论文标题

优化的空间光谱CT用于多物质分解

Optimized Spatial-Spectral CT for Multi-Material Decomposition

论文作者

Tivnan, Matthew, Wang, Wenying, Tilley, Steven, Siewerdsen, Jeffrey H., Stayman, J. Webster

论文摘要

Spectral CT是一种新兴模式,它使用具有多种光谱响应的数据采集方案,除了传统CT的结构信息外,还提供了增强的材料歧视。具有此能力的现有临床和临床前设计包括KV开关,分裂滤波和双层检测器系统,可提供两个投影数据的光谱通道。在这项工作中,我们检查了基于空间光谱过滤器的替代设计。该源侧滤波器组成的线性阵列的材料阵列将入射X射线梁分为频谱变化的梁。该设计允许多种光谱通道;但是,每个单独的通道在投影域中稀疏。基于模型的迭代重建方法可以适应这种稀疏的空间光谱采样模式,并允许掺入高级正则化。以优化的物理设计的目的,我们表征了设计参数的影响,包括滤波器砖和滤清器瓷砖宽度及其对材料分解性能的影响。我们提出了数值模拟的结果,这些模拟使用现实的CT几何形状和噪声模型来表征每个设计参数的影响,以证明可行性。过滤砖顺序的结果几乎没有变化,表明滤波器顺序是低优先级设计的考虑因素。我们观察到较窄的滤波器宽度的性能提高;但是,性能下降相对平坦,表明更宽的滤波器宽度也是可行的设计。

Spectral CT is an emerging modality that uses a data acquisition scheme with varied spectral responses to provide enhanced material discrimination in addition to the structural information of conventional CT. Existing clinical and preclinical designs with this capability include kV-switching, split-filtration, and dual-layer detector systems to provide two spectral channels of projection data. In this work, we examine an alternate design based on a spatial-spectral filter. This source-side filter is made up a linear array of materials that divide the incident x-ray beam into spectrally varied beamlets. This design allows for any number of spectral channels; however, each individual channel is sparse in the projection domain. Model-based iterative reconstruction methods can accommodate such sparse spatial-spectral sampling patterns and allow for the incorporation of advanced regularization. With the goal of an optimized physical design, we characterize the effects of design parameters including filter tile order and filter tile width and their impact on material decomposition performance. We present results of numerical simulations that characterize the impact of each design parameter using a realistic CT geometry and noise model to demonstrate feasibility. Results for filter tile order show little change indicating that filter order is a low-priority design consideration. We observe improved performance for narrower filter widths; however, the performance drop-off is relatively flat indicating that wider filter widths are also feasible designs.

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