磁共振弥散成像
白质
方向(向量空间)
张量(固有定义)
磁共振成像
体内
人脑
医学
各向同性
神经科学
计算机科学
生物医学工程
人工智能
核磁共振
物理
数学
放射科
光学
生物
几何学
生物技术
作者
Yuting Shi,Steven Cao,Xu Li,Ruimin Feng,Jie Zhuang,Yuyao Zhang,Chunlei Liu,Hongjiang Wei
出处
期刊:IEEE Journal of Biomedical and Health Informatics
[Institute of Electrical and Electronics Engineers]
日期:2022-06-14
卷期号:26 (9): 4508-4518
标识
DOI:10.1109/jbhi.2022.3182969
摘要
Susceptibility tensor imaging (STI) is a promising tool for studying orientation-dependent tissue magnetic susceptibility and for mapping white matter fiber orientations complementary to diffusion tensor imaging (DTI). However, the limited head rotation range within modern head coils for data acquisition makes in vivo STI reconstruction ill-conditioned. Conventional STI reconstruction method is usually vulnerable to noise and requires sufficiently large head rotations to solve this ill-conditioned inverse problem. In this study, based on the recently proposed asymmetric STI (aSTI) model, a new method termed aSTI+ was proposed to improve in vivo STI reconstruction by enforcing isotropic susceptibility tensor inside cerebrospinal fluid (CSF) and applying morphology constraint in white matter. Experimental results showed superior performance of the proposed method with reduced noise, improved tissue contrast and better fiber orientation estimation over previous methods. Thus aSTI+ may promote in vivo human brain STI studies on white matter and myelin-related brain diseases.
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