收稿日期: 2012-10-16
修回日期: 2013-02-26
网络出版日期: 2013-05-03
基金资助
国家自然科学基金资助项目(61003170);广东省自然科学基金资助项目(S2011010001936);华南理工大学中央高校基本科研业务费专项资金资助项目(2012ZZ0033);中国博士后科学基金资助项目(2012M511561)
Active Contour Model Based on Multistage Vector Field
Received date: 2012-10-16
Revised date: 2013-02-26
Online published: 2013-05-03
Supported by
国家自然科学基金资助项目(61003170);广东省自然科学基金资助项目(S2011010001936);华南理工大学中央高校基本科研业务费专项资金资助项目(2012ZZ0033);中国博士后科学基金资助项目(2012M511561)
刘国奇 周智恒 . 基于多阶段向量场的活动轮廓模型[J]. 华南理工大学学报(自然科学版), 2013 , 41(6) : 47 -52 . DOI: 10.3969/j.issn.1000-565X.2013.06.009
During the extraction of boundary with complex geometry,no accurate results can be obtained by the tra-ditional active contour models based on the vector field,and,especially,equilibrium issues may occur during the extraction of complex concavity whose initial contour is outside the object.In order to solve these problems,an active contour model based on the multistage vector field is proposed.In this model,first,several points are sam-pled on the discrete active contour and mapped to object feature points according to the normal of sample points.Then,a weighted mean vector field,in which the contour evolves,is derived from the vector field obtained via the mapping and the traditional vector field.If the contour does not completely converge to the boundary,new points are sampled on the unconverged contour,and a new vector field is then obtained through the same steps as above.Thus,the contour converges to the object boundary after evolving in several stages of the vector field.Experimental results show that the proposed method is more effective than the traditional ones.
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