DocumentCode :
2983367
Title :
Multi-resolution Edge Detection Based on Alpha-stable Model in SAR Images Using Translation-Invariance Contourlet Transform
Author :
Chen, Jiayu ; Hong Sun
Author_Institution :
Dept. of Commun. Eng., Wuhan Univ.
fYear :
2006
fDate :
Aug. 2006
Firstpage :
264
Lastpage :
270
Abstract :
In this paper we present the enhanced translation-invariance contourlet transform based on alpha-stable model and its application in edge detection of synthetic aperture radar (SAR) images. The translation-invariance contourlet transform is built upon the translation-invariance wavelet decomposition and nonsubsampled directional filter banks (DFB). Due to the impulsive nature of multi-revolution coefficients achieved, by the contourlet transform, they can be accurately modeled by alpha-stable model. Based on alpha stable statistic model of multi-resolution coefficients, maximum a posteriori (MAP) estimator can enhance them. Relating and fusing enhanced coefficients at different resolutions can take account of noise suppression, the integrity of edges and the veracity of position so as to improve probability of detection reducing probability of false alarm. Experimental results show that the proposed algorithm achieves better performance than the statistical edge detector of SAR image
Keywords :
channel bank filters; edge detection; image denoising; image resolution; maximum likelihood estimation; radar imaging; radar resolution; synthetic aperture radar; wavelet transforms; MAP estimator; SAR images; alpha stable statistic model; alpha-stable model; maximum a posteriori estimator; multiresolution edge detection; noise suppression; nonsubsampled directional filter banks; synthetic aperture radar; translation-invariance contourlet transform; translation-invariance wavelet decomposition; Detectors; Filter bank; Image analysis; Image edge detection; Image resolution; Information analysis; Signal analysis; Signal processing; Solid modeling; Tail;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signal Processing and Information Technology, 2006 IEEE International Symposium on
Conference_Location :
Vancouver, BC
Print_ISBN :
0-7803-9753-3
Electronic_ISBN :
0-7803-9754-1
Type :
conf
DOI :
10.1109/ISSPIT.2006.270809
Filename :
4042251
Link To Document :
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