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Geometrical and Monte Carlo projectors in 3D PET reconstruction.

机译:3D PET重建中的几何和蒙特卡洛投影仪。

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PURPOSE: In the present work, the authors compare geometrical and Monte Carlo projectors in detail. The geometrical projectors considered were the conventional geometrical Siddon ray-tracer (S-RT) and the orthogonal distance-based ray-tracer (OD-RT), based on computing the orthogonal distance from the center of image voxel to the line-of-response. A comparison of these geometrical projectors was performed using different point spread function (PSF) models. The Monte Carlo-based method under consideration involves an extensive model of the system response matrix based on Monte Carlo simulations and is computed off-line and stored on disk. METHODS: Comparisons were performed using simulated and experimental data of the commercial small animal PET scanner rPET. RESULTS: The results demonstrate that the orthogonal distance-based ray-tracer and Siddon ray-tracer using PSF image-space convolutions yield better images in terms of contrast and spatial resolution than those obtained after using the conventional method and the multiray-based S-RT. Furthermore, the Monte Carlo-based method yields slight improvements in terms of contrast and spatial resolution with respect to these geometrical projectors. CONCLUSIONS: The orthogonal distance-based ray-tracer and Siddon ray-tracer using PSF image-space convolutions represent satisfactory alternatives to factorizing the system matrix or to the conventional on-the-fly ray-tracing methods for list-mode reconstruction, where an extensive modeling based on Monte Carlo simulations is unfeasible.
机译:目的:在目前的工作中,作者详细比较了几何投影仪和蒙特卡洛投影仪。所考虑的几何投影仪是传统的几何Siddon射线示踪剂(S-RT)和基于正交距离的射线示踪剂(OD-RT),它们是基于计算从图像体素中心到视线的正交距离而设计的。响应。使用不同的点扩散函数(PSF)模型对这些几何投影仪进行了比较。所考虑的基于蒙特卡洛的方法涉及基于蒙特卡洛模拟的系统响应矩阵的广泛模型,并且可以离线计算并存储在磁盘上。方法:使用商业小型动物PET扫描仪rPET的模拟和实验数据进行比较。结果:结果表明,使用PSF图像空间卷积的正交基于距离的射线示踪剂和Siddon射线示踪剂在对比度和空间分辨率方面比使用常规方法和基于多射线的S-射线获得更好的图像。 RT。此外,相对于这些几何投影仪,基于蒙特卡洛的方法在对比度和空间分辨率方面略有改善。结论:使用PSF图像空间卷积的基于正交距离的射线示踪剂和Siddon射线示踪剂代表了令人满意的替代方案,可用于分解系统矩阵或用于列表模式重建的常规实时射线跟踪方法。基于蒙特卡洛模拟的广泛建模是不可行的。

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