DocumentCode :
3071235
Title :
The Hotelling-Lawley trace statistic for change detection in polarimetric SAR data under the complex Wishart distribution
Author :
Akbari, Vahid ; Anfinsen, Stian Normann ; Doulgeris, Anthony P. ; Eltoft, T.
Author_Institution :
Dept. of Phys. & Technol., Univ. of Tromso, Tromso, Norway
fYear :
2013
fDate :
21-26 July 2013
Firstpage :
4162
Lastpage :
4165
Abstract :
In this paper we propose a new test statistic for unsupervised change detection in polarimetric synthetic aperture radar (Pol-SAR) data. We work with multilook complex (MLC) covariance matrix data, whose underlying model is assumed to be the scaled complex Wishart distribution. We use the complex kind Hotelling-Lawley (HL) trace statistic for measuring the similarity of two covariance matrices. The sampling distribution of the HL trace is approximated by a Fisher-Snedecor distribution, which is used to define the significance level of a constant false alarm rate change detector. The performance of the proposed method is tested on simulated and real PolSAR data sets and compared to the likelihood ratio test statistic.
Keywords :
radar polarimetry; synthetic aperture radar; Fisher-Snedecor distribution; Hotelling-Lawley trace statistic; PolSAR data sets; complex Wishart distribution; constant false alarm rate change detector; likelihood ratio test statistic; multilook complex covariance matrix data; polarimetric SAR data; synthetic aperture radar; unsupervised change detection; Approximation methods; Covariance matrices; Data models; Remote sensing; Sociology; Sparse matrices; Synthetic aperture radar; Hotelling-Lawley trace; change detection; complex Wishart distribution; radar polarimetry; synthetic aperture radar; test statistic;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Geoscience and Remote Sensing Symposium (IGARSS), 2013 IEEE International
Conference_Location :
Melbourne, VIC
ISSN :
2153-6996
Print_ISBN :
978-1-4799-1114-1
Type :
conf
DOI :
10.1109/IGARSS.2013.6723750
Filename :
6723750
Link To Document :
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