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首页> 外文期刊>International journal of computational biology and drug design >Research on segmentation of dorsal diencephalon and ventral midbrain of zebrafish embryo based on active contour model
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Research on segmentation of dorsal diencephalon and ventral midbrain of zebrafish embryo based on active contour model

机译:基于活动轮廓模型的斑马鱼胚胎背中脑和腹中脑分割的研究

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摘要

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%.
机译:斑马鱼是生命科学研究中有价值的脊椎动物模型。在斑马鱼研究中,分割斑马鱼胚胎图像是后续处理和分析的先决条件。具体地说,斑马鱼的两个重要器官,背侧中脑和腹中脑的形状分析,对于研究由基因表达引起的突变体具有重要意义。然而,由于背侧中脑和腹中脑显微图像中强度分布不均匀且边界较弱,因此传统的分割方法无法确定精确的边界。本文提出了一种基于主动轮廓模型的斑马鱼胚胎图像分割新技术,该技术包括基于区域的主动轮廓模型和测地线主动轮廓。最后,实验结果证实了该方法的有效性,该算法与人工分割之间的一致性超过90%。

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