Polarimetric image segmentation via maximum-likelihood approximation and efficient multiphase level-sets

被引:46
作者
Ben Ayed, Ismail
Mitiche, Amar
Belhadj, Ziad
机构
[1] Inst Natl Rech Sci, INRS EMT, Montreal, PQ H5A 1K6, Canada
[2] Ecole Super Commun Tunis, SUPCOM, Tunis 2083, Tunisia
基金
加拿大自然科学与工程研究理事会;
关键词
polarimetric images; complex Wishart distribution; complex Gaussian distribution; level set active contour segmentation; maximum-likelihood approximation;
D O I
10.1109/TPAMI.2006.191
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study investigates a level set method for complex polarimetric image segmentation. It consists of minimizing a functional containing an original observation term derived from maximum-likelihood approximation and a complex Wishart/Gaussian image representation and a classical boundary length prior. The minimization is carried out efficiently by a new multiphase method which embeds a simple partition constraint directly in curve evolution to guarantee a partition of the image domain from an arbitrary initial partition. Results are shown on both synthetic and real images. Quantitative performance evaluation and comparisons are also given.
引用
收藏
页码:1493 / 1500
页数:8
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