Radar (SAR), Interferometry, Phase unwrapping }
 }

@TECHREPORT{4560,
	author = { Aubert, G. and Blanc-Féraud, L. and March, R. },
	title = { Gamma-Convergence of Discrete Functionals with non Convex Perturbation for Image Classification },
	year = { 2002 },
	month = { September },
	institution = { Inria },
	type = { Research Report },
	number = { 4560 },
	address = { France },
	url = { https://hal.inria.fr/inria-00072028 },
	pdf = { https://hal.inria.fr/file/index/docid/72028/filename/RR-4560.pdf },
	ps = { https://hal.inria.fr/docs/00/07/20/28/PS/RR-4560.ps },
	keyword = { Generalised Gaussians, Classification, Regularization }
 }

@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{4507,
	author = { Aujol, J.F. and Aubert, G. },
	title = { Signed Distance Functions and Viscosity Solutions of Discontinuous Hamilton-Jacobi Equations },
	year = { 2002 },
	month = { July },
	institution = { Inria },
	type = { Research Report },
	number = { 4507 },
	address = { France },
	url = { https://hal.inria.fr/inria-00072081 },
	pdf = { https://hal.inria.fr/file/index/docid/72081/filename/RR-4507.pdf },
	ps = { https://hal.inria.fr/docs/00/07/20/81/PS/RR-4507.ps },
	keyword = { Partial differential equation, Signed distance function, Hamilton-Jacobi equation, Skeleton }
 }

@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{KuruJZ01a,
	author = { Kuruoglu, E.E. and Zerubia, J. },
	title = { Modelling SAR images with a generalization of the Rayleigh distribution },
	year = { 2001 },
	month = { February },
	institution = { Inria },
	type = { Research Report },
	number = { 4121 },
	address = { France },
	url = { https://hal.inria.fr/inria-00072507 },
	pdf = { https://hal.inria.fr/file/index/docid/72507/filename/RR-4121.pdf },
	ps = { https://hal.inria.fr/docs/00/07/25/07/PS/RR-4121.ps },
	keyword = { Alpha-stable distribution }
 }

@TECHREPORT{wilsonJZ01,
	author = { Wilson, S. and Zerubia, J. },
	title = { Segmentation of textured satellite and aerial images by Bayesian inference and Markov Random Fields },
	year = { 2001 },
	month = { December },
	institution = { INRIA },
	type = { Research Report },
	number = { 4336 },
	address = { France },
	url = { https://hal.inria.fr/inria-00072251 },
	pdf = { https://hal.inria.fr/file/index/docid/72251/filename/RR-4336.pdf },
	ps = { https://hal.inria.fr/docs/00/07/22/51/PS/RR-4336.ps }
 }

@TECHREPORT{jalo00a,
	author = { Jalobeanu, A. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Adaptive parameter estimation for satellite image deconvolution },
	year = { 2000 },
	month = { June },
	institution = { Inria },
	type = { Research Report },
	number = { 3956 },
	url = { https://hal.inria.fr/inria-00072693 },
	pdf = { https://hal.inria.fr/file/index/docid/72693/filename/RR-3956.pdf },
	ps = { https://hal.inria.fr/docs/00/07/26/93/PS/RR-3956.ps },
	keyword = { Deconvolution, Regularization, Markov Fields, Likelihood maximum }
 }

@TECHREPORT{jalo00b,
	author = { Jalobeanu, A. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Étude de la restitution des paramètres instrumentaux en imagerie satellitaire },
	year = { 2000 },
	month = { June },
	institution = { Inria },
	type = { Research Report },
	number = { 3957 },
	url = { https://hal.inria.fr/inria-00072691 },
	pdf = { https://hal.inria.fr/file/index/docid/72691/filename/RR-3957.pdf },
	ps = { https://hal.inria.fr/docs/00/07/26/91/PS/RR-3957.ps },
	keyword = { Deconvolution, Markov Fields, Likelihood maximum, Variational methods }
 }

@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{cs99e,
	author = { Samson, C. and Blanc-Féraud, L. and Aubert, G. and Zerubia, J. },
	title = { Classification d'Images Multibandes par  Modèles Variationnels },
	year = { 2000 },
	month = { September },
	institution = { Inria },
	type = { Research Report },
	number = { 4010 },
	url = { https://hal.inria.fr/inria-00072633 },
	pdf = { https://hal.inria.fr/file/index/docid/72633/filename/RR-4010.pdf },
	ps = { https://hal.inria.fr/docs/00/07/26/33/PS/RR-4010.ps },
	keyword = { Variational methods, Classification, Active contour, Level sets, Gamma Convergence }
 }

@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{lbf98j,
	author = { Ciampini, R. and Blanc-Féraud, L. and Barlaud, M. and Salerno, E. },
	title = { Estimation-segmentation du flot optique et contours actifs },
	year = { 1998 },
	institution = { Laboratoire I3S },
	type = { Research Report },
	number = { 98-11 },
	pdf = { Rapports/RR98-11-I3S.pdf }
 }

@TECHREPORT{stoica98,
	author = { Stoica, R. and Zerubia, J. and Francos, J.M. },
	title = { Indexing and retrieval in multimedia libraries through parametric texture modeling using the 2D Wold decomposition },
	year = { 1998 },
	month = { December },
	institution = { Inria },
	type = { Research Report },
	number = { 3594 },
	url = { https://hal.inria.fr/inria-00073085 },
	pdf = { https://hal.inria.fr/file/index/docid/73085/filename/RR-3594.pdf },
	ps = { https://hal.inria.fr/docs/00/07/30/85/PS/RR-3594.ps },
	keyword = { Markov Fields, Texture, Segmentation, Indexation }
 }

@TECHREPORT{5507,
	author = { Pons Bernad, G. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Restauration d'Images Biologiques 3D en Microscopie Confocale par Transformée en Ondelettes Complexes },
	year = { 2005 },
	month = { February },
	institution = { INRIA },
	type = { Research Report },
	number = { 5507 },
	address = { France },
	url = { https://hal.inria.fr/inria-00070500 },
	pdf = { https://hal.inria.fr/file/index/docid/70500/filename/RR-5507.pdf },
	ps = { https://hal.inria.fr/docs/00/07/05/00/PS/RR-5507.ps },
	keyword = { Confocal microscopy, Complex 3D Wavelet Transform, Restoration, Denoising, Deconvolution }
 }

@TECHREPORT{rr3662,
	author = { Samson, C. and Blanc-Féraud, L. and Aubert, G. and Zerubia, J. },
	title = { Multiphase Evolution and Image Classification },
	year = { 1999 },
	month = { April },
	institution = { INRIA },
	type = { Research Report },
	number = { 3662 },
	url = { https://hal.inria.fr/inria-00073010 },
	pdf = { https://hal.inria.fr/file/index/docid/73010/filename/RR-3662.pdf },
	ps = { https://hal.inria.fr/docs/00/07/30/10/PS/RR-3662.ps }
 }

@TECHREPORT{5493,
	author = { Achim, A. and Kuruoglu, E.E. and Zerubia, J. },
	title = { SAR Image Filtering Based on the Heavy-Tailed Rayleigh Model },
	year = { 2005 },
	month = { February },
	institution = { INRIA },
	type = { Research Report },
	number = { 5493 },
	address = { France },
	url = { https://hal.inria.fr/inria-00070514 },
	pdf = { https://hal.inria.fr/file/index/docid/70514/filename/RR-5493.pdf },
	ps = { https://hal.inria.fr/docs/00/07/05/14/PS/RR-5493.ps },
	keyword = { Synthetic Aperture Radar (SAR), MAP estimation, Alpha-stable distribution, Mellin transform }
 }

@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{5254,
	author = { Aubert, G. and Aujol, J.F. and Blanc-Féraud, L. },
	title = { Detecting Codimension-two Objects in an Image with Ginzburg-Landau Models },
	year = { 2004 },
	month = { July },
	institution = { INRIA },
	type = { Research Report },
	number = { 5254 },
	address = { France },
	url = { https://hal.inria.fr/inria-00070744 },
	pdf = { https://hal.inria.fr/file/index/docid/70744/filename/RR-5254.pdf },
	ps = { https://hal.inria.fr/docs/00/07/07/44/PS/RR-5254.ps },
	keyword = { Ginzburg-Landau model, Biological images, Segmentation, Partial differential equation }
 }

@TECHREPORT{5153,
	author = { Moser, G. and Zerubia, J. and Serpico, S.B. },
	title = { SAR Amplitude Probability Density Function Estimation based on a Generalized Gaussian Scattering Model },
	year = { 2004 },
	month = { March },
	institution = { INRIA },
	type = { Research Report },
	number = { 5153 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071430 },
	pdf = { https://hal.inria.fr/file/index/docid/71430/filename/RR-5153.pdf },
	ps = { https://hal.inria.fr/docs/00/07/14/30/PS/RR-5153.ps },
	keyword = { Synthetic Aperture Radar (SAR), Generalised Gaussians }
 }

@TECHREPORT{5154,
	author = { Moser, G. and Zerubia, J. and Serpico, S.B. },
	title = { Dictionary-based Stochastic Expectation-Maximization for SAR amplitude probability density function estimation },
	year = { 2004 },
	month = { March },
	institution = { INRIA },
	type = { Research Report },
	number = { 5154 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071429 },
	pdf = { https://hal.inria.fr/file/index/docid/71429/filename/RR-5154.pdf },
	ps = { https://hal.inria.fr/docs/00/07/14/29/PS/RR-5154.ps },
	keyword = { Synthetic Aperture Radar (SAR), Stochastic EM (SEM), Finite mixing model }
 }

@TECHREPORT{Acar03,
	author = { Acar, R. and Seales, B.W. },
	title = { Flattening of 3D Data },
	year = { 2003 },
	month = { December },
	institution = { INRIA },
	type = { Research Report },
	number = { 5048 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071535 },
	pdf = { https://hal.inria.fr/file/index/docid/71535/filename/RR-5048.pdf },
	ps = { https://hal.inria.fr/docs/00/07/15/35/PS/RR-5048.ps },
	keyword = { Digital conservation, Document analysis, Restoration }
 }

@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{4640,
	author = { Aujol, J.F. and Aubert, G. and Blanc-Féraud, L. },
	title = { Supervised Classification for Textured Images },
	year = { 2002 },
	month = { November },
	institution = { Inria },
	type = { Research Report },
	number = { 4640 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071945 },
	pdf = { https://hal.inria.fr/file/index/docid/71945/filename/RR-4640.pdf },
	ps = { https://hal.inria.fr/docs/00/07/19/45/PS/RR-4640.ps },
	keyword = { Texture, Classification, Wavelets, Partial differential equation, Level sets }
 }

@TECHREPORT{4607,
	author = { Jermyn, I. H. },
	title = { On Bayesian Estimation in Manifolds },
	year = { 2002 },
	month = { November },
	institution = { Inria },
	type = { Research Report },
	number = { 4607 },
	address = { France },
	url = { https://hal.inria.fr/inria-00071978 },
	pdf = { https://hal.inria.fr/file/index/docid/71978/filename/RR-4607.pdf },
	ps = { https://hal.inria.fr/docs/00/07/19/78/PS/RR-4607.ps },
	keyword = { Rare event, Bayesian estimation, Invariant }
 }

@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{jalo00,
	author = { Jalobeanu, A. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Satellite image deconvolution using complex wavelet packets },
	year = { 2000 },
	month = { June },
	institution = { Inria },
	type = { Research Report },
	number = { 3955 },
	url = { https://hal.inria.fr/inria-00072694 },
	pdf = { https://hal.inria.fr/file/index/docid/72694/filename/RR-3955.pdf },
	ps = { https://hal.inria.fr/docs/00/07/26/94/PS/RR-3955.ps },
	keyword = { Deconvolution, Bayesian estimation, Wavelet packet }
 }

@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{jz99c,
	author = { Strandlie, A. and Zerubia, J. },
	title = { A Deterministic Annealing PMHT Algorithm with an Application to Particle Tracking },
	year = { 1999 },
	month = { June },
	institution = { Inria },
	type = { Research Report },
	number = { 3711 },
	url = { https://hal.inria.fr/inria-00072957 },
	pdf = { https://hal.inria.fr/file/index/docid/72957/filename/RR-3711.pdf },
	ps = { https://hal.inria.fr/docs/00/07/29/57/PS/RR-3711.ps },
	keyword = { EM algorithm, Particle tracking }
 }

@TECHREPORT{jaloRR98,
	author = { Jalobeanu, A. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Estimation d'hyperparamètres pour la restauration d'images  satellitaires par une méthode MCMCML },
	year = { 1998 },
	month = { August },
	institution = { Inria },
	type = { Research Report },
	number = { 3469 },
	url = { https://hal.inria.fr/inria-00073221 },
	pdf = { https://hal.inria.fr/file/index/docid/73221/filename/RR-3469.pdf },
	ps = { https://hal.inria.fr/docs/00/07/32/21/PS/RR-3469.ps },
	keyword = { Markov Fields, Regularization, Variational methods, Likelihood maximum }
 }

@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{samsonRR98,
	author = { Samson, C. and Blanc-Féraud, L. and Aubert, G. and Zerubia, J. },
	title = { Image Classification Using a Variational Approach },
	year = { 1998 },
	month = { October },
	institution = { Inria },
	type = { Research Report },
	number = { 3523 },
	url = { https://hal.inria.fr/inria-00073161 },
	pdf = { https://hal.inria.fr/file/index/docid/73161/filename/RR-3523.pdf },
	ps = { https://hal.inria.fr/docs/00/07/31/61/PS/RR-3523.ps },
	keyword = { Classification, Variational methods }
 }

@TECHREPORT{lbf98i,
	author = { Aubert, G. and Blanc-Féraud, L. },
	title = { An elementary proof of the equivalence between 2D and 3D classical snakes and geodesic active contours },
	year = { 1998 },
	month = { January },
	institution = { Inria },
	type = { Research Report },
	number = { 3340 },
	url = { https://hal.inria.fr/inria-00073349 },
	pdf = { https://hal.inria.fr/file/index/docid/73349/filename/RR-3340.pdf },
	ps = { https://hal.inria.fr/docs/00/07/33/49/PS/RR-3340.ps },
	keyword = { Geodesic active contours, Partial differential equation }
 }

@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{RR_5656,
	author = { Rochery, M. and Jermyn, I. H. and Zerubia, J. },
	title = { Higher Order Active Contours },
	year = { 2005 },
	month = { August },
	institution = { INRIA },
	type = { Research Report },
	number = { 5656 },
	address = { France },
	url = { https://hal.inria.fr/inria-00070352 },
	pdf = { https://hal.inria.fr/file/index/docid/70352/filename/RR-5656.pdf },
	ps = { https://hal.inria.fr/docs/00/07/03/52/PS/RR-5656.ps },
	keyword = { Active contour, Higher-order, Road network, Shape, Prior }
 }

@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{RR_5717,
	author = { Rochery, M. and Jermyn, I. H. and Zerubia, J. },
	title = { Higher-Order Active Contour Energies for Gap Closure },
	year = { 2005 },
	month = { October },
	institution = { INRIA },
	type = { Research Report },
	number = { 5717 },
	address = { France },
	url = { http://hal.inria.fr/inria-00070300/fr/ },
	pdf = { https://hal.inria.fr/file/index/docid/70300/filename/RR-5717.pdf },
	ps = { http://hal.inria.fr/docs/00/07/03/00/PS/RR-5717.ps },
	keyword = { Road network, Continuity, Gap closure, Higher-order, Active contour, Shape }
 }

@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{Abhayaratne,
	author = { Abhayaratne, G.C.K. and Jermyn, I. H. and Zerubia, J. },
	title = { Texture-adaptive mother wavelet selection for texture analysis },
	year = { 2003 },
	month = { December },
	institution = { INRIA },
	type = { Research Report },
	address = { France },
	url = { https://hal.inria.fr/hal-01208017 },
	pdf = { Rapports/RR-8783.pdf }
 }

@TECHREPORT{Horvath05,
	author = { Horvath, P. and Jermyn, I. H. and Kato, Z. and Zerubia, J. },
	title = { A higher-order active contour model of a `gas of circles' and its application to tree crown extraction },
	year = { 2006 },
	month = { November },
	institution = { INRIA },
	type = { Research Report },
	number = { 6026 },
	address = { France },
	url = { http://hal.inria.fr/inria-00115631 },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_Horvath05.pdf },
	keyword = { Tree Crown Extraction, Aerial images, Higher-order, Active contour, Gas of circles, Shape }
 }

@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{scarparr06,
	author = { Scarpa, G. and Haindl, M. and Zerubia, J. },
	title = { Hierarchical finite-state modeling for texture segmentation with application to forest classification },
	year = { 2006 },
	month = { December },
	institution = { INRIA },
	type = { Research Report },
	number = { 6066 },
	address = { INRIA, France },
	url = { https://hal.inria.fr/inria-00118420 },
	keyword = { Texture, Segmentation, Co-occurrence matrix, Structural approach, MCMC, Synthesis }
 }

@TECHREPORT{Some applications of L infinite constraints,
	author = { Weiss, P. and Aubert, G. and Blanc-Féraud, L. },
	title = { Some applications of L infinite norms in image processing },
	year = { 2006 },
	month = { September },
	institution = { INRIA },
	type = { Research Report },
	number = { 6115 },
	url = { http://www.math.univ-toulouse.fr/~weiss/Publis/RR-6115.pdf },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2006_Some applications of L infinite constraints.pdf },
	keyword = { projected subgradient descent, convergence rate, Total variation, compression bounded noise, meyer G norm, fast l1 minimization }
 }

@TECHREPORT{RR-6260,
	author = { Weiss, P. and Blanc-Féraud, L. and Aubert, G. },
	title = { Efficient schemes for total variation minimization under constraints in image processing },
	year = { 2007 },
	month = { July },
	institution = { INRIA },
	type = { Research Report },
	number = { 6260 },
	url = { http://hal.inria.fr/inria-00166096/fr/ },
	pdf = { http://hal.inria.fr/docs/00/26/16/35/PDF/RR-6260.pdf },
	ps = { http://hal.inria.fr/docs/00/26/16/35/PS/RR-6260.ps },
	keyword = { l1 norm, total variation minimization, duality lp norms, gradient and subgradient descent, nesterov scheme, texture + geometry decomposition }
 }

@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{benedek_INRIARR07,
	author = { Benedek, C. and Szirányi, T. and Kato, Z. and Zerubia, J. },
	title = { A Three-layer MRF model for Object Motion Detection in Airborne Images },
	year = { 2007 },
	month = { June },
	institution = { INRIA },
	type = { Research Report },
	number = { 6208 },
	url = { https://hal.inria.fr/inria-00150805 },
	pdf = { https://hal.inria.fr/inria-00150805 },
	keyword = { Aerial images, Change detection, Camera motion, MRF }
 }

@TECHREPORT{RR-6612,
	author = { Weiss, P. and Fournier, A. and Blanc-Féraud, L. and Aubert, G. },
	title = { On the illumination invariance of the level lines under directed light. Application to change detection },
	year = { 2008 },
	institution = { INRIA },
	type = { Research Report },
	number = { 6612 },
	url = { https://hal.archives-ouvertes.fr/inria-00310383 },
	pdf = { http://hal.inria.fr/docs/00/31/03/83/PDF/RR-6612.pdf },
	keyword = { Level Lines, illumination invariance,  topographic map, Change detection, remote sensing, Urban areas }
 }

@TECHREPORT{ppankajakshan08b,
	author = { Pankajakshan, P. and Blanc-Féraud, L. and Zhang, B. and Kam, Z. and Olivo-Marin, J.C. and Zerubia, J. },
	title = { Parametric blind deconvolution for confocal laser scanning microscopy-proof of concept },
	year = { 2008 },
	month = { April },
	institution = { INRIA },
	type = { Research Report },
	number = { 6493 },
	url = { https://hal.inria.fr/inria-00269265 },
	pdf = { http://hal.inria.fr/docs/00/27/02/92/PDF/report.pdf },
	keyword = { Confocal Laser Scanning Microscopy, Bayesian restoration, Blind Deconvolution, point spread function, Richardson-Lucy algorithm, Total variation }
 }

@TECHREPORT{GRAZIANI_GAMMA_POINTS,
	author = { Graziani, D. and Blanc-Féraud, L. and Aubert, G. },
	title = { A formal Gamma-convergence approach for the detection of points in 2-D images },
	year = { 2009 },
	month = { May },
	institution = { INRIA },
	type = { Research Report },
	number = { 7038 },
	note = { to appear Siam Journal of Imaging Science },
	url = { https://hal.inria.fr/inria-00418526 },
	keyword = { points detection, curvature-depending functionals, divergence-measure fields, Gamma-convergence, biological 2-D images }
 }

@TECHREPORT{krylovDSEM08,
	author = { Krylov, V. and Moser, G. and Serpico, S.B. and Zerubia, J. },
	title = { Modeling the statistics of high resolution SAR images },
	year = { 2008 },
	month = { November },
	institution = { INRIA },
	type = { Research Report },
	number = { 6722 },
	url = { http://hal.archives-ouvertes.fr/inria-00342681/en/ },
	pdf = { http://hal.archives-ouvertes.fr/docs/00/35/76/27/PDF/RR-6722.pdf },
	keyword = { Synthetic Aperture Radar (SAR) image, Probability density function, parametric estimation, finite mixture models, Stochastic EM (SEM) }
 }

@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 }
 }

@TECHREPORT{ppankajakshan09c,
	author = { Pankajakshan, P. and Blanc-Féraud, L. and Kam, Z. and Zerubia, J. },
	title = { Space non-invariant point-spread function and its estimation in fluorescence microscopy },
	year = { 2009 },
	month = { December },
	institution = { INRIA },
	type = { Research Report },
	number = { 7157 },
	url = { http://hal.archives-ouvertes.fr/inria-00438719/en/ },
	keyword = { Confocal Laser Scanning Microscopy, point spread function, Bayesian estimation, MAP estimation, Deconvolution, fluorescence microscopy }
 }

@TECHREPORT{RR-6732,
	author = { Carlavan, M. and Weiss, P. and Blanc-Féraud, L. and Zerubia, J. },
	title = { Reconstruction d'images satellitaires à partir d'un échantillonnage irrégulier },
	year = { 2008 },
	institution = { INRIA },
	type = { Research Report },
	number = { 6732 },
	url = { http://hal.archives-ouvertes.fr/inria-00340975/fr/ },
	pdf = { http://hal.inria.fr/docs/00/34/09/75/PDF/RR-6732.pdf },
	keyword = { l1 norm, nesterov scheme, total variation minimization, wavelet }
 }

@TECHREPORT{RR-7366,
	author = { Carlavan, M. and Blanc-Féraud, L. },
	title = { Complex wavelet regularization for 3D confocal microscopy deconvolution },
	year = { 2010 },
	month = { August },
	institution = { INRIA },
	type = { Research Report },
	number = { 7366 },
	url = { http://hal.inria.fr/inria-00509447/fr/ },
	keyword = { 3D confocal microscopy, Deconvolution, complex wavelet regularization, discrepancy principle, Alternating Direction technique }
 }

@TECHREPORT{RR-7108,
	author = { Krylov, V. and Zerubia, J. },
	title = { High resolution SAR-image classification },
	year = { 2009 },
	month = { November },
	institution = { INRIA },
	type = { Research Report },
	number = { 7108 },
	url = { http://hal.archives-ouvertes.fr/inria-00433036/en/ },
	pdf = { http://hal.archives-ouvertes.fr/docs/00/44/81/40/PDF/RR-7108.pdf },
	keyword = { SAR image classification, Dictionary, amplitude probability density, Stochastic EM (SEM), Markov random field, copula }
 }

@TECHREPORT{RR_SBH_11,
	author = { Ben Hadj, S. and Blanc-Féraud, L. },
	title = { Restoration mehod for spatially variant blurred images },
	year = { 2011 },
	month = { June },
	institution = { INRIA },
	type = { Research Report },
	number = { 7654 },
	url = {  http://hal.inria.fr/inria-00602650/fr/ },
	keyword = { Deconvolution, energy minimization, spatially-variant PSF, Total variation }
 }

@TECHREPORT{RR-7666,
	author = { Krylov, V. and Moser, G. and Serpico, S.B. and Zerubia, J. },
	title = { On the Method of Logarithmic Cumulants for Parametric Probability Density Function Estimation },
	year = { 2011 },
	month = { July },
	institution = { INRIA },
	type = { Research Report },
	number = { 7666 },
	url = { http://hal.archives-ouvertes.fr/inria-00605274/en/ },
	keyword = { Probability density function, Parameter estimation, generalized gamma distribution, K-distribution, Synthetic Aperture Radar (SAR), Classification }
 }

@TECHREPORT{5272,
	author = { Dey, N. and Blanc-Féraud, L. and Zimmer, C. and Roux, P. and Kam, Z. and Olivo-Marin, J.C. and Zerubia, J. },
	title = { 3D Microscopy Deconvolution using Richardson-Lucy Algorithm with Total Variation Regularization },
	year = { 2004 },
	month = { July },
	institution = { INRIA },
	type = { Research Report },
	number = { 5272 },
	address = { France },
	url = { http://hal.inria.fr/inria-00070726/fr/ },
	pdf = { https://hal.inria.fr/file/index/docid/70726/filename/RR-5272.pdf },
	ps = { http://hal.inria.fr/docs/00/07/07/26/PS/RR-5272.ps },
	keyword = { Confocal microscopy, Deconvolution, Impulse answer, Total variation }
 }

@TECHREPORT{Kayabol11,
	author = { Kayabol, K. and Zerubia, J. },
	title = { Unsupervised amplitude and texture based classification of SAR images with multinomial latent model },
	year = { 2011 },
	month = { July },
	institution = { INRIA },
	type = { Research Report },
	number = { 7700 },
	url = { http://hal.archives-ouvertes.fr/hal-00612491/fr/ },
	keyword = { High resolution SAR, Classification, Texture }
 }

@TECHREPORT{RR-7758,
	author = { Voisin, A. and Krylov, V. and Moser, G. and Serpico, S.B. and Zerubia, J. },
	title = { Classification of very high resolution SAR images of urban areas },
	year = { 2011 },
	month = { October },
	institution = { INRIA },
	type = { Rapport de recherche },
	number = { 7758 },
	url = { http://hal.inria.fr/docs/00/63/10/38/PDF/RR-7758.pdf },
	keyword = { Synthetic Aperture Radar (SAR) image, Supervised classification, Bayesian, finite mixture models, hierarchical Markov random fields, wavelet }
 }

@INCOLLECTION{jzjalokato2002,
	author = { Zerubia, J. and Jalobeanu, A. and Kato, Z. },
	title = { Markov random fields in image processing, application to remote sensing and astrophysics },
	year = { 2002 },
	booktitle = { Journal de Physique, EDP Sciences },
	volume = { IV },
	number = { 12 },
	url = { http://jp4.journaldephysique.org/articles/jp4/abs/2002/01/jp4pr1p117/jp4pr1p117.html },
	keyword = { Markov Fields, Satellite images, Astrophysics }
 }

@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{lbflivre,
	author = { Idier, J. and Blanc-Féraud, L. },
	title = { Déconvolution en imagerie },
	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{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{jalo2006,
	author = { Jalobeanu, A. and Zerubia, J. and Blanc-Féraud, L. },
	title = { Bayesian estimation of blur and noise in remote sensing imaging },
	year = { 2007 },
	booktitle = { Blind image deconvolution: theory and applications },
	editor = { P. Campisi and K. Egiazarian },
	publisher = { CRC Press },
	url = { https://www.crcpress.com/Blind-Image-Deconvolution-Theory-and-Applications/Campisi-Egiazarian/9780849373671 },
	pdf = { ftp://ftp-sop.inria.fr/ariana/Articles/2007_jalo2006.pdf }
 }

@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{blancferaud08,
	author = { Idier, J. and Blanc-Féraud, L. },
	title = { Deconvolution of images },
	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.ch6/summary },
	keyword = { Inverse Problems, Bayesian approach, Image procressing }
 }

@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{BLANC_FERAUD_DECAVEUGLE,
	author = { Blanc-Féraud, L. and L., Mugnier and Jalobeanu, A. },
	title = { Deconvolution aveugle d'une image },
	year = { 2009 },
	booktitle = { Problemes inverses en imagerie et en vision },
	pages = { 107-132 },
	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{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 }
 }

@INCOLLECTION{BlindIP2010,
	author = { Blanc-Féraud, L. and L., Mugnier and Jalobeanu, A. },
	title = { Blind Image Deconvolution },
	year = { 2010 },
	booktitle = { Inverse Problems in Vision and 3D Tomography },
	pages = { 97-121 },
	editor = { series DSIP, Ed. 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.ch3/summary }
 }

@INCOLLECTION{Taylor12,
	author = { Krylov, V. and Moser, G. and Serduc, S. and Zerubia, J. },
	title = { Probability Density Function Estimation for Classification of High Resolution SAR Images },
	year = { 2012 },
	month = { February },
	booktitle = { Signal Processing for Remote Sensing, Second Edition },
	pages = { 339-363 },
	editor = { C. Chen. },
	publisher = { Taylor & Francis },
	url = { https://www.crcpress.com/Signal-and-Image-Processing-for-Remote-Sensing-Second-Edition/Chen/9781439855966 },
	pdf = { https://hal.inria.fr/hal-00729044/document }
 }

@BOOK{JZ,
	author = { Figueiredo, M. and Zerubia, J. and Jain, A.K. },
	title = { Energy minimization methods in computer vision and pattern recognition },
	year = { 2001 },
	publisher = { Springer Verlag },
	number = { LNCS 2134 },
	url = { http://www.springer.com/us/book/9783540425236 }
 }

@BOOK{Rangarajan03,
	author = { Rangarajan, A. and Figueiredo, M. and Zerubia, J. },
	title = { Energy Minimization Methods in Computer Vision and Pattern Recognition },
	year = { 2003 },
	month = { July },
	publisher = { Springer Verlag },
	number = { LNCS 2683 },
	url = { http://www.springer.com/us/book/9783540404989 }
 }

@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 }
 }

@BOOK{NowPublishers12,
	author = { Kato, Z. and Zerubia, J. },
	title = { Markov Random Fields in Image Segmentation. Collection Foundation and Trends in Signal Processing },
	year = { 2012 },
	month = { September },
	publisher = { Now Editor, World Scientific },
	url = { http://www.nowpublishers.com/articles/foundations-and-trends-in-signal-processing/SIG-035 }
 }



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