Automated Cervical Cell Image Segmentation using Level Set Based Active Contour Model

被引:0
|
作者
Fan, Jinping [1 ]
Wang, Ruichun [1 ]
Li, Shiguo [1 ]
Zhang, Chunxiao [1 ]
机构
[1] Shenzhen Inst Informat Technol, Dept Elect Commun Technol, Shenzhen 518172, Guangdong, Peoples R China
关键词
Cervical cancer; Cell image; Image segmentation; Level set method; Active contour model; NUCLEUS SEGMENTATION;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, we propose a method based on level set active contour model to sever the nucleus and cytoplast from the cervical smear image. The region of interest (ROI) which contained a main connected cell region has been separated from the smear image after the coarse segmentation by auto dual-threshold segmentation. In the process of fine segmentation, two independent level set functions based on the Chan-Vese model with intra-region similarity and inter-region diversity have been constructed to approximate the cytoplast and nucleus contours. While there may be more than one connected cell regions in the ROI, a method of main cell body and main cell nucleus contour curve extraction has been proposed. We validate the proposed models by numerical experiment and the results show that by means of the adjustment of weight coefficient lambda(1) and lambda(2), most cervical cell image with weak edges can be segmented precisely.
引用
收藏
页码:877 / 882
页数:6
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