A fast diffeomorphic image registration algorithm

被引:6642
作者
Ashburner, John [1 ]
机构
[1] Wellcome Trust Ctr Neuroimaging, London WC1N 3BG, England
基金
英国惠康基金;
关键词
D O I
10.1016/j.neuroimage.2007.07.007
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
This paper describes DARTEL, which is an algorithm for diffeomorphic image registration. It is implemented for both 2D and 3D image registration and has been formulated to include an option for estimating inverse consistent deformations. Nonlinear registration is considered as a local optimisation problem, which is solved using a Levenberg-Marquardt strategy. The necessary matrix solutions are obtained in reasonable time using a multigrid method. A constant Eulerian velocity framework is used, which allows a rapid scaling and squaring method to be used in the computations. DARTEL has been applied to intersubject registration of 471 whole brain images, and the resulting deformations were evaluated in terms of how well they encode the shape information necessary to separate male and female subjects and to predict the ages of the subjects. (c) 2007 Elsevier Inc. All rights reserved.
引用
收藏
页码:95 / 113
页数:19
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