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Human Brain Mapping with Conformal Geometry and Multivariate Tensor-Based Morphometry

机译:与保形几何和多变量张量的形态学的人脑映射

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摘要

In this paper, we introduce theories and algorithms in conformal geometry, including Riemann surface, harmonic map, holomorphic 1-form, and Ricci flow, which play important roles in computational anatomy. In order to study the deformation of brain surfaces, we introduce the multivariate tensor-based morphometry (MTBM) method for statistical computing. For application, we introduce our system for detecting Alzheimer's Disease (AD) symptoms on hippocampal surfaces with an automated surface fluid registration method, which is based on surface conformal mapping and mutual information regularized image fluid registration. Since conformal mappings are diffeomorphic and the mutual information method is able to drive a diffeomorphic flow that is adjusted to enforce appropriate surface correspondences in the surface parameter domain, combining conformal and fluid mappings will generate 3D shape correspondences that are diffeomorphic. We also incorporate in the system a novel method to compute curvatures using surface conformal parameterization. Experimental results in ADNI baseline data diagnostic group difference and APOE4 effects show that our system has better performance than other similar work in the literature.
机译:在本文中,我们介绍了在共形几何理论和算法,包括黎曼曲面,调和映射,全纯1-形式,和Ricci流,这在计算解剖结构发挥重要作用。为了研究脑表面的变形,我们介绍用于统计计算的多变量为基础的张量形态(MTBM)方法。对于应用程序,我们介绍我们的用于检测阿耳茨海默氏病(AD)的症状对海马表面用自动表面流体登记方法,它是基于表面保角映射和互信息正规化图像流体注册系统。由于保形映射是微分同胚和互信息的方法是能够驱动被调整到适当的执行表面的对应的表面参数域,结合适形和流体映射将产生三维形状的对应是微分同胚一个微分同胚流动。我们也在系统中的新颖的方法结合使用的表面共形的参数计算曲率。在ADNI基线数据诊断组的差异和APOE4作用的实验结果表明,该系统具有比其他文献类似的工作更好的性能。

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