Surface-based matching using elastic transformations

被引:9
作者
Gabrani, M [1 ]
Tretiak, OJ [1 ]
机构
[1] Drexel Univ, Dept Elect & Comp Engn, Imaging & Comp Vis Ctr, Philadelphia, PA 19104 USA
基金
美国国家卫生研究院;
关键词
energy functional; multivariate interpolation solution; thin-plate splines; preconditioning; radial basis functions; surface-based alignment;
D O I
10.1016/S0031-3203(98)00092-2
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We introduce a methodology for the alignment of multidimensional data, such as brain scans. The proposed approach does not require fiducial-point correspondence; correspondence of surfaces provides sufficient data for registration. We extend multidimensional interpolation theory by using a more general form of energy functional, which leads to basis functions that have different orders at zero and infinity. This allows flexibility in the design of the interpolation solution. The problem is transformed into a linear algebra problem. Two techniques for better conditioning of the system matrix are described. Experimental results on two- and three-dimensional alignment of brain data used in neurochemistry research are shown. (C) 1999 Pattern Recognition Society. Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:87 / 97
页数:11
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