[L12]C. Collet, La compression des données, chapitre 12.3, Les Big Data à découvert, Ed. M. Bouzeghoub et R. Mossery, CNRS Edition, ISBN 978-2-271-11464-8, fev.2017
[L12] D. Biediger, C. Collet, J-P. Armspach, Multiple Schlerosis Lesion detection with local multimodal markovian analysis and cellular automata 'GrowCut, "Computational Surgery and Dual Training", Edited by Marc Garbey • Barbara Lee Bass • Christophe Collet • Scott Bercelli • Pietro Cerveri - ,Springer-Verlag New York , 2014
[L11] A. Belhghith, C. Collet, J-P. Armspach,A statistical framework for biomarker analysis and HR- MAS 2D metabolite identification, dans Computational Surgery and Dual Training, Marc Garbey, Barbara Lee Bass, Christophe Collet, Scott Bercelli, Pietro Cerveri (Eds.), Springer- Verlag, janvier 2014. "Edited by Marc Garbey • Barbara Lee Bass • Christophe Collet • Scott Bercelli • Pietro Cerveri , Springer-Verlag New York,2014
[L10] Ch Collet, F. Flitti, S. Bricq, A. Jalobeanu, "Fusion and Multi-modality", Vol.2, Ch. 13, "Inverse Problems in Imaging and Vision", Edited by Ali Mohammad-Djafari, John Wiley and Sons, Chap 13, pp. 457-479, ISBN : 9-781848-211728 , Jan. 2010
[L9] P. Charbonnier, Ch Collet, " Noise Removal and Contour Detection", Vol. 1, Chap 2, "Inverse Problems in Imaging and Vision", Edited by Ali Mohammad-Djafari, John Wiley and Sons, Chap 2, pp. 67-106, ISBN : 9-781848-211728 , Jan. 2010
[L8] S. Bricq Ch Collet, J.-P. Armspach, "Brain MRI Segmentation", Part 2, pp. 45-74, "Computational Surgery and Dual Training", Edited by Marc Garbey • Barbara Lee Bass • Christophe Collet • Michel de Mathelin • Roger Tran-Son-Tay - , Springer-Verlag New York Inc, ISBN-13: 978-1441911223 , Jan. 2010
[L7] Ch Collet, B. Perret, V. Mazet, "Multivariate Image Processing", Chap. 14, pp. 437-450, "Panoramic Integral-Field Spectrograph: Ultraspectral Data to Understand the History of the Universe", Edited by Christophe Collet, Jocelyn Chanussot and Kacem Chehdi, John Wiley and Sons, ISBN-13: 978-1848211391, 464 pages, 2009
[L6] V. Mazet, F. Flitti, Ch Collet, "Multivariate Image Processing", Chap. 6, pp. 169-200, "Detection and Tracking of Emission Rays in Radioastronomy ", Edited by Christophe Collet, Jocelyn Chanussot and Kacem Chehdi, John Wiley and Sons, ISBN-13: 978-1848211391, 464 pages, 2009
[L5] Ch Collet, F. Flitti, S. Bricq, A. Jalobeanu, "Fusion et Multimodalité ", Vol.2, Ch. 13, pp.459-482 du livre "Problemes Inverses en Imagerie et en Vision", ouvrage collectif coordonné par Ali Mohammad-Djafari, Editor, Ed Hermes Lavoisier, Traité IC2, ISBN : 978-2-7462-1997-7 , 2009
[L4] P. Charbonnier, Ch Collet, "Débruitage et détection de contours", Vol.1, Chap. 2, pp. 67-104 du livre "Problemes Inverses en Imagerie et en Vision", ouvrage collectif coordonné par Ali Mohammad-Djafari, Editor, Ed Hermes Lavoisier, Traité IC2, ISBN : 978-2-7462-1997-7, 2009
[L3] Ch Collet, "Optimisation in Image and Signal processing", Chapter "Bayesian Inference and Markovian Models in SONAR imagery", Chap. 8, pp 195-215, by Pierre SIARRY, Editor, Ed John Wiley & Sons, ISBN : 9-781848-210448 , 2009
[L2] Ch Collet, Chapitre du livre "Optimisation en traitement du signal et de l'image", coordinateur Pierre SIARRY (Univ. Paris XII Créteil). Inférence bayésienne et Modèles markoviens : applications à l'imagerie SONAR, Ed Hermes, chapitre 8, pp. 221-245, ISBN 978-2-7462-1463-7, 2007
[L1] Ch Collet, ''Contribution à l'analyse statistique des images en acoustique sous-marine et en océanographie'', Habilitation à diriger des recherches soutenue à l'Université de Bretagne Occidentale, mai 2000.
[L0] Ch Collet, ''Estimation de la cinématique des fonds nuageux en imagerie infrarouge'', Thèse préparée à l'Ecole Navale et à l'ENST de Bretagne, soutenue à l'Université Toulon et du Var, décembre 1992.
[R51] H. Gangloff, J-B. Courbot, E. Monfrini , C. Collet, Unsupervised image segmentation with Gaussian Pairwise Markov Fields, Computational Statistics and Data Analysis, Elsevier ( IF : 1.681, SNIP : 1.502, SJR : 1.093 ), 2021
[R50] J-B. Courbot, V. Mazet, E. Monfrini , C. Collet, Pairwise Markov fields for segmentation in astronomical hyperspectral images, Signal Processing, Elsevier ( IF : 4.662, SNIP : 1.713, SJR : 0.907 ), pages 41-48, n° 163, 2019
[R49] H. Mortada, V. Mazet, C. Soussen , C. Collet, L. Poisson, Parameterized source separation for delayed spectroscopic signals, Signal Processing, Elsevier ( IF : 3.47, SNIP : 1.958, SJR : 0.94 ), pages p. 48-60, Volume 158, mai 2019, doi:https://doi.org/10.1016/j.sigpro.2018.12.015
[R48] J-B. Courbot, E. Monfrini , V. Mazet, C. Collet, Oriented Triplet Markov Fields, Pattern Recognition Letters, Elsevier ( IF : 1.952, SNIP : 1.58, SJR : 0.662 ), pages 16-22, Volume 103, février 2018, doi:10.1016/j.patrec.2017.12.026
[R47] J.-B. Courbot, V. Mazet, Ch. Collet, E. Monfrini, Extended Faint Source Detection in Astronomical Hyperspectral Image, Signal Processing, 2017
[R46] J.-B. Courbot, E. Rust, E. Monfrini, Ch. Collet, Vertebra Segmentation Based on a 2-step Refinement, Journal of Computational Surgery, Springer, Vol. 4(1):1-22, décembre 2016.
[R45] Brevet : Patent P15/189 : A Method for Early Detection and Identication of Microbial-Colonies, apparatus for performing the method and computer program (ICube and-Merck-Millipore, 2015
[R44] Tran Thanh Ngo, Ch Collet, V. Mazet, Détection simultanée de l’ombre et la végétation sur des images aériennes couleur en haute résolution, Traitement du Signal, Presses Universitaires de Grenoble, Vol. 32(2-3):311-333, 2015. ( SNIP : 0.019, SJR : 0.101 ), 2015
[R43] Ola Ahmad, Ch Collet, Scale-space spatio-temporal random fields: Application to detection of microbial patterns from images of roughness, Pattern Recognition, Elsevier, Vol. PR-D-15-01175R2, 2016. ( IF : 3.399, SNIP : 3.166, SJR : 2.051 ), 2016
[R42] T. Ngo, V. Mazet, Ch Collet. Shape-based Building Detection in Visible Band Images using Shadow Information,IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Volume: PP, Issue: 99, Pages: 1 - 13, DOI: 10.1109/JSTARS.2016.2598856 ,IEEE, 2016
[R41] B. Perret, Ch Collet, Connected image processing with multivariate attributes: an unsupervised Markovian classification approach, Journal of Computer Vision and Image Understanding - CVIU DOI: 10.1016/j.cviu.2014.09.008, 2015
[R40] Nicole Lepoutre, Marlène Gilles, Rémi Salmon, Ch Collet, Barbara Bass and Marc Garbey, A robust method and affordable system for the 3D-surface reconstruction of patient torso to evaluate cosmetic outcome after Breast Conservative Therapy, Journal of Computational Surgery Computing, Robotics, and Imaging for the Surgical Platform, Editor: B.L. Bass; M. Garbey, Springer, 201
[R39] Daniel Biediger, Christophe Ch. Collet and J-P. Armspach, Multiple Schlerosis Lesion detection with local multimodal Markovian analysis and cellular automata, Journal of Computational Surgery Computing, Robotics, and Imaging for the Surgical Platform, Editor: B.L. Bass; M. Garbey ISSN 2194-3990, Journal no. 40244, Springer, 2014
[R38] N. Faber, F. Flitt,i CM.. Boily, Ch. Collet, P. Patsis, Classifying two-dimensional orbits using pattern recognition, New Astronomy 25 (2013) 74–88 Elsevier Ed., 2013
[R37] Vollmer, B.; Perret, B.; Petremand, M.; Collet, Ch.; Lavigne, F.; van Driel, W.; Bonnarel, F.; Louys, M.; Sabatini, S.; MacArthur, L. A.,Simultaneous multi-band detection of Low Surface Brightness galaxies with Markovian modelling, The Astronomical Journal, Astronomical Journal, IOP Publishing, Vol. 145(36) ( IF : 4.617, SNIP : 1.248, SJR : 3.069 ) , 2013
[R36] A. Belghith, C. Collet, J-P. Armspach, Change detection based on Support Vector Data Description handling dependency,Pattern Recognition Letters, Elsevier ( IF : 1.586, SNIP : 2.155, SJR : 1.225 ), 2013
[R35] A. Belghith, C. Collet, L. Rumbach, J-P. Armspach, A unified framework for peak detection and alignment: application to HR-MAS 2D NMR spectroscopy, Journal of Signal, Image and Video Processing, pp. 1--10, doi:10.1007/s11760-011-0272-2, 2011
[R34] Ferriere, E.; Duc, P.-A.; Mei, S.; Vollmer, B.; Perret, B.; Collet, Ch.; van Driel, W.; Bonnarel, F.; Louys, M.; Sabatini, "A Simultaneous Multi-Band Technique to Detect LSB Galaxies Applied to Virgo Cluster NGVS Images", European Astronomical Society Publications Series, EAS Publication Series, Volume 48, EDP Sciences, 2011
[R33] M. Petremand, A. Jalobeanu, Ch Collet, "Optimal Bayesian Fusion of Large Hyperspectral Astronomical Observations" , Journal of Statistical Methodology, Special issue on Astro-statistics, http://dx.doi.org/10.1016/j.stamet.2011.04.007, 2011
[R32] B. Perret, S. Lefevre, Ch Collet, "Hyperconnections and hierarchical representations for grayscale and multiband image processing", IEEE Transaction on Image Processing, 21(1) : 14-27, janvier 2012. (Facteur d'impact 2010 : 2.85) doi:10.1109/TIP.2011.2161322
[R31] S. Le Cam, Ch Collet, F. Salzenstein, "Un arbre de Markov sélectif en fréquence pour la détection de signaux transitoires à faible rapport signal à bruit", Traitement du Signal, pp. 443--482, Vol. 7, Num. 4-5, 2011
[R30] B. Perret, V. Mazet, Ch Collet, "Hierarchical Multispectral Galaxy Decomposition using a MCMC Algorithm with Multiple Temperature Simulated Annealing", Pattern Recognition, Vol. 44, Num. 6, pp. 1328-1342, doi:10.1016/j.patcog.2010.11.021, 2011
[R29] S. Le Cam, Ch Collet, F. Salzenstein, "Detection of Transient Signals in Lung Sounds: Local Approach Using a Markovian Tree with Frequency Selectivity", Journal of Signal Processing Systems, Volume 65, Issue 3, pp 445-456, 2011
[R28] B. Perret, S. Lefevre, Ch Collet, "A Robust Hit-or-Miss Transform For Template Matching Applied to Very Noisy Astronomical Images", Pattern Recognition, 42(11) :2470-2480, novembre 2009. (Facteur d'impact 2008 : 3.28)doi:10.1016/j.patcog.2009.02.013
[R27] F. Flitti, Ch Collet and E. Slezak, "Image Fusion based on pyramidal multiband multiresolution markovian analysis", Signal Image and Video Processing, Éditeur Springer London, ISSN 1863-1703 (Print) 1863-1711 (Online), Category Original Paper, DOI 10.1007/s11760-008-0080-5, 2009
[R26] S. Lecam, F. Salzenstein, Ch Collet, Fuzzy Pairwise Markov Chain to Segment Correlated Noisy Data", Signal Processing, Vol. 88, n° 10 - pp 2526-2541, Ed.Elsevier, 2008
[R25] E. Andrès, Ch Collet et al., "De nouveaux outils au service de l'auscultation, Ingénierie et Recherche BioMédicale", IRBM, doi:10.1016/j.irbm.2008.08.001, 2008
[R24] S. Bricq , Ch Collet, J.-P. Armspach, " Unifying framework for Multimodal Brain MRI Segmentation based on Hidden Markov Chains ", in Medical Image Analysis, Ed. Elsevier, Vol 16, n° 6, pp 639-652, Dec 2008
[R23] F. Salzenstein, Ch Collet, S. LeCam, M. Hatt " Non Stationary Fuzzy Markov Chains ", in Pattern Recognition Letters, Volume 28, Issue 16, 1 December 2007, Pages 2201-2208
[R22] M. Hatt, F. Lamare, N. Boussion, A. Turzo, Ch Collet, F. Salzenstein et al. "Fuzzy hidden Markov chains segmentation for volume determination and quantitation in PET", in Physics in Medicine and Biology , Phys. Med. Biol. 52 (2007) 3467-3491, June 2007
[R21] F. Flitti , Ch Collet, " Markovian regularization of latent-variable-models mixture for New multi-component image reduction/segmentation scheme ", in Signal, Image and Video Processing, M.Kunt Ed., Springer, Vol.1, n°3, pp 191-201, August 2007
[R20] S. Aïnouz, J. Zallat, A. de Martino, Ch Collet, "Physical interpretation of polarization-encoded images by color preview", in Optic Express, 14 , 5916-5927 (2006)
[R19] F. Salzenstein, Ch Collet, "Fuzzy Markov Random Fields versus Chains for Multispectral Image Segmentation", in IEEE Trans. on Pattern Analysis and Machine Intelligence - IEEE-PAMI, Vol. 28, no 11, pp. 1753-1767, November 2006
[R18] F. Flitti, Ch Collet, B. Vollmer and F. Bonnarel , "Multiband segmentation of a spectroscopic line data cube : application to the HI data cube of the spiral galaxy NGC 4254", EURASIP journal on Applied Signal Processing, special issue on Applications of Signal Processing in Astrophysics and Cosmology, Vol. 15, pp. 2546-2558, 2005
[R17] M. Petremand, M. Louys, Ch. Collet , F. Flitti, “Représentation couleur d'images multispectrales astronomiques - Color display for multiwavelength astronomical images ”, Traitement du signal, Numéro spécial, Vol.21, N°6, Déc 2004
[R16] Ch Collet , J. Zallat, and Y. Takakura, “Clustering of Mueller matrix images for skeletonized structure detection”, Optics Express, Vol. 12, No. 7 - April 5, 2004
[R15] F. Salzenstein, Ch Collet et M. Petremand , “Champs de Markov flous pour images multispectrales - Fuzzy Markov Random Fields for multispectral images”, Traitement du signal, Vol.21, N°1, pp.37-54, 2004
[R14] J. Zallat, Ch Collet and Y. Takakura, “ Clustering of Polarization-Encoded Images”, Applied Optics, Vol 43, N°2, pp. 283-292, January 2004
[R13] Ch Collet and Fionn Murtagh, “Segmentation based on a hierarchical Markov model”, Pattern Recognition, Vol 37/12 pp. 2337-2347, December 2004,
[R12] J.-N Provost, Ch Collet, Philippe Rostaing, P. Pérez and P. Bouthemy “Hierarchical Markovian Segmentation of Multispectral Images for the Reconstruction of Water Depth Maps'', Computer Vision and Image Understanding, Vol 93, Issue 2, pp. 155-174, February 2004.
[R11] Ch Collet, J.-N Provost, P. Rostaing, Patrick Pérez et Patrick Bouthemy ''Segmentation bathymétrique d'images multispectrales SPOT'', Traitement du signal, Vol. 18, N° 1, pp.1-14, septembre 2001.
[R10] Max Mignotte, Ch Collet , Patrick Pérez and Patrick Bouthemy, ''Markov random field and fuzzy logic Modeling in Sonar Imagery : Application to the Classification of Underwater-Floor'', in Journal of Computer Vision and Image Understanding - CVIU, Special Issue, Vol. 79, pp.4-24 , July 2000.
[R9] Hélène Thomas, Ch Collet, Koffi Yao et Gilles Burel, ''Classification de textures d'images sonar et Invariance en rotation'', Traitement du signal, Vol. 17, No 20, pp. 1-20, juillet 2000.
[R8] Koffi Yao, Max Mignotte, Ch Collet, Pascal Galerne and Gilles Burel, ''Unsupervised segmentation using a Kohonen SOM and a noise model estimation in sonar imagery'', in Pattern Recognition Journal, Vol. 33, no 9, pp. 1575-1584, April 2000.
[R7] Max Mignotte, Ch Collet , Patrick Pérez and Patrick Bouthemy, ''Hybrid genetic optimization and statistical model-based approach for the classification of shadow shapes in sonar imagery'', in IEEE Trans. on Pattern Analysis and Machine Intelligence - IEEE-PAMI, Vol. 22, no 2, pp. 129-141, February 2000.
[R6] Max Mignotte, Ch Collet, Patrick Pérez and Patrick Bouthemy, ''Three-class Markovian segmentation of high resolution sonar images'', in Journal of Computer Vision and Image Understanding – CVIU Vol.76, number 3, pp.191-204, December 1999.
[R5] Max Mignotte, Ch Collet , Patrick Pérez et Patrick Bouthemy, ''Sonar image segmentation using an unsupervised hierarchical MRF model'', in IEEE Trans. on Image Processing - IEEE-IP, Vol. 9, number 7, pp. 1-17, July 2000.
[R4] Ch Collet, Pierre Thourel, Patrick Pérez et Patrick Bouthemy, ''Une nouvelle approche en traitement d'images sonar haute résolution : la segmentation markovienne hiérarchique multimodèle'', Traitement du signal, Vol. 15, No 3, pp. 231-250, 1998.
[R3] Ch Collet, André Quinquis, ''Motion estimation methods and noisy phenomena'', Journal of Machine Vision and Applications , Vol. 7, pp. 247-258, 1994.
[R2] Ch Collet, André Quinquis, ''Estimation de la cinématique des fonds nuageux en imagerie infrarouge'', Revue Scientifique et Technique de la Défense , Vol. 2, pp. 33-43, 1994.
Other papers :
C. Gendrin, Y. Roggo, C. Collet, Self modelling curve resolution of Near Infrared Imaging Data, Proceedings of the ICNIRS 2007, Umea, Sweden to be published in a special issue of JNIRS (submitted august 2007, accepted February 2008)
C. Gendrin, Y. Roggo, C. Spiegel, C. Collet, “Monitoring galenical process development by near infrared chemical imaging: One case study”, European Journal of Pharmaceutics and Biopharmaceutics, 68 (2008), p. 828-837
C. Gendrin, Y. Roggo and C. Collet, Content uniformity of pharmaceutical solid dosage forms by near Infrared hyperspectral imaging: a feasibility study, Talanta , 73 , p. 733-741 , 2007
P. Brehmer, T. Lafont, S. Georgakarakos, Ch Collet, Omnidirectional multibeam sonar monitoring : application in fisheries science, Fish and Fisheries, 7 (3) : 165-179 Sept 2006
Hatt M, Lamare F, Boussion N, Turzo A, C. Collet, F. Salzenstein, Roux C, K. Carson, P. Jarritt, Cheze-Le Rest C, Visvikis D:Fuzzy hidden Markov chains segmentation for volume determination and quantitation in PET. Phys Med Biol, 2007,52,3467-3491,O,A,GB *, 2007
Hatt M, Boussion N, Lamare F, Collet C, Salzenstein F, Roux C, Bizais Y, Cheze-Le Rest C, Visvikis D: Fuzzy versus hard hidden markov chains segmentation for volume determination and quantitation in noisy PET images.. IEEE International Symposium on Biomedical Imaging, 2006,,1376-1379,A,A,GB,SP *, 2006
Hatt M, Boussion N, Lamare F, C. Collet, F. Salzenstein, Roux C, Bizais Y, Cheze-Le Rest C, Visvikis D: Fuzzy versus Hard Hidden Markov Chains Segmentation for Volume Determination and Quantitation in Noisy PET Images, 7th IEEE EMBS International Summer School on Biomedical Imaging, 2006
C. Gendrin, Y. Roggo, C. Collet, NIR technologies for Process Understanding, Informa life sciences, October 2007, Amsterdam, Netherlands, 2007
C. Gendrin, Y. Roggo, C. Collet, Blind Source Separation of NIR imaging data, 13th ICNIRS 2007, June 2007, Umea, Sweden, 2007
[C114] H. Gangloff, E. Monfrini , C. Collet, N. Chakfé, Unsupervised segmentation of stents corrupted by artifacts in medical X-ray images, International Conference on Image Processing Theory, Tools and Applications, Paris, France, novembre 2020
[C113] H. Gangloff, E. Monfrini , M. Ghariani , M. Ohana, C. Collet, N. Chakfé, Improved Centerline Tracking for new descriptors of atherosclerotic aortas, International Conference on Image Processing Theory, Tools and Applications, Paris, France, novembre 2020
[C112] H. Gangloff, J-B. Courbot, E. Monfrini , C. Collet, Spatial Triplet Markov Trees for auxiliary variational inference in Spatial Bayes Networks, Stochastic Modeling Techniques and Data Analysis, Barcelona, Spain, juin 2020
[C111] H. Gangloff, J-B. Courbot, E. Monfrini , C. Collet, Segmentation non-supervisée dans les champs de Markov couples gaussiens, GRETSI, Lille, France, août 2019
[C110] H. Gangloff, E. Monfrini , C. Collet, N. Chakfé, Segmentation de stents dans des données médicales à rayons-X corrompues par les artéfacts, GRETSI, Lille, France, août 2019
[C109] J-B. Courbot, E. Monfrini , V. Mazet, C. Collet, Triplet Markov trees for image segmentation, IEEE Statistical Signal Processing Workshop, Freiburg im Breisgau, Germany, juin 2018
[C108] H. Mortada, V. Mazet, C. Soussen , C. Collet, Spectroscopic Decomposition of Astronomical Multispectral Images Using B-splines, WHISPERS, Amsterdam, Netherlands, septembre 2018
[C107] H. Mortada, V. Mazet, C. Soussen , C. Collet, Separation of Delayed Parameterized Sources, EUSIPCO, Kos, Greece, août 2017
[C106] J-B. Courbot, E. Monfrini , V. Mazet, C. Collet, Arbres de Markov triplets pour la segmentation d'image, GRETSI, Juan-les-Pins, France, septembre 2017
[C105] H. Mortada, V. Mazet, C. Soussen , C. Collet, Séparation de sources retardées paramétriques, GRETSI, Juan-Les-Pins, France, septembre 2017
[C104] M. Ohana, A. Labani, M-Y. Jeung, C. Ludes, C. Roy, C. Collet, F. Heitz, F. Rousseau, V. Noblet. Image-domain advance denoising of ultra-low-dose unenhanced chest CT: quantitative and qualitative evaluation on 25 normal examinations, dans European Congress of Radiology, Vienne, Austria, mars 2016.
[C103] J-B. Courbot, E. Monfrini, V. Mazet, C. Collet. Oriented Triplet Markov Fields for Hyperspectral Image Segmentation, dans IEEE Workshop on Hyperspectral Imaging and Signal Processing: advances in Remote Sensing (WHISPERS), Los Angeles, United States, août 2016.
[C102] J.-B. Courbot, V. Mazet, E. Monfrini, Ch. Collet, Detection of Faint Extended Sources in Hyperspectral Data and Application to HDF-S MUSE Observations, IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2016, Shanghai, Chine (hal- 01266333) .
[C101] J.-B. Courbot, J. Courbot, E. Rust, E. Monfrini, Ch. Collet, 2-Step Robust Vertebra Segmentation, 5th International Conference on Image Processing Theory, Tools and Applications IPTA'15, Orléans, France, Orléans, France, page 6, November 2015.
[C100] J.-B. Courbot, E. Rust, E. Monfrini, Ch. Collet, Segmentation robuste de vertèbres, 25ème colloque sur le traitement du signal et des images, GRETSI'15, Lyon, France, September 2015, Lyon, France, September 2015.
[C99] O. Ahmad, Ch Collet, F. Salzenstein, Spatio-spectral Gaussian random field modeling approach for Target detection on hyperspectral data obtained in very low SNR, 22th IEEE International Conference on Image Processing ICIP'15 - Québec, Canada, Sept 2015
[C98] T-T. Ngo, Ch Collet, V. Mazet, Automatic rectangular building detection from VHR aerial imagery using shadow and image segmentation, 22th IEEE International Conference on Image Processing ICIP'15 - Québec, Canada, Sept 2015
[C97] A. Meffre, N. Lachiche, P. Gançarski, Ch. Collet. Détection de situations à risque basée sur des détecteurs de mouvement à domicile pour les personnes dépendantes, Extraction et Gestion des Connaissances (EGC'14), France, pages 577-580, January 2014
[C96] F. Lavigne, Ch Collet, J-P. Armspac ,3D+t Brain MRI Segmentation Using Robust 4D Hidden Markov Chain,36th Annual Int. Conference of IEEE Engineering in Medicine and Biology Society,EMBC-EMBS, Chicago USA, 2014
[C95] F. Lavigne, Ch Collet, J-P. Armspac, Segmentation 3D+t d’images IRM cérébrales par une chaîne de Markov 4Ds, 19ème congrès national sur la Reconnaissance de Formes et l'Intelligence Artificielle, RFIA 2014, Rouen, France, 2014
[C94] T.-T. Ngo, Ch Collet, V. Mazet, MRF and Dempster-Shafer theory for simultaneous shadow/vegetation detection on high resolution aerial color images, 21 th IEEE International Conference on Image Processing ICIP'14, Paris, France, 2014
[C93] T.-T. Ngo, Ch Collet, V. Mazet, Détection simultanée de l’ombre et la végétation sur des images aériennes couleur en haute résolution,19ème congrès national sur la Reconnaissance de Formes et l'Intelligence Artificielle, RFIA 2014, Rouen, France, 2014
[C92] A. Meffre, C. Collet, N. Lachiche, P. Gançarski, Suivi par filtrage particulaire pour la détection de chute par caméra vidéo,24ème colloque sur le traitement du signal et des images, GRETSI'13, Brest, France, 2013
[C91] D. Biediger, C. Collet, J-P. Armspach, Multiple Schlerosis Lesion detection with local multimodal markovian analysis and cellular automata 'GrowCut, Fourth International Conference in Computational Surgery and Dual Training, Harvard University, Boston, 2013
[C90] P. Roy, N. Lachiche, P. Gançarski, A. Meffre, C. Collet. Generic Architecture for Ambient Intelligence based on an Organizational Centered Multi-Agent Approach, International Workshop on Adaptable Service Delivery in Smart Environment (ASDiSE) 2012, 14th ACM International Conference on Ubiquitous Computing (UbiComp’12), United States, pages 786--789, September 2012.
[C89] J. Richard, R. Bacon, P. M. Weilbacher, O. Streicher, L. Wisotzki, E. C. Herenz, E. Slezak, M. Petremand, A. Jalobeanu, C. Collet, Reduction and Analysis of Muse data, Société Française d'Astronomie et d'Astrophysique, SF2A'12, 5-8 juin, Nice, France, 2012
[C88] A. Meffre, C. Collet, N. Lachiche, P. Gançarski. Real-Time Fall Detection Method Based on Hidden Markov Modelling, 5th International Conference on Image and Signal Processing (ICISP 2012), France, pages 521--530, Springer, Lecture Notes in Computer Science, Volume 7340, August 2012, doi:10.1007/978-3-642-31254-0_59.
[C87] A. Belghith, C. Collet, J-P. Armspach, Detection and identification of biomarker in biopsies using HR-MAS HSQC spectroscopy, 4th International Conference on Biomedical Engineering, Vietnam, January 2012
[C86] A. Belghith, C. Collet, J-P. Armspach, A unified framework for peak detection and alignment: application to HR-MAS 2D NMR spectroscopy, 6th International Con- ference on Mass Data Analysis of Images and Signals in Medicine, Biotechnology and Chemistry, MDA 2011, New York, États-Unis, septembre 2011
[C85] A. Belghith, C. Collet, J-P. Armspach, Change detection based on Support Vector Data Description handling dependency, 18 th IEEE International Conference on Image Processing, ICIP Bruxelle, Belgique, septembre 2011
[C84] A. Belghith, C. Collet, J-P. Armspach, A statistical framework for biomarker idendentification of biopsies using HR-MAS 2D NMR spectroscopy, 8th IEEE International Symposium on Biomedical Imaging, ISBI 2011, Chicago, États-Unis, mars 2011
[C83] X. Wu, S. Bricq, Ch Collet, "Brain MRI segmentation and lesion detection using Generalized Gaussian and Rician modeling", Image Processing (SPIE Conf.), Part of SPIE Medical Imaging 12 - 17 February 2011, Lake Buena Vista (Orlando), Florida, USA, 2011
[C82] E. FERRIERE, P.-A. DUC, S. MEI, B. VOLLMER, B. PERRET, C. COLLET, W. VAN DRIEL, F. BONNAREL, M. LOUYS, S. SABATINI, " Detection techniques of low surface brightness dwarf galaxies in the Virgo cluster using NGVS data", in A Universe of dwarf galaxie, 2010
[C81] B. Perret, S. Lefèvre, C. Collet and E. Slezak. From hyperconnections to hypercomponent tree : Application to document image binarization. In Workshop on Applications of Digital Geometry and Mathematical Morphology, aout 2010
[C80] B. Perret, S. Lefèvre, C. Collet and E. Slezak,"Connected component trees for multivariate image processing and applications in astronomy", IAPR, International Conference on Pattern Recognition, aout 2010.
[C79] A. Jalobeanu, M. Petremand, Ch Collet, "Bayesian fusion of hyperspectral astronomical images", Proc. of 30th workshop on Bayesian Inference and Maximum Entropy methods (MaxEnt'10), Chamonix, France, 2010
[C78] M. Petremand , M. Louys , Ch Collet , V. Mazet, A. Jalobeanu, F. Salzenstein, "New Bayesian Fusion Scheme and Visualization Tool for Astronomical Hyperspectral Data Cubes ", in Astronomical and Data Analysis, ADA'10 Monastir (Tunisie) , may 2010
[C77] A. Belghith, Ch Collet, "An evidence segmentation scheme for asthma detection using a priori wavelet respiratory sound information", in Proceedings of the SPIE, pp 753509, Vol. 7535 - 2010
[C76] A. Belghith, Ch Collet, Maximum likelihood detection and estimation of Bernoulli generalized gaussian processes with Non-gaussian colored noise, in The 7th international conference on Biomedical Engineering, Innsbruk, Austria - february 2010
[C75] B. Perret, V. Mazet, Ch Collet, E. Slezak, "Galaxy Decomposition in Multispectral Images Using Markov Chain Monte Carlo Algorithms", Scandinavian Conference on Image Analysis" in Oslo, Norway, on June 15-18 2009
[C74] V. Mazet, Ch Collet, B. Vollmer, "Decomposition and Classification of Spectral Lines in Astronomical Radio Data Cubes", Scandinavian Conference on Image Analysis" in Oslo, Norway, on June 15-18 2009
[C73] B. Perret, V. Mazet, Ch Collet, E. Slezak, "Décomposition d'images multispectrales de galaxies au moyen d'algorithmes de Monte Carlo par chaines de Markov", XXIIeme colloque GRETSI, Dijon, 8-11 sept 2009
[C72] S. Le Cam, Ch Collet, F. Salzenstein, "Detection de signaux non stationnaires par un graphe de Markov local en temps et sélectif en fréquence ", XXIIeme colloque GRETSI, Dijon, 8-11 sept 2009
[C71] V. Mazet, Ch Collet,B. Vollmer, "Décomposition et classification de composantes spectrales dans des cubes de données radio-astronomiques", XXIIeme colloque GRETSI, Dijon, 8-11 sept 2009
[C70] A. Belghith, Ch Collet , F. Salzenstein, S. LeCam, "Détection-estimation de processus Bernoulli-gaussien-généralisés à la présence d’un bruit coloré non-gaussien ", XXIIeme colloque GRETSI, Dijon, 8-11 sept 2009
[C69] A. Belghith, Ch Collet, "Segmentation of respiratory signals by Evidence Theory", 31st Annual International IEEE EMBS Conference of the IEEE Engineering in Medicine and Biology Society USA,September, 2-6, 2009.
[C68] F. Flitti , M. Bennamoun , D. Huynh , A. Bermak and Ch Collet, "Probabilistic Satellite Image Fusion ", CAIP The 13th International Conference on Computer Analysis of Images and Patterns, Springer Computer Science LNCS 5702, Germany, Sept. 2nd - 4th, 2009
[C67] S. Le Cam, Ch Collet, F. Salzenstein," Detection of transcient signals : local approach using a Markovian Tree Frequency Selectivity", 2009 IEEE International Workshop on MACHINE LEARNING FOR SIGNAL PROCESSING, Formerly the IEEE Workshop on Neural Networks for Signal Processing, September 2-4 2009, Grenoble, France
[C66] S. Le Cam, A. Belghith, F. Salzenstein, Ch Collet, " Wheezing sounds detection using multivariate Generalized Gaussian distributions ", IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP'09, April 18-25th, 2009, Taipei, Taiwan
[C64] S. Bricq, Ch Collet and J. Armspach, " MS Lesion Segmentation based on Hidden Markov Chains", MICCAI : 11 th International conference on medical image computing and computer assisted intervention, New-York September 6-10, 2008 – Paper selected for “a grand challenge : 3D segmentation in the clinic''
[C63] B. Perret, S. Lefevre, Ch Collet, B. Vollmer, " Astronomical Object Detection with a Robust Hit-or-Miss Transform ", 16th European Signal Processing Conference, EUSIPCO'08, August 25-29 2008, Lausanne, Suisse.
[C62] S. Bricq, Ch Collet, J.-P Armspach "Markovian Segmentation of 3D brain MRI to detect multiple sclerosis lesions ", IEEE International Conference on Image Processing ICIP''08, October 12-15 2008, San Diego, CA, USA.
[C61] S. Bricq, Ch Collet, J.-P Armspach "Lesions detection on 3D brain MRI using trimmed likelihood estimator and probabilistic atlas ", Fifth IEEE International Symposium on Biomedical Imaging ISBI'08, May 14-16 2008, Paris, France.
[C60] S. Bricq, Ch Collet, J.-P Armspach "Lesions detection on 3D brain MRI based on Robust Hidden Markov Chain ", ISMRM 2008 Annual Meeting in Toronto, Ontario, Canada.
[C59] S. Bricq, Ch Collet, J.-P Armspach "3D brain MRI segmentation based on robust Hidden Markov Chain", IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP'08, March 30 - April 4, 2008, Las Vegas, Nevada, USA
[C58] Steven LE CAM, Ch Collet, Fabien SALZENSTEIN, "Acoustical respiratory signal analysis and phase detection", IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP'08, March 30 - April 4, 2008, Las Vegas, Nevada, USA
[C57] M. Louys, B. Perret, B. Vollmer, F. Bonnarel, S. Lefevre, Ch Collet "LSB Galaxies Detection Using Markovian Segmentation on Astronomical Images", Astronomical Data Analysis Software and Systems XVII, ASP Conference Series, Vol. XXX, London, UK, 2008
[C56] S. Bricq, Ch Collet, J.-P Armspach, "Segmentation multimodale d'IRM cérébrales avec effet de volume partiel par Chaînes de Markov Cachées", ORASIS 2007 - Onzième congrès francophone des jeunes chercheurs en vision par ordinateur, Obernai, France, - 4-8 juin 2007
[C55] Ch Collet, J. Zallat, F. Flitti, "Simultaneous reduction-segmentation for multi-component Stokes-Mueller imaging ", PSIP 2007 - Physics in Signal and Image Processing - 31 jan.-2 fev. 2007
[C54] F. Genova, M. Petremand, F. Bonnarel, M. Louys, Ch. Collet, "Reduction and segmentation of hyperspectral data cubes ", Astronomical Data Analysis Software & Systems XVI - 15-18 October 2006, Tucson, Arizona, USA
[C53] A. Jalobeanu, Ch Collet, F. Salzenstein, M. Louys, J. Guttierez, "Multisources data fusion and super-resolution from astronomical images", Statistical Challenge in Modern Astronomy: SCMA'06, June 12-15, Penn State University, Pennsylvania, USA, 2006. Published in Statistical Challenges in Modern Astronomy IV, 2007, G . J. Babu and E. D. Feigelson (eds.), San Francisco:Astron. Soc. Pacific
[C52] M. Petremand, Ch Collet, F. Flitti, "Bayesian detection of low surface brightness galaxies", Statistical Challenge in Modern Astronomy: SCMA'06, June 12-15, Penn State University, Pennsylvania, USA, 2006. Published in Statistical Challenges in Modern Astronomy IV, 2007, G . J. Babu and E. D. Feigelson (eds.), San Francisco:Astron. Soc. Pacific
[C51] E. Aptoula, S. Lefevre and Ch Collet, Mathematical Morphology applied to the segmentation and classification of galaxies in multispectral images, European Signal Processing Conference : EUSIPCO'06, September 4-8, Florence, Italy, 2006.
[C50] F. Flitti, Ch Collet, Markov Regularization of Mixture of Latent variable Models for Multi-component Image Unsupervised Joint Reduction/Segmentation, The 9 th International Conference on Information Fusion, Fusion'06, Florence, Italy, 10-13 July 2006.
[C49] S. Bricq, Ch Collet, J.-P. Armspach, Triplet Markov Chain for 3D MRI Brain Segmentation Using a Probabilistic Atlas, IEEE 2006 International Symposium on Biomedical Imaging, April 6-9, ISBI'06, 2006.
[C48] M. Hatt, N. Boussion, F. Lamare, Ch Collet, F. Salzenstein, C. Roux, Y. Bizais, C. Cheze-Le Rest, D. Visvikis, Fuzzy versus hard HMC segmentation for volume determination and quantitation in noisy pet images, IEEE 2006 International Symposium on Biomedical Imaging, April 6-9, ISBI'06, 2006.
[C47] F. Flitti, Ch Collet, E. Slezak , Astronomical multiband image fusion and restoration using pyramidal analysis and markovian segmentation", Eighth International Conference on Information Fusion , ISIF'05, Philadelphia, PA, USA, July 25-29, 2005
[C46] F. Flitti, Ch Collet, A. Joannic-Chardin, "Unsupervised Multiband Image Segmentation using Hidden Markov Quadtree and Copulas", International Conference on Image Processing ICIP'05, Genova, Italy, 11-14 September 2005.
[C45] F. Flitti, Ch Collet, E. Slezak , " Wavelet domain astronomical multiband image fusion and restoration using Markov quadtree and copulas ", 13th European Signal Processing Conference, EUSIPCO'05, Antalya, Turkey, Sept 4-8, 2005
[C44] Ch Collet, F. Flitti, " Variations on Markovian Quadtree Model for Multiband Astronomical Image Analysis", Int. Symp. on applied stochastic models and data analysis, ASMDA’05, Invited paper, Brest- Le Quartz, 17 mai - 20 mai 2005
[C43] F. Flitti, Ch Collet, B. Vollmer and F. Bonnarel, " Data reduction of hyperspectral radio-astronomical images for galaxy cluster segmentation", Fourth Int. Conference on Physics in Signal and Image Processing, PSIP'2005, Toulouse, France, Jan. 31-Feb. 2, 2005
[C42] M. Petremand, Ch Collet, M. Louys and F. Bonnarel, " Color Representation for Multiband Images thanks to Bayesian Classifier", Astronomical Data Analysis III , 28 April - 1 May, 2004 Sant'Agata sui due Golfi (NA) Italy, April 2004
[C41] Ch. Collet, “Hierarchical approaches for Bayesian Inference in Astronomy”, Distributed Processing, Transfer, Retrieval, Fusion and Display of Images and Signals: High Resolution and Low Resolution in Data and Information Grids. iAstro workshop and MC meeting, Granada, Spain, February 21-22, 2003. http://decsai.ugr.es/iAstro/programme.html
[C40b] A. Al Falou, A. Boumezzough, Ch Collet, “Experimental results of the implementation for optical compressing and multiplexing method”, Conference 5202, Optical Information System, 4-5 August 2003, Proceedings of SPIE Vol. #5202 [5202-46].
[C40a] A. Boumezzough, A. Al Falou, and C. Collet “ Optical image compression based on filtering of the redundant information in Fourier domain with a segmented amplitude mask (SAM) ”, CSIMTA’04 (IEEE), Cherbourg, 19-22 September 2004.
[C39] Ch. Collet, M. Louys, C. Bot, A. Oberto, “Markov Model for Multispectral Image analysis : application to Small Magellanic Cloud segmentation“, International Conference on Image Processing ICIP'03, Barcelona, Spain, September 2003.
[C38] Farid Flitti, Ch Collet, François Bonnarel “Reduction methods for multispectral image analysis “, iAstro Workshop – COST action 283, Computational and Information infrastructure in the Astronomical DataGrid, Nice Observatory - 16/17 October 2003
[C37] Farid Flitti, Ch Collet, “ACP et ACI pour la réduction de données en imagerie astronomique multispectrale », 19ème colloque sur le traitement du signal et des images, GRESTI, Paris, France septembre, 2003
[C36] M. Louys, C. Bot, A. Oberto, Ch Collet, “Multiwavelength image analysis of the Small Magellanic Cloud using hierarchical Markovian segmentation », third workshop on Physics in Signal and Image Processing, PSIP 2003, Grenoble, France 29-31 january, 2003
[C35] Ch Collet, M. Louys, A. Oberto, F. Bonnarel, “Hierarchical Markovian Segmentation of Images with Missing Data » iAstro workshop, Strasbourg Observatory, 28-29 Nov. 2002
[C34] Fionn Murtagh, Ch Collet, M. Louys, J.-L Starck, “Multiresolution Filtering and Segmentation of Multispectral Images '', SPIE Proc. Vol. 4847, pp. 1-8, Astronomical Data Analysis II," J.-L. Stark and F. Murtagh, Eds, Waikoloa, Hawaii, USA, August 2002
[C33] Ch Collet, M. Louys, J.-N Provost and A. Oberto, ''Fusion of Astronomical Multiband Images on a Markovian Quadtree'', Information Fusion, http://www.fusion2002.org/, Annapolis, Maryland, USA, July 2002
[C32] Ch Collet, Stéphane Fily et P.-Y. LeBas , ''Analyse statistique de séquences d'images : Application au sondeur multifaisceaux'', 5ème journée d'Etude Acoustique Sous-Marine, IEEE Oceanic Engineering Society, Ed. Ifremer, décembre 2000, Brest, France
[C31] Ch Collet, Pierre Thourel, Patrick Pérez and Patrick Bouthemy , ''Sonar Picture Segmentation using Markovian Multigrid or Multiresolution Algorithms'', in SPIE Papers on CD-ROM series, edited by Dr. Gerhard Ritter - Univ. of Florida, Vol 8: Mathematical Imaging and Vision, December 1999.
[C30] J.-N Provost, Philippe Rostaing and Ch Collet, ''A hierarchical Markovian segmentation algorithm based on a hept-tree structure'', European Signal Processing Conference EUSIPCO'2000 , Tampere, Finland, September 2000.
[C29] Ch Collet, J.-N Provost, P. Rostaing, P. Pérez and P. Bouthemy, ''SPOT Satellite Data and In Situ Measurements for Bathymetric Mapping'', in International Conference on Image Processing it ICIP'2000, Vancouver, Canada, September 2000.
[C28] Ch Collet, Ronan Fablet, ''Motion Estimation on Infrared Image Sequences'', in SPIE'AeroSense'99 - Targets and Backgrounds, Vol. 3699, Orlando, USA, April 1999.
[C27] Ronan Fablet, Philippe Rostaing and Ch Collet, ''Motion Segmentation and Cloud Tracking on Noisy Infrared Image Sequences'', in Visual Communications and Image Processing'99 - SPIE Conference 3646, Vol. 3653-129, pp. 1277-1286, Denver, USA, January 1999.
[C26] P. Rostaing, J.-N Provost and Ch. Collet, ''Unsupervised multispectral image segmentation using generalized gaussian model'', in International Workshop EMMCVPR'99 : Energy Minimisation Methods in Computer Vision and Pattern Recognition (Springer editor), Lecture Notes on Computer Science 1654, pp.142-156, York, England, July 1999.
[C25] J.-N Provost, Ch. Collet , Patrick Pérez and Patrick Bouthemy, ''A hierachical unsupervised multispectral model to segment SPOT images for ocean cartography'', in Proc.IEEE International Conference on Image Processing ICIP'99, CD-ROM, Kobe, Japan, septembre 1999.
[C24] J.-N Provost, Ch. Collet , Patrick Pérez et Patrick Bouthemy, ''Segmentation non-supervisée d'images multispectrales SPOT : Application à la cartographie maritime'', 17ème colloque sur le traitement du signal et des images GRETSI'99, Vol.1, pp. 27-30, Vannes, France, septembre 1999.
[C23] J.-N Provost, Ch. Collet , Patrick Pérez et Patrick Bouthemy, ''Segmentation d'images radiométriques multispectrales pour l'obtention de cartes bathymétriques'', Actes des Journées Francophones des jeunes chercheurs en analyse d'images et perception visuelle - Orasis'99, Vol. 1, pp.311-320, Aussois, France, avril 1999.
[C22] J.-N Provost, Ch Collet , Patrick Pérez and Patrick Bouthemy, ''Unsupervised Multispectral Segmentation of Spot Images applied to Nautical Cartography'', in IEEE-EURASIP Workshop on Nonlinear Signal and Image Processing (NSIP'99), Antalya, Turkey, June 1999.
[C21] Ch. Collet, J.M. Burel and E. Borderie, ''Multiscale Discriminant Analysis for Texture Classification on High Resolution Sonar Images '', in Int. Offshore and Polar Engineering Conference and Exhibition ISOPE'99, Vol. IV pp. 590-593, Brest, France, juin 1999.
[C20] Jérôme Lemoyne, Ch Collet, ''Seafloor Texture Classification with a Multiscale Discriminant Analysis on High Resolution Sonar Images'', in IAPR-Machine Vision and Applications conference, MVA'98, 17-19 Nov Makuhari Chiba Japon, 1998.
[C19] Max Mignotte, Ch Collet , Patrick Pérez and Patrick Bouthemy, ''Markov Random Field Models and Fuzzy Formalism-Based Data Modeling for the Sea-bed Classification in Sonar Imagery'', in SPIE International Society for Optical Engineering - Mathematical modeling, Bayesian estimation and Inverse problems (SD88-SPIE), Denver, USA, July 1999.
[C18] Max Mignotte, Ch Collet , Patrick Pérez and Patrick Bouthemy, ''Bayesian Inference and Optimization Strategies for some Detection and Classification Problems in Sonar Imagery'', in SPIE International Society for Optical Engineering - Non linear image processing, Vol. 3646-02 , pp. 14-27, San Jose, USA, January 1999.
[C17] Max Mignotte, Ch Collet , Patrick Pérez and Patrick Bouthemy, ''Statistical model and genetic optimization: application to pattern detection in sonar images'', in 23th IEEE Int. conference on Acoustics, Speech, and Signal Processing, ICASSP'98, Vol. 5, pp. 2541-2544, Seattle, USA, May 1998.
[C16] Max Mignotte, Ch Collet , Patrick Pérez and Patrick Bouthemy, ''Unsupervised Hierarchical Markovian Segmentation of Sonar Images'', in International Conference on Image Processing ICIP'97, Vol. 3, paper No 528, Santa Barbara, USA, October 1997.
[C15] Max Mignotte, Ch Collet , Patrick Pérez and Patrick Bouthemy, ''Unsupervised Markovian Segmentation of Sonar Images'', in IEEE Int. conference on Acoustics, Speech, and Signal Processing, ICASSP'97, Vol. 4, pp. 2781-2785, München, Deutchland, 1997.
[C14] Hélène Thomas, Ch Collet, Koffi Yao and Gilles Burel , ''Some improvements of a rotation invariant autoregressive method : Application to the neural classification of noisy sonar images'', IXeme European Signal Processing Conference - EUSIPCO'98, Vol. 4, pp. 2001-2004, Rhodes Island, Greece, September 1998.
[C13] Max Mignotte, Ch Collet , Patrick Pérez and Patrick Bouthemy , ''Unsupervised Segmentation applied on Sonar Images'' in Proc. International Workshop EMMCVPR'97 : Energy Minimisation Methods in Computer Vision and Pattern Recognition, Vol. 1223, pp. 491-506, Springer Editor , Venice, Italy, May 1997.
[C12] Hélène Thomas, Ch Collet, Koffi Yao et Gilles Burel , ''Classification neuronale des fonds marins par modélisation autorégressive bidimensionnelle'', 16ème colloque sur le traitement du signal et des images GRETSI'97, Vol. 1, pp. 925-928, Grenobles, France, septembre 1997.
[C11] Ch Collet, Pierre Thourel, Patrick Pérez and Patrick Bouthemy , ''Sonar Picture Segmentation using Markovian Multigrid or Multiresolution Algorithms'', in Electronic Imaging: Sciences and Technology EI'97 - SPIE's 9th Annual Symposium, Vol. 3026, pp. 221-232, San Jose, USA, February 1997.
[C10] F. Schmitt, M. Mignotte, Ch Collet and P. Thourel, ''Estimation of noise parameters on SONAR images'', in SPIE International Society for Optical Engineering - Technical Conference on Application of Digital Image Processing XIX - SPIE'96 , Vol. 2823, pp. 1-12, Denver, USA, August 1996.
[C9] F. Schmitt, L. Bonnaud and Ch Collet, ''Contrast Control for Sonar Pictures'', in SPIE International Society for Optical Engineering - Technical Conference on Application of Digital Image Processing XIX - SPIE'96 , Vol. 2847, pp. 70-82, Denver, USA, August 1996.
[C8] Ch Collet, Pierre Thourel, Patrick Pérez and Patrick Bouthemy , ''Hierarchical MRF modeling for sonar picture segmentation'', in Proc. IEEE International Conference on Image Processing ICIP'96 , Vol. 3, pp. 979-982, Lausanne, Suisse, September 1996.
[C7] Pierre Thourel, Ch Collet , Patrick Bouthemy and Patrick Pérez, ''Multiresolution analysis and MRF modeling applied to the segmentation of shadows in sonar pictures'', in Proc. 2nd Asian Conference on Computer Vision , Vol. 2, pp. 81-85, Singapore, 1995.
[C6] Ch Collet, Pierre Thourel, Patrick Bouthemy and Patrick Pérez, ''Détection d'ombres sur images sonar par une analyse multirésolution et une modélisation markovienne'', it 15ème Colloque sur le Traitement du Signal et des Images, GRETSI'95, Vol. 1, pp.569-572, Juan-Les-Pins, France, septembre 1995.
[C5] André Quinquis, Ch Collet, ''Noisy phenomenom in motion estimation'', in Time-varying image processing and moving object recognition , Vol. 3, pp. 311-319, Elsevier Science B.V., V. Cappellini, 1994.
[C4] Ch Collet, Pierre Thourel, ''Active Contour Models for Infrared Cloudy Shapes Segmentation'', in OCEAN 94 , Vol. 1, pp. 444-448, Brest, France, 1994.
[C3] Ch Collet, André Quinquis, ''Velocity Mapping of Infrared Cloudy Skies'', in SPIE International Society for Optical Engineering , Vol. 1969, pp. 245-255, Orlando, USA, 1993.
[C2] Ch Collet, André Quinquis, ''Cloudy sky velocity map based on matched filter'', in IAPR workshop on Machine Vision Application , Vol. 1, pp. 325-328, Tokyo, Japan, 1992.
[C1] Ch Collet, André Quinquis, J.-M. Boucher, ''Cloudy sky velocity estimation based on optical flow estimation leading with an entropy criterion'', in International Conference on Pattern Recognition-IAPR 92 , pp. 160-163, La Hayes, 1992.
[RC8] C. Collet, J-N Provost, P. Rostaing, ''Extraction de cartes bathymétriques à l'aide d'observations multispectrales SPOT '', Rapport final - Contrat EPSHOM-ARMINES 99.87.058.00.470.29.25, Vol. II, mars 2000
[RC7] C. Collet, J-N Provost, P. Rostaing, ''Extraction de cartes bathymétriques à l'aide d'observations multispectrales SPOT '', Rapport intermédiaire - Contrat EPSHOM-ARMINES 99.87.058.00.470.29.25, Vol. I, décembre 1999
[RC6] H. Thomas, C. Collet, K. Yao, ''Contribution à la reconnaissance des fonds marins en imagerie sonar'', Rapport de contrat GESMA-UBO-GTS, Juin 1998
[RC5] H. Thomas, C. Collet, K. Yao, ''Modélisation autorégressive invariante en rotation et réseau de neurones pour une reconnaissance automatique des fonds marins en imagerie sonar'', Rapport de contrat GESMA-UBO-GTS, RI20, Juin 1997
[RC4] H. Thomas, C. Collet, K. Yao, ''Bilan de la modélisation autorégressive bidimensionnelle comme méthode de caractérisation des fonds marins en imagerie SONAR'', Rapport de contrat GESMA-UBO-GTS, RI9, Juin 1996
[RC3] C. Collet, P. Thourel, ''Segmentation d'images sonar par modélisation markovienne hiérarchique et analyse multirésolution '', Rapport de Contrat DRET 951093J, pp. 1-19
[RC2] A. Quinquis, C. Collet, ''Cinématique des fonds nuageux en imagerie infrarouge'', Rapport de Contrat DRET 901066J, Vol. II, 1992 1, 1990
[RC1] A. Quinquis, C. Collet, ''Cinématique des fonds nuageux en imagerie infrarouge'', Rapport de Contrat DRET 901066J, Vol. I, 1991