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Marker-less Multi-frame Motion Tracking and Compensation in PET-Brain Imaging

机译:PET脑成像中无标记的多帧运动跟踪和补偿

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In PET brain imaging, patient motion can contribute significantly to the degradation of image quality potentially leading to diagnostic and therapeutic problems. To mitigate the image artifacts resulting from patient motion, motion must be detected and tracked then provided to a motion correction algorithm. Existing techniques to track patient motion fall into one of two categories: 1) image-derived approaches and 2) external motion tracking (EMT). Typical EMT requires patients to have markers in a known pattern on a rigid too attached to their head, which are then tracked by expensive and bulky motion tracking camera systems or stereo cameras. This has made marker-based EMT unattractive for routine clinical application. Our main contributions are the development of a marker-less motion tracking system that uses low-cost, small depth-sensing cameras which can be installed in the bore of the imaging system. Our motion tracking system does not require anything to be attached to the patient and can track the rigid transformation (6-degrees of freedom) of the patient's head at a rate 60 Hz. We show that our method can not only be used in with Multi-frame Acquisition (MAF) PET motion correction, but precise timing can be employed to determine only the necessary frames needed for correction. This can speeds up reconstruction by eliminating the unnecessary subdivision of frames.
机译:在PET脑成像中,患者的运动会极大地导致图像质量下降,从而可能导致诊断和治疗问题。为了减轻由患者运动引起的图像伪像,必须检测并跟踪运动,然后将其提供给运动校正算法。现有的跟踪患者运动的技术可分为以下两类之一:1)图像衍生方法; 2)外部运动跟踪(EMT)。典型的EMT要求患者的头部上也要附着刚性的已知图案标记,然后再通过昂贵而笨重的运动跟踪摄像头系统或立体摄像头对其进行跟踪。这使得基于标记的EMT在常规临床应用中没有吸引力。我们的主要贡献是开发了一种无标记运动跟踪系统,该系统使用了可安装在成像系统孔中的低成本,小型深度感应相机。我们的运动跟踪系统不需要将任何东西附着到患者​​身上,并且可以60 Hz的频率跟踪患者头部的刚性变形(6个自由度)。我们表明,我们的方法不仅可以与多帧采集(MAF)PET运动校正一起使用,而且可以采用精确的定时来仅确定校正所需的必要帧。通过消除不必要的帧细分,可以加快重建速度。

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