ACCELERATION: Sequentially-scanning DECT Imaging Using High Temporal Resolution Image Reconstruction And Temporal Extrapolation

Qiaoxin Li, Dong Liang, Yinsheng Li
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Abstract

Dual-energy computed tomography (DECT) has been widely used to obtain quantitative elemental composition of imaged subjects for personalized and precise medical diagnosis. Compared with existing high-end DECT leveraging advanced X-ray source and/or detector technologies, the use of the sequentially-scanning data acquisition scheme to implement DECT may make broader impact on clinical practice because this scheme requires no specialized hardware designs. However, since the concentration of iodinated contrast agent in the imaged subject varies over time, sequentially-scanned data sets acquired at two tube potentials are temporally inconsistent. As existing material decomposition approaches for DECT assume that the data sets acquired at two tube potentials are temporally consistent, the violation of this assumption results in inaccurate quantification accuracy of iodine concentration. In this work, we developed a technique to achieve sequentially-scanning DECT imaging using high temporal resolution image reconstruction and temporal extrapolation, ACCELERATION in short, to address the technical challenge induced by temporal inconsistency of sequentially-scanned data sets and improve iodine quantification accuracy in sequentially-scanning DECT. ACCELERATION has been validated and evaluated using numerical simulation data sets generated from clinical human subject exams. Results demonstrated the improvement of iodine quantification accuracy using ACCELERATION.
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加速:利用高时间分辨率图像重建和时间外推法进行顺序扫描 DECT 成像
双能计算机断层扫描(DECT)已被广泛用于获取成像对象的定量元素组成,以进行个性化和精确的医疗诊断。与现有的利用先进 X 射线源和/或探测器技术的高端 DECT 相比,使用这种顺序扫描数据采集方案来实施 DECT 可能会对临床实践产生更广泛的影响,因为这种方案不需要专门的硬件设计。然而,由于成像对象体内碘造影剂的浓度随时间而变化,因此在两个管电位下获取的顺序扫描数据集在时间上是不一致的。由于现有的 DECT 材料分解方法假定在两个管电位下获得的数据集在时间上是一致的,违反这一假定会导致碘浓度的量化精度不准确。在这项工作中,我们开发了一种利用高时间分辨率图像重建和时间外推(简称 ACCELERATION)实现顺序扫描 DECT 成像的技术,以解决顺序扫描数据集的时间不一致所带来的技术难题,提高顺序扫描 DECT 的碘定量准确性。ACCELERATION 已通过临床人体检查生成的数字模拟数据集进行了验证和评估。结果表明,ACCELERATION 提高了碘定量的准确性。
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