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Motion detection and correction for carotid MRI using a markerless optical system

计算机视觉 人工智能 扫描仪 运动(物理) 匹配移动 跟踪(教育) 运动估计 图像质量 工件(错误) 运动场 计算机科学 物理 图像(数学) 心理学 教育学
作者
Jin Liu,Chun-Yao Wang,Jinnan Wang,Chen Zhang,Yifan Wu,Niranjan Balu,Haikun Qi,Qiang Zhang,Huijun Chen,Chun Yuan
出处
期刊:Magnetic Resonance Imaging [Elsevier BV]
卷期号:94: 161-167 被引量:2
标识
DOI:10.1016/j.mri.2022.09.010
摘要

Motion related artifact is a challenge for MRI, especially when imaging regions like the carotid artery where complex motion (abrupt and bulk motion) may occur. This study aims to develop a non-contact motion detection and correction system for carotid MRI using a markerless optical tracking system. The proposed markerless optical tracking system consisted of a cross-line laser, an MRI-compatible camera and plastic holders mounted inside the scanner bore. The neck motion of the subject can be captured by monitoring the change of the projected laser position in real-time. The system was used to correct both abrupt motion and bulk motion for carotid MRI. The abrupt motion (e.g. coughing) was compensated by discarding the corrupted k-space lines and re-estimating the missing lines using SPIRiT algorithm. The bulk motion was corrected by phase adjustment of k-space lines according to the measured 1D-translational bulk motion (along anterior-posterior direction) and optimized in-plane translation parameters. Ten volunteers underwent carotid MRI with real-time neck motion detection and retrospective motion correction. Artery sharpness, vessel wall thickness and overall image quality score were compared between the motion-corrupted image and motion-corrected images of different correction strategies. Both the abrupt motion and the bulk motion during carotid scanning were successfully detected and corrected. The results of ten volunteers demonstrated significant improvement in carotid artery sharpness, vessel wall thickness measurement, and overall image quality score using the proposed markerless optical tracking system and motion correction strategies. The proposed markerless structured light based motion detection and correction system can sensitively detect both abrupt and bulk motion during carotid MR scans. By correcting for both abrupt and bulk motion, vessel wall delineation was improved in carotid MR images, which could potentially facilitate carotid plaque identification and atherosclerosis diagnosis in the future.
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