@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{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{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 }
}
@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{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{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{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{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{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 }
}
@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{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-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{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{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 }
}
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