Medical image registration using mutual information

被引:296
作者
Maes, F [1 ]
Vandermeulen, D
Suetens, P
机构
[1] Univ Louvain, Hosp Gasthuisberg, Fac Med, ESAT,PSI,Lab Med Image Comp, B-3000 Louvain, Belgium
[2] Univ Louvain, Hosp Gasthuisberg, Fac Engn, ESAT,PSI,Lab Med Image Comp, B-3000 Louvain, Belgium
关键词
image registration; medical imaging; mutual information;
D O I
10.1109/JPROC.2003.817864
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Analysis of multispectral or multitemporal images requires proper geometric alignment of the images to compare corresponding regions in each image volume. Retrospective three-dimensional alignment or registration of multimodal medical images based on features intrinsic to the image data itself is complicated by their different photometric properties, by the complexity of the anatomical objects in the scene and by the large variety of clinical applications in which registration is involved. While the accuracy of registration approaches based on matching of anatomical landmarks or object surfaces suffers from segmentation errors, voxel-based approaches consider all voxels in the image without the need for segmentation. The recent introduction of the criterion of maximization of mutual information, a basic concept from information theory, has proven to be a breakthrough in the field. While solutions for intrapatient affine. registration based on this concept are already commercially available, current research in the field focuses on interpatient nonrigid matching.
引用
收藏
页码:1699 / 1722
页数:24
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