Azinkhah Iman, Sadeghi Mahdi, Sheikhzadeh Peyman, Malekzadeh Malakeh
Finetech in Medicine Research Center, Department of Medical Physics, School of Medicine, Iran University of Medical Sciences, Tehran, Iran.
Department of Nuclear Medicine, Imam Khomeini Hospital Complex, Tehran University of Medical Sciences, Tehran, Iran.
J Med Signals Sens. 2023 Aug 31;13(4):280-289. doi: 10.4103/jmss.jmss_71_22. eCollection 2023 Oct-Dec.
Simulation of tomographic imaging systems with fan-beam geometry, estimation of scattered beam profile using Monte Carlo techniques, and scatter correction using estimated data have always been new challenges in the field of medical imaging. The most important aspect is to ensure the results of the simulation and the accuracy of the scatter correction. This study aims to simulate 128-slice computed tomography (CT) scan using the Geant4 Application for Tomographic Emission (GATE) program, to assess the validity of this simulation and estimate the scatter profile. Finally, a quantitative comparison of the results is made from scatter correction.
In this study, 128-slice CT scan devices with fan-beam geometry along with two phantoms were simulated by GATE program. Two validation methods were performed to validate the simulation results. The data obtained from scatter estimation of the simulation was used in a projection-based scatter correction technique, and the post-correction results were analyzed using four quantities, such as: pixel intensity, CT number inaccuracy, contrast-to-noise ratio (CNR), and signal-to-noise ratio (SNR).
Both validation methods have confirmed the appropriate accuracy of the simulation. In the quantitative analysis of the results before and after the scatter correction, it should be said that the pixel intensity patterns were close to each other, and the accuracy of the CT scan number reached <10%. Moreover, CNR and SNR have increased by more than 30%-65% respectively in all studied areas.
The comparison of the results before and after scatter correction shows an improvement in CNR and SNR while a reduction in cupping artifact according to pixel intensity pattern and enhanced CT number accuracy.
具有扇形束几何结构的断层成像系统的模拟、使用蒙特卡罗技术估计散射束轮廓以及使用估计数据进行散射校正一直是医学成像领域的新挑战。最重要的方面是确保模拟结果和散射校正的准确性。本研究旨在使用用于断层发射的Geant4应用程序(GATE)对128层计算机断层扫描(CT)进行模拟,评估该模拟的有效性并估计散射轮廓。最后,对散射校正的结果进行定量比较。
在本研究中,使用GATE程序模拟了具有扇形束几何结构的128层CT扫描设备以及两个体模。采用两种验证方法来验证模拟结果。从模拟的散射估计中获得的数据用于基于投影的散射校正技术,并使用四个量对校正后的结果进行分析,例如:像素强度、CT值误差、对比度噪声比(CNR)和信噪比(SNR)。
两种验证方法均证实了模拟具有适当的准确性。在对散射校正前后的结果进行定量分析时,可以说像素强度模式彼此接近,CT扫描值的准确性达到<10%。此外,在所有研究区域中,CNR和SNR分别提高了30%-65%以上。
散射校正前后结果的比较表明,CNR和SNR有所改善,同时根据像素强度模式杯状伪影减少,CT值准确性提高。