Computational anatomy: shape, growth, and atrophy comparison via diffeomorphisms

被引:135
作者
Miller, MI [1 ]
机构
[1] Johns Hopkins Univ, Ctr Imaging Sci, Baltimore, MD 21218 USA
关键词
computational anatomy; diffeomorphisms; anatomical variation;
D O I
10.1016/j.neuroimage.2004.07.021
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
Computational anatomy (CA) is the mathematical study of anatomy I = is an element of T = I-alpha (o)G, an orbit under groups of diffeomorphisms (i.e., smooth invertible mappings) g is an element of G of anatomical exemplars I-alpha is an element of= T. The observable images are the output of medical imaging devices. There are three components that CA examines: (i) constructions of the anatomical submanifolds, (ii) comparison of the anatomical manifolds via estimation of the underlying diffeomorphisms g is an element of G defining the shape or geometry of the anatomical manifolds, and (iii) generation of probability laws of anatomical variation P( (.)) on the images T for inference and disease testing within anatomical models. This paper reviews recent advances in these three areas applied to shape, growth, and atrophy. (C) 2004 Elsevier Inc. All rights reserved.
引用
收藏
页码:S19 / S33
页数:15
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