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Attenuation and scatter correction of list-mode data driven iterative and analytic image reconstruction algorithms for rotating 3D PET systems

机译:旋转3D PET系统的列表模式数据驱动的迭代和解析图像重建算法的衰减和散射校正

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摘要

Image reconstruction directly from list-mode data requires different data correction techniques to standard projection-data based reconstruction, particularly in the case of iterative reconstruction. Attenuation and scatter correction techniques have been developed for two list-mode data driven reconstruction algorithms (FAIR-B (iterative) and Atrax (analytic/iterative)) recently proposed by the authors, and the results compared with two fast projection-data based algorithms (FORE+OSEM (iterative) and FORE+FBP (analytic)). List-mode data driven algorithms require event-by-event correction schemes, or alternatively image space procedures, as no direct operations to the completely sampled projection data set can be practically carried out. The methods developed in this work allow correction of list-mode data driven EM-ML type algorithms, such as FAIR, as well as analytic list-mode algorithms. The correction schemes have been applied to simulated data from various activity and attenuating medium distributions for a rotating 3D PET system. Both list-mode algorithms show some improvements in noise-contrast behaviour compared to the projection-data based methods.
机译:直接从列表模式数据进行图像重建需要与基于标准投影数据的重建不同的数据校正技术,尤其是在迭代重建的情况下。作者最近提出了针对两种列表模式数据驱动的重建算法(FAIR-B(迭代)和Atrax(解析/迭代))开发的衰减和散射校正技术,并将结果与​​两种基于快速投影数据的算法进行了比较(FORE + OSEM(迭代)和FORE + FBP(解析))。列表模式数据驱动算法需要逐事件校正方案,或者需要图像空间过程,因为实际上无法对完全采样的投影数据集进行直接操作。在这项工作中开发的方法允许校正列表模式数据驱动的EM-ML类型算法(例如FAIR)以及分析列表模式算法。校正方案已应用于来自旋转3D PET系统的各种活动和衰减介质分布的模拟数据。与基于投影数据的方法相比,两种列表模式算法均在噪声对比度方面表现出一些改进。

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