Robust and fast shell registration in PET and MR/CT brain images

被引:7
|
作者
Lee, Ho [1 ]
Lee, Jeongjin [2 ]
Kim, Namkug [3 ]
Lyoo, In Kyoon [4 ]
Shin, Yeong Gil [1 ]
机构
[1] Seoul Natl Univ, Sch Comp Sci & Engn, Seoul 151742, South Korea
[2] Catholic Univ Korea, Dept Digital Media, Gyeonggi Do 420743, South Korea
[3] Univ Ulsan, Coll Med, Asan Med Ctr, Dept Radiol, Seoul 138736, South Korea
[4] Seoul Natl Univ, Coll Med & Hosp, Dept Psychiat, Seoul 110744, South Korea
关键词
MR-CT-PET registration; Multi-modality registration; Shell; Rigid registration; Brain segmentation; Normalized mutual information; MUTUAL-INFORMATION; SURFACE REGISTRATION; MAXIMIZATION;
D O I
10.1016/j.compbiomed.2009.07.009
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
A robust and fast hybrid method using a shell volume that consists of high contrast voxels with their neighbors is proposed for registering PET and MR/CT brain images. Whereas conventional hybrid methods find the best matched pairs from several manually selected or automatically extracted local regions, our method automatically selects a shell volume in the PET image, and finds the best matched corresponding volume using normalized mutual information (NMI) in overlapping volumes while transforming the shell volume into an MR or CT image. A shell volume not only can reduce irrelevant corresponding voxels between two images during optimization of transformation parameters. but also brings a more robust registration with less computational cost. Experimental results on clinical data sets showed that our method successfully aligned all PET and MR/CT image pairs without losing any diagnostic information, while the conventional registration methods failed in some cases. (C) 2009 Published by Elsevier Ltd.
引用
收藏
页码:961 / 977
页数:17
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