GROUP-WISE CONSISTENT SULCAL FUNDI SEGMENTATION BASED ON DMRI-DERIVED ODF FEATURES

被引:0
|
作者
Zhang, Tuo [1 ,2 ,3 ]
Chen, Hanbo [2 ,3 ]
Jiang, Xi [2 ,3 ]
Ge, Bao [2 ,3 ,4 ]
Guo, Lei [1 ]
Liu, Tianming [2 ,3 ]
机构
[1] Northwestern Polytech Univ, Sch Automat, Xian, Peoples R China
[2] Univ Georgia, Dept Comp Sci, Cort Architecture Imaging & Discovery Lab, Athens, GA 30602 USA
[3] Univ Georgia, Bioimaging Res Ctr, Athens, GA 30602 USA
[4] Shaanxi Normal Univ, Sch Phys & Informat Technol, Xian, Peoples R China
关键词
ODF; Sulcal fundus; segmentation; HUMAN CONNECTOME PROJECT;
D O I
暂无
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Recently, it has been shown that structural connectivity patterns derived from diffusion MRI (dMRI) can be used for cortical parcellation and segmentation. However, most previous methods were based on diffusion tractography, which is limited in depicting local profiles, e.g., in regions beneath the cortical sulcal fundi. Instead, in this paper, we propose to derive effective features directly from orientation distribution functions (ODFs), which contain rich information about local fiber connection profiles like crossings. Based on these ODFs features, we adopted a multi-view spectral clustering method to group-wisely and consistently parcellate the cortical sulcal fundi. Experimental results on the central sulcal fundi are promising, which is further validated by resting state fMRI data mapping.
引用
收藏
页码:638 / 641
页数:4
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