Mutual information based three-dimensional registration of rat brain magnetic resonance imaging time-series

被引:16
|
作者
Liu, Bo [1 ]
Bai, Xiangzhi [1 ,3 ,4 ]
Zhou, Fugen [1 ]
Han, Hongbin [2 ]
Hou, Chao [2 ]
机构
[1] Beihang Univ, Image Proc Ctr, Beijing 100191, Peoples R China
[2] Peking Univ, Hosp 3, Dept Radiol, Beijing 100191, Peoples R China
[3] Beihang Univ, State Key Lab Virtual Real Technol & Syst, Beijing 100191, Peoples R China
[4] Beihang Univ, Beijing Key Lab Digital Media, Beijing 100191, Peoples R China
基金
中国国家自然科学基金;
关键词
FREE-FORM DEFORMATIONS; NONRIGID REGISTRATION; RIGIDITY; IMAGES;
D O I
10.1016/j.compeleceng.2012.11.026
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
An efficient mutual information (MI) based automatic registration method is introduced to align the rat brain tissues in magnetic resonance imaging (MRI) time-series, which is critical to the MRI tracer method for quantitative analysis of brain extracellular space (ECS). The method is specially designed to address the specific properties of contrast-enhanced MRI time-series. Firstly, a segmentation method is proposed to extract the brain tissue mask which is used in MI computing to avoid the adverse effects of surrounding deformed tissues. Secondly, a two-stage registration framework is proposed, where the images are first aligned using deformable registration and then finally matched by rigid registration. A series of experiments are conducted to evaluate the registration method qualitatively and quantitatively. The experimental results show that the proposed method has a high degree of accuracy and reliability, and is adequate to the task of three-dimensional registration of rat brain MRI time-series. (C) 2012 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1473 / 1484
页数:12
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