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A Dedicated Tomographic Image Reconstruction Algorithm for Integration-Mode Detector Configuration in Ion Imaging

机译:一种专用断层图像重建算法,用于离子成像中的集成模式检测器配置

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A dedicated tomographic image reconstruction algorithm for integration-mode detector configuration is proposed and investigated. The algorithm makes use of the stopping power and the model of the scattering power for the entire histogram of Water Equivalent Thickness (WET) components. Therefore, compared to conventional tomographic image reconstruction of the WET component with maximum occurrence along straight trajectories, this algorithm is expected to provide better image quality. An anthropomorphic phantom, adopted as ground truth, is used to simulate the proton trajectories. The system matrix of the proposed algorithm is based on the statistical estimation of the integral scattering power for each WET as a 2D Gaussian distribution according to a multiple Coulomb scattering model. The 2D Gaussian distributions are normalized to the unit, thus forming a 3D distribution, namely the "cone", for each WET. The cones are interpolated to each integration line, thus matching the image. The updating formula of the simultaneous algebraic reconstruction technique is modified to account for the entire histogram of the WET components. For computational reasons, the tomographic image reconstruction is implemented relying on ordered subsets of projection angles. In general, better convergence is obtained for the dedicated algorithm, thus showing extremely reduced noise break-up. The results indicate the potential of the proposed algorithm to provide better image quality than conventional tomographic image reconstruction. Future studies will include the application of the proposed algorithm to Monte Carlo simulations of clinical ion imaging and a deeper image quality assessment.
机译:提出并研究了用于集成模式检测器配置的专用断层图像重建算法。该算法利用停止功率和用于整个水当量厚度(湿)部件的直方图的散射功率模型。因此,与湿组件的传统断层图像重建相比,沿着直的轨迹最大发生,预计该算法将提供更好的图像质量。作为地面真理采用的拟人幽灵般的幻影用于模拟质子轨迹。该算法的系统矩阵基于根据多个库仑散射模型的作为2D高斯分布的每个湿的整体散射功率的统计估计。 2D高斯分布被归一化为单位,从而形成3D分布,即每个潮湿的“锥形”。锥体被插入到每个集成线上,从而匹配图像。修改了同时代数重建技术的更新公式,以解释湿组分的整个直方图。出于计算原因,实现了依赖于投影角度的有序子集的断层图像重建。通常,为专用算法获得更好的收敛,从而显示出极度降低的噪声分解。结果表明,所提出的算法提供比传统的断层图像重建更好的图像质量。未来的研究将包括将所提出的算法应用于临床离子成像和更深的图像质量评估的蒙特卡罗模拟。

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