Parameter-free elastic deformation approach for 2D and 3D registration using prescribed displacements

被引:31
作者
Peckar, W [1 ]
Schnörr, C [1 ]
Rohr, K [1 ]
Stiehl, HS [1 ]
机构
[1] Univ Hamburg, FB Informat, AB Kognit Syst, D-22527 Hamburg, Germany
关键词
non-rigid medical image registration; elasticity theory; finite element method;
D O I
10.1023/A:1008375006703
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A parameter-free approach for non-rigid image registration based on elasticity theory is presented. In contrast to traditional physically-based numerical registration methods, no forces have to be computed from image data to drive the elastic deformation. Instead, displacements obtained with the help of mapping boundary structures in the source and target image are incorporated as hard constraints into elastic image deformation. As a consequence, our approach does not contain any parameters of the deformation model such as elastic constants. The approach guarantees the exact correspondence of boundary structures in the images assuming that correct input data are available. The implemented incremental method allows to cope with large deformations. The theoretical background, the finite element discretization of the elastic model, and experimental results for 2D and 3D synthetic as well as real medical images are presented.
引用
收藏
页码:143 / 162
页数:20
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