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SMART (SiMulAtion and ReconsTruction) PET: an efficient PET simulation-reconstruction tool

机译:SMART(集成和重构)PET:高效的PET模拟重建工具

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摘要

BackgroundPositron-emission tomography (PET) simulators are frequently used for development and performance evaluation of segmentation methods or quantitative uptake metrics. To date, most PET simulation tools are based on Monte Carlo simulations, which are computationally demanding. Other analytical simulation tools lack the implementation of time of flight (TOF) or resolution modelling (RM). In this study, a fast and easy-to-use PET simulation-reconstruction package, SiMulAtion and ReconsTruction (SMART)-PET, is developed and validated, which includes both TOF and RM. SMART-PET, its documentation and instructions to calibrate the tool to a specific PET/CT system are available on Zenodo.SMART-PET allows the fast generation of 3D PET images. As input, it requires one image representing the activity distribution and one representing the corresponding CT image/attenuation map. It allows the user to adjust different parameters, such as reconstruction settings (TOF/RM), noise level or scan duration. Furthermore, a random spatial shift can be included, representing patient repositioning. To evaluate the tool, simulated images were compared with real scan data of the NEMA NU 2 image quality phantom. The scan was acquired as a 60-min list-mode scan and reconstructed with and without TOF and/or RM. For every reconstruction setting, ten statistically equivalent images, representing 30, 60, 120 and 300 s scan duration, were generated. Simulated and real-scan data were compared regarding coefficient of variation in the phantom background and activity recovery coefficients (RCs) of the spheres. Furthermore, standard deviation images of each of the ten statistically equivalent images were compared.
机译:背景正电子发射断层扫描(PET)模拟器经常用于分割方法或定量摄取指标的开发和性能评估。迄今为止,大多数PET模拟工具都基于对计算有严格要求的Monte Carlo模拟。其他分析模拟工具缺少飞行时间(TOF)或分辨率建模(RM)的实现。在这项研究中,开发并验证了一种快速且易于使用的PET模拟重建软件包SiMulAtion and ReconsTruction(SMART)-PET,其中包括TOF和RM。 Zenodo上提供了SMART-PET,其文档和将工具校准到特定PET / CT系统的说明.SMART-PET可以快速生成3D PET图像。作为输入,它需要一张代表活动分布的图像和一张代表相应CT图像/衰减图的图像。它允许用户调整不同的参数,例如重建设置(TOF / RM),噪声水平或扫描持续时间。此外,可以包括代表患者重新定位的随机空间偏移。为了评估该工具,将模拟图像与NEMA NU 2图像质量模型的真实扫描数据进行了比较。扫描以60分钟列表模式扫描获得,并在有和没有TOF和/或RM的情况下重建。对于每个重建设置,生成了十个统计等效图像,分别代表30、60、120和300扫描持续时间。比较了模拟和真实扫描数据的体模背景变化系数和球体的活动恢复系数(RC)。此外,比较了十个统计等效图像中每个图像的标准偏差图像。

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