A Closed-Form Solution of Rotation Invariant Spherical Harmonic Features in Diffusion MRI

被引:1
|
作者
Zucchelli, Mauro [1 ]
Deslauriers-Gauthier, Samuel [1 ]
Deriche, Rachid [1 ]
机构
[1] Inria Sophia Antipolis Mediterranee, Athena Project Team, Biot, France
基金
欧洲研究理事会;
关键词
Diffusion MRI; Rotation invariant; Gaunt coefficients; Spherical harmonics;
D O I
10.1007/978-3-030-05831-9_7
中图分类号
R445 [影像诊断学];
学科分类号
100207 ;
摘要
Rotation invariant features are an indispensable tool for characterizing diffusion Magnetic Resonance Imaging (MRI) and in particular for brain tissue microstructure estimation. In this work, we propose a new mathematical framework for efficiently calculating a complete set of such invariants from any spherical function. Specifically, our method is based on the spherical harmonics series expansion of a given function of any order and can be applied directly to the resulting coefficients by performing a simple integral operation analytically. This enable us to derive a general closed-form equation for the invariants. We test our invariants on the diffusion MRI fiber orientation distribution function obtained from the diffusion signal both in-vivo and in synthetic data. Results show how it is possible to use these invariants for characterizing the white matter using a small but complete set of features.
引用
收藏
页码:77 / 89
页数:13
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