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An efficient analytical calculation of probability matrix in 2D SPECT.

机译:二维SPECT中概率矩阵的高效解析计算。

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摘要

Expectation Maximization iterative reconstruction algorithms are being widely used in PET and SPECT imaging. The system probability matrix is usually calculated by using Monte Carlo simulations, since the analytical calculation is a rather complicated problem, especially in 3D reconstruction; however, realistic Monte Carlo simulations in 3D are time consuming and simplifications are necessary. In this paper, the probability matrix in the case of 2D SPECT is analytically calculated, using only two basic parameters: (i) the total number of image pixels and (ii) the number of projection angles. In the more general phase three more parameters will be taken into account: (i) the distance between the detectors and the object to be imaged; (ii) the collimator parameters; (iii) scintillator cells parameters (in the case of pixilated scintillators) and relative position between scintillator cell and collimator hole. It is shown that the accuracy of the probability matrix affects the quality of reconstructed images, especially in the case of pixilated scintillators, which are used in many dedicated SPECT systems. The methods presented here can be extended to 3D SPECT and also 2D and 3D PET. In addition, this analytically calculated matrix can be a reference matrix in order to be compared with Monte Carlo generated matrices.
机译:期望最大化迭代重建算法已广泛用于PET和SPECT成像。系统概率矩阵通常是使用蒙特卡洛模拟来计算的,因为解析计算是一个相当复杂的问题,尤其是在3D重建中。但是,逼真的3D蒙特卡洛模拟非常耗时,因此有必要进行简化。在本文中,仅使用两个基本参数来解析计算二维SPECT情况下的概率矩阵:(i)图像像素总数和(ii)投影角度数量。在更一般的阶段,将考虑另外三个参数:(i)检测器与要成像的物体之间的距离; (ii)准直仪参数; (iii)闪烁体细胞参数(在像素化闪烁体的情况下)和闪烁体细胞与准直仪孔之间的相对位置。结果表明,概率矩阵的准确性会影响重建图像的质量,尤其是在许多专用SPECT系统中使用的像素闪烁体的情况下。此处介绍的方法可以扩展到3D SPECT以及2D和3D PET。另外,该分析计算的矩阵可以是参考矩阵,以便与蒙特卡洛生成的矩阵进行比较。

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