3D Gabor wavelets for evaluating SPM normalization algorithm

被引:42
作者
Shen, Linlin [1 ]
Bai, Li [2 ]
机构
[1] Shenzhen Univ, Fac Informat & Engn, Shenzhen 518060, Peoples R China
[2] Univ Nottingham, Sch Comp Sci, Nottingham NG8 1BB, England
基金
中国国家自然科学基金;
关键词
Gabor wavelet; image normalization; image registration; Statistical Parametric Mapping;
D O I
10.1016/j.media.2007.12.004
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A Gabor wavelets based method is proposed in this paper for evaluating and tuning the parameters of image registration algorithms. We propose a 3D local anatomical structure descriptor, namely the Maximum Responded Gabor Wavelet (MRGW), for measuring registration quality based on anatomical variability of registered images. The effectiveness of the descriptor is demonstrated through a practical application, using the variance of MRGW response to tune parameters of a nonlinear spatial normalization algorithm, which is part of the popular software package for medical image processing - the Statistical Parametric Mapping (SPM). (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:375 / 383
页数:9
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