Accurate Cell Segmentation Based on Biological Morphology Features

被引:3
作者
Cao, Jianfeng [1 ]
Zhao, Zhongying [2 ]
Yan, Hong [1 ]
机构
[1] City Univ Hong Kong, Dept Elect Engn, Hong Kong, Peoples R China
[2] Hong Kong Baptist Univ, Dept Biol, Hong Kong, Peoples R China
来源
2018 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC) | 2018年
关键词
cell and membrane segmentation; biological constraints; nearest neighbor clustering;
D O I
10.1109/SMC.2018.00572
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Microscopic imaging has many applications in biological experiments. It is important to determine the cell locations in an image before other analysis tasks take place. In this paper, we propose a novel method to obtain cell and membrane segmentation based on the combination of k nearest neighbor clustering and biological morphology constraints. First, we produce preliminary segmentation with the watershed transformation. Then the segmentation results are optimized based on the morphological characteristics of the membrane. This method provides us with well-segmented cells and membranes, which significantly reduces errors in cell image analysis.
引用
收藏
页码:3380 / 3383
页数:4
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