A TEMPORAL MODEL FOR TASK-BASED FUNCTIONAL MR IMAGES

被引:0
|
作者
Lin, Claire Yilin [1 ]
Noll, Douglas C. [2 ]
Fessler, Jeffrey A. [3 ]
机构
[1] Univ Michigan, Dept Math, Ann Arbor, MI 48109 USA
[2] Univ Michigan, BME Dept, Ann Arbor, MI 48109 USA
[3] Univ Michigan, EECS Dept, Ann Arbor, MI 48109 USA
关键词
D O I
10.1109/isbi45749.2020.9098401
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
To better identify task-activated brain regions in task-based functional magnetic resonance imaging (tb-fMRI), various space-time models have been used to reconstruct image sequences from k-space data. These models decompose a fMRI timecourse into a static background and a dynamic foreground, aiming to separate task-correlated components from non-task signals. This paper proposes a model based on assumptions of the activation waveform shape and smoothness of the timecourse, and compare it to two contemporary tb-fMRI decomposition models. We experiment in the image domain using a simulated task with known region of interest, and a real visual task. The proposed model yields fewer false activations in task activation maps.
引用
收藏
页码:1040 / 1043
页数:4
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