基于方向编码的白质束状体表面建模

Hui Zhang, Paul Yushkevich, T. Simon, J. Gee
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引用次数: 1

摘要

在本文中,我们描述了一种使用连续内侧表示(cm-rep)来建模片状白质(WM)束状体的新技术。在cm-rep框架中,束的骨架由参数表面贴片描述。这种建模方案特别适用于片状结构,因为这类物体的形状可以通过它们的骨架有效地捕获。我们表明,通过将数据沿着“不那么有趣”的厚度方向投影到骨架上,可以在不损失太多空间特异性的情况下实现降维。我们证明了局部神经束的纤维方向可以在我们的框架中编码,并展示了如何利用这些信息来推导和分析骨骼本身的大脑连接模式。
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Surface-based modeling of white matter fasciculi with orientation encoding
In this paper, we describe a novel technique for modeling sheet-like white matter (WM) fasciculi using continuous medial representation (cm-rep). In the cm-rep framework, the skeleton of a fasciculus is described by a parametric surface patch. This modeling scheme is particularly appropriate for sheet-like structures, because the shapes of such objects can be effectively captured by their skeletons. We show that dimensionality reduction can be achieved without much loss of spatial specificity by projecting data along the "less interesting" thickness direction onto the skeletons. We demonstrate that local fiber orientation of the modeled fasciculi can be encoded in our framework and show how this information can be leveraged for deriving and analyzing brain connectivity patterns on the skeleton themselves.
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