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Research on segmentation of dorsal diencephalon and ventral midbrain of zebrafish embryo based on active contour model.

作者信息

Wu Tao, Lu Jianfeng, Lu Yanting, Yang Jingyu

机构信息

School of Computer Science, Nanjing University of Science and Technology, Nanjing, Jiangsu, China.

出版信息

Int J Comput Biol Drug Des. 2012;5(1):3-15. doi: 10.1504/IJCBDD.2012.045948. Epub 2012 Mar 21.

Abstract

Zebrafish is a valuable vertebrate model in life science research. In the zebrafish research, segmentation of zebrafish embryo images is a prerequisite for subsequent processing and analysis. Specifically, shape analysis of zebrafish's two important organs, the dorsal diencephalon and the ventral midbrain, is significant for studying the mutants caused by gene expression. Nevertheless, due to non-uniform intensity distribution and weak boundaries in dorsal diencephalon and ventral midbrain microscopic images, classical segmentation methods are unable to determine the precise boundaries. In this paper, a novel segmentation technique for zebrafish embryo images is proposed based on active contour model, which includes region based active contour model and geodesic active contour. Finally, the effectiveness of this approach is confirmed by the experimental results that the agreement between the algorithm and manual segmentation is more than 90%.

摘要

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