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Extraction of the Intercellular Skeleton from 2D Images of Embryogenesis Using Eikonal Equation and Advective Subjective Surface Method

机译:基于Eikonal方程和隐性主观曲面法的胚胎发生二维图像中细胞间骨架的提取。

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摘要

We suggest an efficient method for automatic detection of the intercellular skeleton in microscope images of early embryogenesis. The method is based on the solution of two advective PDEs. First, we solve numerically the time relaxed eikonal equation in order to obtain the signed distance function to a given set - a set of points representing cell centers or a set of closed curves representing segmented inner borders of cells. The second step is a segmentation process driven by the advective version of subjective surface equation where the velocity field is given by the gradient of the computed distance function. The first equation is discretized by Rouy-Tourin scheme and we suggest a fixing strategy that significantly improves the speed of the computation. The second equation is solved using a classical upwind strategy. We present several test examples and we show a practical application - the intercellular skeleton extracted from a 2D image of a zebrafish embryo.
机译:我们建议一种有效的方法,用于自动检测早期胚胎发生的显微镜图像中的细胞间骨架。该方法基于两个对流PDE的解决方案。首先,我们用数值方法求解时间松弛的本征方程,以获得与给定集合的有符号距离函数-一组代表单元中心的点或一组闭合曲线代表单元的分段内部边界。第二步是分割过程,由主观表面方程的对流形式驱动,其中速度场由计算出的距离函数的梯度给出。第一个方程式由Rouy-Tourin方案离散化,我们提出了一种可显着提高计算速度的固定策略。使用经典的迎风策略求解第二个方程。我们提供了几个测试示例,并显示了实际应用-从斑马鱼胚胎的2D图像中提取的细胞间骨架。

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