Geometric active contours without re-initialization for image segmentation

被引:21
作者
Zheng Ying [1 ]
Li Guangyao [1 ]
Sun Xiehua [2 ]
Zhou Xinmin [1 ]
机构
[1] Tongji Univ, Coll Elect & Informat, Shanghai 201804, Peoples R China
[2] China Liliang Univ, Coll Informat Engn, Hangzhou 310018, Zhejiang, Peoples R China
基金
美国国家科学基金会;
关键词
Geometric active contours; GACV model; Cumani operator; Image segmentation; OBJECTS;
D O I
10.1016/j.patcog.2008.12.020
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A geometric active contour model without re-initialization that can be used for grey and color image segmentation is presented in this paper. It combines directional information about edge location based on Cumani operator as a part of driving force, with the improved geodesic active contours containing Bays error based statistical region information. Moreover, an extra term that penalizes the deviation of the level set function from a signed distance function is also included in the model, thus the costly re-initialization procedure can be completely eliminated and all these measures are integrated in a unified frame. Experimental results on real grey and color images have shown that our model can precisely extract contours of images and its performance is much better and faster than the geodesic-aided C-V (GACV) model. (C) 2009 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1970 / 1976
页数:7
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