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Segmentation-free x-ray energy spectrum estimation for computed tomography

机译:用于计算机断层扫描的无分割x射线能谱估计

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X-ray energy spectrum plays an essential role in imaging and related tasks. Due to the high photon flux of clinical CT scanners, most of the spectrum estimation methods are indirect and are usually suffered from various limitations. The recently proposed indirect transmission measurement-based method requires at least the segmentation of one material, which is insufficient for CT images of highly noisy and with artifacts. To combat for the bottleneck of spectrum estimation using segmented CT images, in this study, we develop a segmentation-free indirect transmission measurement based energy spectrum estimation method using dual-energy material decomposition. The general principle of the method is to compare polychromatic forward projection with raw projection to calibrate a set of unknown weights which are used to express the unknown spectrum together with a set of model spectra. After applying dual-energy material decomposition using high-and low-energy raw projection data, polychromatic forward projection is conducted on material-specific images. The unknown weights are then iteratively updated to minimize the difference between the raw projection and estimated projection. Both numerical simulations and experimental head phantom are used to evaluate the proposed method. The results indicate that the method provides accurate estimate of the spectrum and it may be attractive for dose calculations, artifacts correction and other clinical applications.
机译:X射线能谱在成像和相关任务中起着至关重要的作用。由于临床CT扫描仪的高光子通量,大多数光谱估计方法都是间接的,通常会受到各种限制。最近提出的基于间接透射测量的方法至少需要一种材料的分割,这对于高噪声且带有伪影的CT图像是不够的。为了解决使用分段CT图像进行频谱估计的瓶颈,在本研究中,我们开发了一种使用双能材料分解的基于无分段间接传输测量的能谱估计方法。该方法的一般原理是将多色正投影与原始投影进行比较,以校准一组未知权重,这些权重用于表示未知光谱以及一组模型光谱。在使用高能量和低能量原始投影数据进行双能量材料分解后,对特定于材料的图像进行多色正向投影。然后,迭代地更新未知权重,以最大程度地减少原始投影和估算投影之间的差异。数值模拟和实验头部模型都用于评估该方法。结果表明该方法提供了准确的光谱估计,可能对剂量计算,伪影校正和其他临床应用具有吸引力。

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