Brain morphometry using 3D moment invariants

被引:60
作者
Mangin, JF
Poupon, F
Duchesnay, E
Rivière, D
Cachia, A
Collins, DL
Evans, AC
Régis, J
机构
[1] CEA, Serv Hosp Frederic Joliot, F-91401 Orsay, France
[2] INSERM, ERM205, F-91405 Orsay, France
[3] Inst Fereratif Rech 49, Paris, France
[4] INSERM, U562, Orsay, France
[5] McGill Univ, Montreal Neurol Inst, Montreal, PQ, Canada
[6] Serv Neurochirurg Fonct & Stereotax, Marseille, France
关键词
brain; morphometry; shape descriptors; cortical sulci; MRI; invariant; handedness;
D O I
10.1016/j.media.2004.06.016
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper advocates the use of shape descriptors based on moments of 3D coordinates for morphometry of the cortical sulci. These descriptors, which have been introduced more than a decade ago, are invariant relatively to rotations, translations and scale and can be computed for any topology. A rapid insight into the derivation of these invariants is proposed first. Then, their potential to characterize shapes is shown from a principal component analysis of the 12 first invariants computed for 12 different deep brain structures manually drawn for 7 different brains. Finally, these invariants are used to find some correlates of handedness and sex among the shapes of 116 different cortical sulci automatically identified in each of 142 brains of the ICBM database. (C) 2004 Elsevier B.V. All rights reserved.
引用
收藏
页码:187 / 196
页数:10
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