CBCT scatter correction with dual-layer flat-panel detector

Xin Zhang, Jixiong Xie, Ting Su, Jiongtao Zhu, Han Cui, Yuhang Tan, Dongmei Xia, Hairong Zheng, Dong Liang, Yongshuai Ge
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Abstract

Background: Recently, the popularity of dual-layer flat-panel detector (DL-FPD) based dual-energy cone-beam CT (DE-CBCT) imaging has been increasing. However, the image quality of DE-CBCT remains constrained by the Compton scattered X-ray photons. Purpose: The objective of this study is to develop an energy-modulated scatter correction method for DL-FPD based CBCT imaging. Methods: The DLFPD can measure primary and Compton scattered X-ray photons having dfferent energies: X-ray photons with lower energies are predominantly captured by the top detector layer, while X-ray photons with higher energies are primarily collected by the bottom detector layer. Afterwards, the scattered X-ray signals acquired on both detector layers can be analytically retrieved via a simple model along with several pre-calibrated parameters. Both Monte Carlo simulations and phantom experiments are performed to verify this energy-modulated scatter correction method utilizing DL-FPD. Results: Results demonstrate that the proposed energy-modulated scatter correction method can signficantly reduce the shading artifacts of both low-energy and high-energy CBCT images acquired from DL-FPD. On average, the image non-uniformity is reduce by over 77% in the low-energy CBCT image and by over 66% in the high-energy CBCT image. Moreover, the accuracy of the decomposed multi-material results is also substantially improved. Conclusion: In the future, Compton scattered X-ray signals can be easily corrected for CBCT systems using DL-FPDs.
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使用双层平板探测器进行 CBCT 散射校正
背景:近来,基于双层平板探测器(DL-FPD)的双能量锥束 CT(DE-CBCT)成像技术日益普及,但 DE-CBCT 的成像质量仍然受到康普顿散射 X 射线光子的制约。目的:本研究旨在为基于 DL-FPD 的 CBCT 成像开发一种能量调制散射校正方法。方法:DLFPD 可以测量不同能量的原生 X 射线光子和康普顿散射 X 射线光子:能量较低的 X 射线光子主要被顶部探测器层捕获,而能量较高的 X 射线光子主要被底部探测器层捕获。之后,可以通过一个简单的模型和几个预先校准的参数,分析检索在两个探测器层上获得的散射 X 射线信号。为了验证这种利用 DL-FPD 的能量调制散射校正方法,我们进行了蒙特卡洛模拟和幻影实验。结果:结果表明,所提出的能量调制散射校正方法可以显著减少从 DL-FPD 采集的低能量和高能量 CBCT 图像的阴影伪影。平均而言,低能量 CBCT 图像的不均匀性降低了 77% 以上,高能量 CBCT 图像的不均匀性降低了 66% 以上。此外,多材料分解结果的准确性也大幅提高。结论未来,使用 DL-FPD 的 CBCT 系统可以轻松校正康普顿散射 X 射线信号。
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