MR-Less Surface-Based Amyloid Estimation by Subject-Specific Atlas Selection and Bayesian Fusion

被引:0
|
作者
Zhou, Luping [1 ,4 ]
Salvado, Olivier [1 ]
Dore, Vincent [1 ]
Bourgeat, Pierrick [1 ]
Raniga, Parnesh [1 ]
Villemagne, Victor L. [2 ,3 ]
Rowe, Christopher C. [2 ,3 ]
Fripp, Jurgen [1 ]
机构
[1] CSIRO, Australian E Hlth Res Ctr, Berrimah, NT, Australia
[2] Austin Hosp, Dept Nucl Med, Heidelberg, Vic, Australia
[3] Austin Hosp, Ctr PET, Heidelberg, Vic, Australia
[4] Univ Wollongong, Fac Informat, Wollongong, NSW 2522, Australia
关键词
PET;
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
For clinical evaluation, assessing amyloid deposition with PiB-PET is desirable without requiring MR acquisition and associated fusion/segmentation techniques. A useful clinical tool is to estimate PiB-PET against the brain surface, which is however challenging using PET alone because of the lack of structural information. We propose a method to generate such estimate, where multiple atlases are selected and combined with local weights in a Bayesian framework. Qualitative and quantitative comparison with and without MRI are presented. Using PET only, the average error on the brain surface was around 13% compared to MRI-dependant method.
引用
收藏
页码:220 / 227
页数:8
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