Active contour model based on fuzzy c-means for image segmentation

被引:5
|
作者
Jin, Ri [1 ]
Weng, Guirong [1 ]
机构
[1] Soochow Univ, Sch Mech & Elect Engn, Suzhou 215021, Peoples R China
关键词
set theory; image segmentation; synthetic images; real images; active contour model; cluster centres; image domain; local fitting functions; traditional models; initial contour;
D O I
10.1049/el.2018.5307
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this Letter, the authors propose an active contour model based on the fuzzy c-means method. Using fuzzy c-means to calculate the values of two types of cluster centres for all points in the image domain, by which local fitting functions in traditional models are substituted. Since the values are calculated before curve evolution, the proposed model can segment images with intensity inhomogeneity efficiently. Furthermore, it has the good robustness to initial contour. The effectiveness of the proposed model is tested by experiments on some synthetic and real images.
引用
收藏
页码:84 / +
页数:2
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