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Realtime Markerless Rigid Body Head Motion Tracking Using the Microsoft Kinect

机译:使用Microsoft Kinect实时无标记刚体头部运动跟踪

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Accurate and reliable head motion tracking is essential to enable robust motion correction of brain Positron Emission Tomography (PET). Systems such as the Polaris Position Sensor offer high spatial and temporal resolution, < 1mm at 20Hz, tracking of a tool which is attached to the head. It is difficult to rigidly fix the tracking tool to the patient without discomfort which results in unreliable data due to tool slippage. An open-source, markerless, tracking system using the consumer grade Microsoft Kinect is presented which provides realtime motion tracking of the head at 30Hz. Realtime tracking is achieved using a general purpose graphics processing unit (GPU). The tracking algorithm is insensitive to changes in facial expressions and partial occlusions. Phantom and human data is presented comparing the tracking offered by both the Kinect based and Polaris system.
机译:准确可靠的头部运动跟踪对于实现脑正电子发射断层扫描(PET)的强大运动校正至关重要。诸如Polaris位置传感器的系统提供高空间和时间分辨率,在20Hz时为<1mm,跟踪连接到头部的工具。难以将跟踪工具刚性地将跟踪工具固定到患者而没有不适,导致由于工具滑动导致的不可靠的数据。介绍了使用消费者级Microsoft Kinect的开源,无标记跟踪系统,它在30Hz提供了头部的实时运动跟踪。使用通用图形处理单元(GPU)实现实时跟踪。跟踪算法对面部表情和部分闭塞的变化不敏感。介绍了基于Kinect和Polaris系统所提供的跟踪的幻像和人类数据。

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