DocumentCode :
2176704
Title :
Wishart distribution based level set method for polarimetric SAR image segmentation
Author :
Yin, Junjun ; Yang, Jian
Author_Institution :
Dept. of Electron. Eng., Tsinghua Univ., Beijing, China
fYear :
2011
fDate :
9-11 Sept. 2011
Firstpage :
2999
Lastpage :
3002
Abstract :
We develop a level set segmentation method for a wide range of SAR data from single channel intensity data to multifrequency and/or multitemporal polarimetric data in this study. By modeling of the minimization functional for segmentation and the complex Wishart distribution for polarimetric SAR data representation, we propose a model consisting of three parts, an original `fitting´ term derived from the maximum a posteriori (MAP) estimator, a classical curve length term that drives the zero level set toward the object boundaries, and the region term of interest. A CFAR Polarimetric SAR edge detector is used as the edge indicator, and also a penalty term is employed to completely eliminate the costly re-initialization procedure during the traditional level set evolution. The proposed method of the two-phase segmentation is extended to a multiphase case. Good results are obtained by using both simulated polarimetric data and two NASA-JPL L-band polarimetric SAR images.
Keywords :
data structures; edge detection; image segmentation; maximum likelihood estimation; radar imaging; radar polarimetry; synthetic aperture radar; CFAR Polarimetric SAR edge detector; MAP estimator; NASA-JPL L-band polarimetric SAR image; SAR data; Wishart distribution based level set segmantation method; maximum a posteriori estimator; multitemporal polarimetric data; object boundary; polarimetric SAR data representation; polarimetric SAR image segmentation; single channel intensity data; two-phase segmentation; Active contours; Covariance matrix; Detectors; Image edge detection; Image segmentation; L-band; Level set; Radar polarimetry; complex Wishart distribution; level set formulation; synthetic aperture radar(SAR);
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electronics, Communications and Control (ICECC), 2011 International Conference on
Conference_Location :
Ningbo
Print_ISBN :
978-1-4577-0320-1
Type :
conf
DOI :
10.1109/ICECC.2011.6066599
Filename :
6066599
Link To Document :
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