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Orthogonal Invariant Sets of the Diffusion Tensor and the Development of a Curvilinear Set Suitable for Low-Anisotropy Tissues

机译:扩散张量的正交不变集和适用于低各向异性组织的曲线集的发展

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摘要

We develop a curvilinear invariant set of the diffusion tensor which may be applied to Diffusion Tensor Imaging measurements on tissues and porous media. This new set is an alternative to the more common invariants such as fractional anisotropy and the diffusion mode. The alternative invariant set possesses a different structure to the other known invariant sets; the second and third members of the curvilinear set measure the degree of orthotropy and oblateness/prolateness, respectively. The proposed advantage of these invariants is that they may work well in situations of low diffusion anisotropy and isotropy, as is often observed in tissues such as cartilage. We also explore the other orthogonal invariant sets in terms of their geometry in relation to eigenvalue space; a cylindrical set, a spherical set (including fractional anisotropy and the mode), and a log-Euclidean set. These three sets have a common structure. The first invariant measures the magnitude of the diffusion, the second and third invariants capture aspects of the anisotropy; the magnitude of the anisotropy and the shape of the diffusion ellipsoid (the manner in which the anisotropy is realised). We also show a simple method to prove the orthogonality of the invariants within a set.
机译:我们开发了扩散张量的曲线不变集,该集可以应用于组织和多孔介质上的扩散张量成像测量。这个新集合是分数各向异性和扩散模式等更常见不变性的替代。替代不变集具有与其他已知不变集不同的结构。曲线集合的第二个和第三个成员分别测量正交各向异性的程度和扁圆度/扁长度。这些不变量的建议优点是,它们可以在低扩散各向异性和各向同性的情况下很好地工作,正如在软骨等组织中经常观察到的那样。我们还根据其与特征值空间有关的几何关系探索了其他正交不变集。圆柱集,球形集(包括分数各向异性和众数)和对数欧几里德集。这三个集合具有相同的结构。第一个不变量测量扩散的大小,第二个和第三个不变量记录各向异性的各个方面;各向异性的大小和扩散椭球的形状(实现各向异性的方式)。我们还展示了一种简单的方法来证明集合内不变量的正交性。

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