Lesion preserving image registration with applications to human brains

被引:0
|
作者
Henn, S
Hömke, L
Witsch, K
机构
[1] Univ Dusseldorf, Inst Math, D-40225 Dusseldorf, Germany
[2] Forschungszentrum Julich GmbH, Inst Med, D-52425 Julich, Germany
来源
PATTERN RECOGNITION | 2004年 / 3175卷
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The goal of image registration is to find a transformation that aligns one image to another. In this paper we present a novel automatically image registration approach for images with structural distortions (e.g. a lesion within a human brain). The main idea is to define a suitable matching energy, which effectively measures the similarity between the images. The minimization of the matching energy is an ill-posed problem. Hence, we add a regularity energy borrowed from linear elasticity theory, which incorporates smoothness constraints into the displacement. The resulting energy functional is minimized by a Levenberg-Marquardt iteration-scheme. Finally, we give a two-dimensional example of these applications.
引用
收藏
页码:496 / 503
页数:8
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