DocumentCode :
3534042
Title :
Unsupervised classification using polarimetric decomposition and complex Wishart classifier
Author :
Lee, J.S. ; Grunes, M.R. ; Ainsworth, T.L. ; Du, L. ; Schuler, D.L. ; Cloude, S.R.
Author_Institution :
Remote Sensing Div., Naval Res. Lab., Washington, DC, USA
Volume :
4
fYear :
1998
fDate :
6-10 Jul 1998
Firstpage :
2178
Abstract :
The authors propose a new method for unsupervised classification of terrain types and man-made objects using polarimetric SAR data. This technique is a combination of the unsupervised classification based on the polarimetric target decomposition (Cloude and Pottier, 1997) and the maximum likelihood classifier based on the complex Wishart distribution (Lee et al., 1994). The advantage of this approach is that clusters may be identified by the scattering mechanisms from the target decomposition. The effectiveness of this algorithm is demonstrated using JPL/AIRSAR and SIR-C polarimetric SAR images
Keywords :
geophysical signal processing; geophysical techniques; image classification; radar imaging; radar polarimetry; remote sensing by radar; synthetic aperture radar; SAR; algorithm; complex Wishart classifier; geophysical measurement technique; image classification; land surface; land use; man-made object; maximum likelihood classifier; polarimetric SAR; polarimetric decomposition; polarimetric target decomposition; radar imaging; radar polarimetry; radar remote sensing; synthetic aperture radar; target decomposition; terrain mapping; terrain type; unsupervised classification; Classification algorithms; Clustering algorithms; Covariance matrix; Eigenvalues and eigenfunctions; Electromagnetic scattering; Entropy; Laboratories; Manuals; Matrix decomposition; Remote sensing;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Geoscience and Remote Sensing Symposium Proceedings, 1998. IGARSS '98. 1998 IEEE International
Conference_Location :
Seattle, WA
Print_ISBN :
0-7803-4403-0
Type :
conf
DOI :
10.1109/IGARSS.1998.703778
Filename :
703778
Link To Document :
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