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Directional ratio based on parabolic molecules and its application to the analysis of tubular structures

机译:基于抛物线分子的定向比及其在管状结构分析中的应用

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As advances in imaging technologies make more and more data available for biomedical applications, there is an increasing need to develop efficient quantitative algorithms for the analysis and processing of imaging data. In this paper, we introduce an innovative multiscale approach called Directional Ratio which is especially effective to distingush isotropic from anisotropic structures. This task is especially useful in the analysis of images of neurons, the main units of the nervous systems which consist of a main cell body called the soma and many elongated processes called neurites. We analyze the theoretical properties of our method on idealized models of neurons and develop a numerical implementation of this approach for analysis of fluorescent images of cultured neurons. We show that this algorithm is very effective for the detection of somas and the extraction of neurites in images of small circuits of neurons.
机译:随着成像技术的进步,为生物医学应用提供越来越多的数据,越来越需要开发有效的定量算法,以便分析和处理成像数据。在本文中,我们介绍了一种称为定向比的创新的多尺度方法,这些方法与各向异性结构不同于分离各向同性的各向同性。该任务在分析神经元的图像中特别有用,神经系统的主要单元,其包括称为SOMA的主要细胞体和许多称为神经疾病的细长过程。我们分析了我们对神经元理想化模型的方法的理论特性,并开发了这种方法的数值实现,用于分析培养神经元的荧光图像。我们表明该算法对于检测SOMAS和神经元的图像图像中的初探非常有效。

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