Watson P, Mainegra-Hing E, Soisson E, Naqa I El, Seuntjens J
McGill University, Montreal, QC.
National Research Council of Canada, Ottawa, Ontario.
Med Phys. 2012 Jun;39(6Part4):3625. doi: 10.1118/1.4734718.
To improve image quality in cone-beam computed tomography (CBCT) scans by implementation of a fast and accurate MC-based scatter correction algorithm.
A Solid WaterTM phantom was imaged on a Varian OBI CBCT scanner using the standard-dose head protocol (100 kVp, 151 mAs, partial-angle). A fast Monte Carlo simulation developed in the EGSnrc framework was used to transport photons through the uncorrected CBCT scan. From the simulation output, the contribution from both primary and scattered photons for each projection image was estimated. Using these estimates, a subtractive scatter correction was performed on the CBCT projection data. This correction procedure was repeated iteratively, using the previous scatter corrected scan as input to the Monte Carlo simulation.
Implementation of the scatter correction algorithm on real CBCT data was shown to help mitigate scatter-induced artifacts, such as cupping and streaking. The scatter corrected images were also shown to have improved accuracy in reconstructed attenuation coefficient values. In a region of interest centered on the Solid Water phantom, the number of voxels agreeing to within 10% of the theoretical attenuation coefficient increased from 46% to 97% after two iterations of the scatter correction.
These results suggest that the proposed scatter correction algorithm is successful in improving image quality in real CBCT images. The accuracy of the attenuation coefficients extracted from the corrected CBCT scan renders the data suitable for on-the-fly dose recalculations, as well as vastly improved image registration.
通过实施一种快速且准确的基于蒙特卡罗(MC)的散射校正算法,提高锥形束计算机断层扫描(CBCT)的图像质量。
使用标准剂量头部扫描协议(100 kVp,151 mAs,部分角度)在瓦里安OBI CBCT扫描仪上对一个固体水模体进行成像。利用在EGSnrc框架中开发的快速蒙特卡罗模拟,使光子穿过未校正的CBCT扫描图像。根据模拟输出,估算每个投影图像中初级光子和散射光子的贡献。利用这些估算值,对CBCT投影数据进行减法散射校正。将先前经散射校正的扫描图像作为蒙特卡罗模拟的输入,重复此校正过程。
在实际CBCT数据上实施散射校正算法,有助于减轻散射引起的伪影,如杯状伪影和条纹伪影。经散射校正的图像在重建衰减系数值方面的准确性也有所提高。在以固体水模体为中心的感兴趣区域,经过两次散射校正迭代后,衰减系数与理论值相差在10%以内的体素数量从46%增加到了97%。
这些结果表明,所提出的散射校正算法成功提高了实际CBCT图像的质量。从经校正的CBCT扫描中提取的衰减系数的准确性,使得这些数据适用于实时剂量重新计算以及大幅改进的图像配准。