论文标题

基于快速蒙特卡洛光子传输模型的高分辨率平板CT的计算散射校正

Computational Scatter Correction for High-Resolution Flat-Panel CT Based on a Fast Monte Carlo Photon Transport Model

论文作者

Alsaffar, Ammar, Kieß, Steffen, Sun, Kaicong, Simon, Sven

论文摘要

在计算机断层扫描(CT)重建中,散射通过引入条纹和拔罐工件,从而导致服务器质量降解,从而减少低对比对象的可检测性。蒙特卡洛(MC)模拟被认为是散射估计最准确的方法。但是,现有的MC估计器在计算上是昂贵的,尤其是对于经过考虑的高分辨率平板CT而言。在本文中,我们提出了一个快速准确的光子传输模型,该模型使用多个可控的密钥参数描述了1 KEV至1 MEV范围内的物理。基于此模型,在定义明确的模型参数下,可以在几秒钟内完成单个投影的散射计算。与接近无散射的投影图像相比,对估计的散射进行平滑和插值,以加速散射计算,而不会损害准确性。将散点估计与过滤后的反射(FBP)相结合,以迭代方式有效地进行散射校正。为了评估所提出的MC模型,我们对模拟数据和现实世界高分辨率扁平面板CT进行了广泛的实验。与最先进的MC模拟器相比,我们的光子传输模型在四个GPU系统上达到了202美元$ \ times $加速,与多线程最新的EGSNRC MC Simulator相比。此外,还表明,对于现实世界高分辨率的平板CT,使用FBP在一到三个迭代中以足够精度的散射校正,并使用FBP和使用拟议的快速MC光子传输模型计算的正向投影。

In computed tomography (CT) reconstruction, scattering causes server quality degradation of the reconstructed CT images by introducing streaks and cupping artifacts which reduce the detectability of low contrast objects. Monte Carlo (MC) simulation is considered as the most accurate approach for scatter estimation. However, the existing MC estimators are computationally expensive especially for the considered high-resolution flat-panel CT. In this paper, we propose a fast and accurate photon transport model which describes the physics within the 1 keV to 1 MeV range using multiple controllable key parameters. Based on this model, scatter computation for a single projection can be completed within a range of few seconds under well-defined model parameters. Smoothing and interpolation are performed on the estimated scatter to accelerate the scatter calculation without compromising accuracy too much compared to measured near scatter-free projection images. Combining the scatter estimation with the filtered backprojection (FBP), scatter correction is performed effectively in an iterative manner. In order to evaluate the proposed MC model, we have conducted extensive experiments on the simulated data and real-world high-resolution flat-panel CT. Comparing to the state-of-the-art MC simulators, our photon transport model achieved a 202$\times$ speed-up on a four GPU system comparing to the multi-threaded state-of-the-art EGSnrc MC simulator. Besides, it is shown that for real-world high-resolution flat-panel CT, scatter correction with sufficient accuracy is accomplished within one to three iterations using a FBP and a forward projection computed with the proposed fast MC photon transport model.

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