MAC: Magnetostatic active contour model

被引:125
作者
Xie, Xianghua [1 ]
Mirmehdi, Majid [2 ]
机构
[1] Univ Wales Swansea, Dept Comp Sci, Swansea SA2 8PP, W Glam, Wales
[2] Univ Bristol, Dept Comp Sci, Bristol BS8 1UB, Avon, England
关键词
active contours; deformable model; object segmentation; magnetostatic forces;
D O I
10.1109/TPAMI.2007.70737
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We propose an active contour model using an external force field that is based on magnetostatics and hypothesized magnetic interactions between the active contour and object boundaries. The major contribution of the method is that the interaction of its forces can greatly improve the active contour in capturing complex geometries and dealing with difficult initializations, weak edges, and broken boundaries. The proposed method is shown to achieve significant improvements when compared against six well-known and state-of-the-art shape recovery methods, including the geodesic snake, the generalized version of gradient vector flow (GVF) snake, the combined geodesic and GVF snake, and the charged particle model.
引用
收藏
页码:632 / 646
页数:15
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