脑皮层表面配准的微分形沟形分析。

Shantanu H Joshi, Ryan P Cabeen, Anand A Joshi, Roger P Woods, Katherine L Narr, Arthur W Toga
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引用次数: 5

摘要

我们提出了一个内在的框架来构建人类皮层的沟形状地图集。我们提出了用连续开曲线表示的方法来分析槽型和旋型。这种曲线的空间,也称为形状流形,在切空间上配备了黎曼L(2)度量,并在匹配沟的形状时显示出理想的性质。由于形状空间的球形性质,可以解析地计算形状之间的测地线。此外,我们还提出了一种在模刚性旋转和重参数化的形状商空间中计算测地线的优化方法。我们还将弹性形状模型集成到176个受试者的表面配准框架中,并在构建的表面地图集中显示出相当大的改进。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Diffeomorphic Sulcal Shape Analysis for Cortical Surface Registration.

Diffeomorphic Sulcal Shape Analysis for Cortical Surface Registration.

Diffeomorphic Sulcal Shape Analysis for Cortical Surface Registration.

Diffeomorphic Sulcal Shape Analysis for Cortical Surface Registration.

We present an intrinsic framework for constructing sulcal shape atlases on the human cortex. We propose the analysis of sulcal and gyral patterns by representing them by continuous open curves in ℝ(3). The space of such curves, also termed as the shape manifold is equipped with a Riemannian L(2) metric on the tangent space, and shows desirable properties while matching shapes of sulci. On account of the spherical nature of the shape space, geodesics between shapes can be computed analytically. Additionally, we also present an optimization approach that computes geodesics in the quotient space of shapes modulo rigid rotations and reparameterizations. We also integrate the elastic shape model into a surface registration framework for a population of 176 subjects, and show a considerable improvement in the constructed surface atlases.

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CiteScore
43.50
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