DocumentCode :
1111070
Title :
Segmentation of polarimetric synthetic aperture radar data
Author :
Rignot, Eric ; Chellappa, Rama
Author_Institution :
Jet Propulsion Lab., California Inst. of Technol., Pasadena, CA, USA
Volume :
1
Issue :
3
fYear :
1992
fDate :
7/1/1992 12:00:00 AM
Firstpage :
281
Lastpage :
300
Abstract :
A statistical image model is proposed for segmenting polarimetric synthetic aperture radar (SAR) data into regions of homogeneous and similar polarimetric backscatter characteristics. A model for the conditional distribution of the polarimetric complex data is combined with a Markov random field representation for the distribution of the region labels to obtain the posterior distribution. Optimal region labeling of the data is then defined as maximizing the posterior distribution of the region labels given the polarimetric SAR complex data (maximum a posteriori (MAP) estimate). Two procedures for selecting the characteristics of the regions are then discussed. Results using real multilook polarimetric SAR complex data are given to illustrate the potential of the two selection procedures and evaluate the performance of the MAP segmentation technique. It is also shown that dual polarization SAR data can yield segmentation resultS similar to those obtained with fully polarimetric SAR data
Keywords :
pattern recognition; radar theory; statistical analysis; MAP segmentation technique; Markov random field representation; conditional distribution; dual polarization SAR data; maximum a posteriori estimate; polarimetric backscatter characteristics; polarimetric synthetic aperture radar data; posterior distribution; region labels; statistical image model; Backscatter; Electromagnetic scattering; Electromagnetic wave polarization; Image segmentation; Polarimetric synthetic aperture radar; Propulsion; Radar antennas; Radar polarimetry; Radar scattering; Synthetic aperture radar;
fLanguage :
English
Journal_Title :
Image Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1057-7149
Type :
jour
DOI :
10.1109/83.148603
Filename :
148603
Link To Document :
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