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Publications ~ Classification Tuesday, November 12th 2024, 16:03

Publications about Classification

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3 Articles
1 - Unsupervised amplitude and texture classification of SAR images with multinomial latent model.
K. Kayabol and J. Zerubia. IEEE Trans. on Image Processing, 22(2): pages 561-572, February 2013.
Keywords : COSMOSkyMed, Classification EM, High resolution SAR, Jensen-Shannon criterion, Classification, Multinomial logistic.
2 - A study of Gaussian mixture models of colour and texture features for image classification and segmentation.
H. Permuter and J.M. Francos and I. H. Jermyn. Pattern Recognition, 39(4): pages 695--706, April 2006.
Keywords : Classification, Segmentation, Texture, Colour, Gaussian mixture, Decison fusion.
3 - Supervised Segmentation of Remote Sensing Images Based on a Tree-Structure MRF Model.
G. Poggi and G. Scarpa and J. Zerubia. IEEE Trans. Geoscience and Remote Sensing, 43(8): pages 1901-1911, August 2005.
Keywords : Classification, Segmentation, Markov Fields.

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7 PhD Thesis and Habilitations
1 - Shape recognition for image scene analysis.
M. S. Kulikova. PhD Thesis, Universite de Nice - Sophia-Antipolis, December 2009.
Keywords : tree crown , Classification, Shape, multiple object extraction, Marked point process, Shape prior.
2 - Détection et classification de changements sur des scènes urbaines en télédétection.
A. Fournier. PhD Thesis, Institut Supérieur de l'Aéronautique et de l'Espace, October 2008.
Keywords : détection de changements, Satellite images, lignes de niveau, Classification, Urban areas, statistiques directionnelles.
3 - Détection de zones brûlées après un feu de forêt à partir d'une seule image satellitaire SPOT 5 par techniques SVM.
O. Zammit. PhD Thesis, Universite de Nice Sophia Antipolis, September 2008.
Keywords : Classification, Satellite images, Burnt areas, Forest fires, Support Vector Machines, Region Growing.
Copyright :
4 - Indexing of satellite images using structural information.
A. Bhattacharya. PhD Thesis, Ecole Nationale Supérieure des Télécommunications, 2007.
Keywords : Landscape, Segmentation, Features, Extraction, Classification, Data mining.
5 - Contribution à l'Analyse de Textures en Traitement d'Images par Méthodes Variationnelles et Equations aux Dérivées Partielles.
J.F. Aujol. PhD Thesis, Universite de Nice Sophia Antipolis, June 2004.
Keywords : Image decomposition, Classification, Restoration, Fonctional analysis, Bounded Variation Space, Sobolev space.
6 - Analyse de texture dans l'espace hyperspectral par des méthodes probabilistes.
G. Rellier. PhD Thesis, Universite de Nice Sophia Antipolis, November 2002.
Keywords : Hyperspectral imaging, Texture, Classification, Markov Fields.
7 - Contribution à la classification d'images satellitaires par approche variationnelle et équations aux dérivées partielles.
C. Samson. PhD Thesis, Universite de Nice Sophia Antipolis, September 2000.
Keywords : Classification, Restoration, Level sets, Active contour.

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12 Conference articles
1 - Synthetic Aperture Radar Image Classification via Mixture Approaches.
V. Krylov and J. Zerubia. In Proc. IEEE International Conference on Microwaves, Communications, Antennas and Electronic Systems (COMCAS), Tel Aviv, Israel, November 2011.
Keywords : Synthetic Aperture Radar (SAR), remote sensing, high resolution, Classification, finite mixture models, generalized gamma distribution.
Copyright : IEEE
2 - SAR image classification with non- stationary multinomial logistic mixture of amplitude and texture densities.
K. Kayabol and A. Voisin and J. Zerubia. In Proc. IEEE International Conference on Image Processing (ICIP), pages 173-176, Brussels, Belgium, September 2011.
Keywords : High resolution SAR images, Classification, Texture, Multinomial logistic, Classification EM algorithm.
3 - Classification bayésienne supervisée d’images RSO de zones urbaines à très haute résolution.
A. Voisin and V. Krylov and J. Zerubia. In Proc. GRETSI Symposium on Signal and Image Processing, Bordeaux, September 2011.
Keywords : SAR Images, Classification, Urban areas, Markov Fields, Hierarchical models.
4 - Morphological road segmentation in urban areas from high resolution satellite images.
R. Gaetano and J. Zerubia and G. Scarpa and G. Poggi. In International Conference on Digital Signal Processing, Corfu, Greece, July 2011.
Keywords : Segmentation, Classification, skeletonization , pattern recognition, shape analysis.
5 - Multichannel SAR Image Classification by Finite Mixtures, Copula Theory and Markov Random Fields.
V. Krylov and G. Moser and S.B. Serpico and J. Zerubia. In Proc. of Bayesian Inference and Maximum Entropy Methods in Science and Engineering (MaxEnt 2010), Vol. 1305, pages 319-326, Chamonix, France, July 2010.
Keywords : multichannel SAR, Classification, probability density function estimation, Markov random field, copula.
Copyright : AIP
6 - Unsupervised One-Class SVM Using a Watershed Algorithm and Hysteresis Thresholding to Detect Burnt Areas.
O. Zammit and X. Descombes and J. Zerubia. In Proc. International Conference on Pattern Recognition and Image Analysis (PRIA), Nizhny Novgorod, Russia, September 2008.
Keywords : Classification, Segmentation, Support Vector Machines, Burnt areas, Forest fires, Satellite images.
Copyright :
7 - Combining One-Class Support Vector Machines and hysteresis thresholding: application to burnt area mapping.
O. Zammit and X. Descombes and J. Zerubia. In Proc. European Signal Processing Conference (EUSIPCO), Lausanne, Switzerland, August 2008.
Note : to appear.
Keywords : Classification, Satellite images, Support Vector Machines, Burnt areas, Forest fires, Clustering.
Copyright :
8 - Indexing of mid-resolution satellite images with structural attributes.
A. Bhattacharya and M. Roux and H. Maitre and I. H. Jermyn and X. Descombes and J. Zerubia. In The International Society for Photogrammetry and Remote Sensing, Beijing, China, July 2008.
Keywords : Landscape, Segmentation, Features, Extraction, Classification, Modelling.
9 - Mixing Geometric and Radiometric Features for Change Classification.
A. Fournier and X. Descombes and J. Zerubia. In Proc. SPIE Symposium on Electronic Imaging, San Jose, USA, January 2008.
Keywords : Change detection, directional Statistics, polygonal approximation, Classification.
Copyright : Copyright 2008 SPIE and IS&T. This paper was published in the proceedings of IS&T/SPIE 20th Annual Symposium on Electronic Imaging and is made available as an electronic reprint (preprint) with permission of SPIE and IS&T. One print or electronic copy may be made for personal use only. Systematic or multiple reproduction, distribution to multiple locations via electronic or other means, duplication of any material in this paper for a fee or for commercial purposes, or modification of the content of the paper are prohibited.
10 - Apprentissage non supervisé des SVM par un algorithme des K-moyennes entropique pour la détection de zones brûlées.
O. Zammit and X. Descombes and J. Zerubia. In Proc. GRETSI Symposium on Signal and Image Processing, Troyes, France, September 2007.
Keywords : Satellite images, Forest fires, Burnt areas, Classification, Support Vector Machines, Learning base.
11 - Assessment of different classification algorithms for burnt land discrimination.
O. Zammit and X. Descombes and J. Zerubia. In Proc. IEEE International Geoscience and Remote Sensing Symposium (IGARSS), pages 3000-3003, Barcelone, Spain, July 2007.
Keywords : Satellite images, Burnt areas, Support Vector Machines, Forest fires, Classification.
Copyright : IEEE
12 - Gaussian Mixture Models of Texture and Colour for Image Database Retrieval.
H. Permuter and J.M. Francos and I. H. Jermyn. In Proc. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Hong Kong, April 2003.
Keywords : Texture, Gaussian mixture, Classification, Aerial images.

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12 Technical and Research Reports
1 - On the Method of Logarithmic Cumulants for Parametric Probability Density Function Estimation.
V. Krylov and G. Moser and S.B. Serpico and J. Zerubia. Research Report 7666, INRIA, July 2011.
Keywords : Probability density function, Parameter estimation, generalized gamma distribution, K-distribution, Synthetic Aperture Radar (SAR), Classification.
Copyright : INRIA/ARIANA
2 - Unsupervised amplitude and texture based classification of SAR images with multinomial latent model.
K. Kayabol and J. Zerubia. Research Report 7700, INRIA, July 2011.
Keywords : High resolution SAR, Classification, Texture.
3 - Support Vector Machines for burnt area discrimination.
O. Zammit and X. Descombes and J. Zerubia. Research Report 6343, INRIA, November 2007.
Keywords : Forest fires, Burnt areas, Satellite images, Support Vector Machines, Classification.
4 - Noyaux Texturaux pour les Problèmes de Classification par SVM en Télédétection.
F. Lafarge and X. Descombes and J. Zerubia. Research Report 5370, INRIA, France, December 2004.
Keywords : Support Vector Machines, Classification, Forest fires, Urban areas, Learning base, Markov Fields.
5 - A Binary Tree-Structured MRF Model for Multispectral Satellite Image Segmentation.
G. Scarpa and G. Poggi and J. Zerubia. Research Report 5062, INRIA, France, December 2003.
Keywords : Bayesian estimation, Classification, Markov Fields, Hierarchical models.
6 - Image Decomposition : Application to Textured Images and SAR Images.
J.F. Aujol and G. Aubert and L. Blanc-Féraud and A. Chambolle. Research Report 4704, INRIA, France, January 2003.
Keywords : Total variation, Bounded Variation Space, Texture, Classification, Restoration, Synthetic Aperture Radar (SAR).
7 - Supervised Classification for Textured Images.
J.F. Aujol and G. Aubert and L. Blanc-Féraud. Research Report 4640, Inria, France, November 2002.
Keywords : Texture, Classification, Wavelets, Partial differential equation, Level sets.
8 - Gamma-Convergence of Discrete Functionals with non Convex Perturbation for Image Classification.
G. Aubert and L. Blanc-Féraud and R. March. Research Report 4560, Inria, France, September 2002.
Keywords : Generalised Gaussians, Classification, Regularization.
9 - Analyse de Texture Hyperspectrale par Modélisation Markovienne.
G. Rellier and X. Descombes and F. Falzon and J. Zerubia. Research Report 4479, INRIA, France, June 2002.
Keywords : Classification, Markov Fields, Texture, Hyperspectral imaging.
10 - La poursuite de projection pour la classification d'image hyperspectrale texturée.
G. Rellier and X. Descombes and F. Falzon and J. Zerubia. Research Report 4152, Inria, France, March 2001.
Keywords : Classification, Texture, Hyperspectral imaging, Markov Fields.
11 - Classification d'Images Multibandes par Modèles Variationnels.
C. Samson and L. Blanc-Féraud and G. Aubert and J. Zerubia. Research Report 4010, Inria, September 2000.
Keywords : Variational methods, Classification, Active contour, Level sets, Gamma Convergence.
12 - Image Classification Using a Variational Approach.
C. Samson and L. Blanc-Féraud and G. Aubert and J. Zerubia. Research Report 3523, Inria, October 1998.
Keywords : Classification, Variational methods.

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