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

机译:基于抛物线分子的方向比及其在管状结构分析中的应用

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摘要

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,越来越多的数据可用于生物医学应用,越来越需要开发有效的定量算法来分析和处理成像数据。在本文中,我们介绍了一种创新的多尺度方法,称为定向比,该方法对于区分各向同性结构和各向异性结构特别有效。这项任务在分析神经元的图像时特别有用,神经元是神经系统的主要单元,神经系统由称为躯体的主要细胞体和称为神经突的许多拉长过程组成。我们在理想的神经元模型上分析了我们方法的理论特性,并开发了这种方法的数值实现,用于分析培养的神经元的荧光图像。我们表明,该算法对于检测体细胞和提取神经元小电路图像中的神经突非常有效。

著录项

  • 来源
    《Wavelets and sparsity XVI》|2015年|95970L.1-95970L.9|共9页
  • 会议地点 San Diego CA(US)
  • 作者单位

    Department of Mathematics, University of Houston;

    Department of Mathematics, University of Houston;

    Department of Mathematics, University of Houston;

    Department of Mathematics, University of Houston;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
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