A Novel Level Set Initialization Method

被引:0
|
作者
Liu Tao [1 ]
Zhou Qinwu [1 ]
Bian Zhengzhong [1 ]
Cao TieSheng [2 ]
机构
[1] Xi An Jiao Tong Univ, Sch Life Sci & Technol, Xian 710049, Peoples R China
[2] Fourth Mil Med Univ, TangDu Hosp, Xian 710049, Peoples R China
来源
PROCEEDINGS OF THE 2009 2ND INTERNATIONAL CONGRESS ON IMAGE AND SIGNAL PROCESSING, VOLS 1-9 | 2009年
基金
中国国家自然科学基金;
关键词
level set; SDF; Initialization; Mathematical Morphology;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Level set method is an important numerical method for PDE image analysis, with the disadvantages of high computation cost, slow speed, and especially frequent re-initialization. The present study carefully investigates these disadvantages and proposes a new initialization method based on mathematical morphology. The new method includes smoothing scheme and reconstruction scheme, which perform the two operations of smoothing inaccurate distance function and rebuilding narrow band respectively. The method introduced in this study is not only characterized by high efficiency, but also can adapt to various topology changes. In conclusion, this method can replace the conventional methods successfully and have application in the real-time image processing.
引用
收藏
页码:1312 / +
页数:2
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