首页> 外文会议>IEEE Nuclear Science Symposium;Medical Imaging Conference >A Dedicated Tomographic Image Reconstruction Algorithm for Integration-Mode Detector Configuration in Ion Imaging
【24h】

A Dedicated Tomographic Image Reconstruction Algorithm for Integration-Mode Detector Configuration in Ion Imaging

机译:离子成像中集成模式检测器配置的专用断层图像重建算法

获取原文
获取外文期刊封面目录资料

摘要

A dedicated tomographic image reconstruction algorithm for integration-mode detector configuration is proposed and investigated. The algorithm makes use of the stopping power and the model of the scattering power for the entire histogram of Water Equivalent Thickness (WET) components. Therefore, compared to conventional tomographic image reconstruction of the WET component with maximum occurrence along straight trajectories, this algorithm is expected to provide better image quality. An anthropomorphic phantom, adopted as ground truth, is used to simulate the proton trajectories. The system matrix of the proposed algorithm is based on the statistical estimation of the integral scattering power for each WET as a 2D Gaussian distribution according to a multiple Coulomb scattering model. The 2D Gaussian distributions are normalized to the unit, thus forming a 3D distribution, namely the "cone", for each WET. The cones are interpolated to each integration line, thus matching the image. The updating formula of the simultaneous algebraic reconstruction technique is modified to account for the entire histogram of the WET components. For computational reasons, the tomographic image reconstruction is implemented relying on ordered subsets of projection angles. In general, better convergence is obtained for the dedicated algorithm, thus showing extremely reduced noise break-up. The results indicate the potential of the proposed algorithm to provide better image quality than conventional tomographic image reconstruction. Future studies will include the application of the proposed algorithm to Monte Carlo simulations of clinical ion imaging and a deeper image quality assessment.
机译:提出并研究了一种用于积分模式检测器配置的专用断层图像重建算法。该算法针对水等效厚度(WET)分量的整个直方图利用了停止能力和散射能力模型。因此,与沿直线轨迹出现次数最多的WET组件的常规层析图像重建相比,该算法有望提供更好的图像质量。拟人化的幻影被用作基础真相,用于模拟质子轨迹。该算法的系统矩阵基于对每个WET的积分散射功率的统计估计,并根据多重库仑散射模型将其作为二维高斯分布。将2D高斯分布归一化为单位,从而为每个WET形成3D分布,即“圆锥”。将视锥插值到每条积分线,从而匹配图像。修改了同时代数重构技术的更新公式,以解决WET分量的整个直方图问题。由于计算上的原因,断层图像的重建是依靠投影角的有序子集来实现的。通常,专用算法可获得更好的收敛性,因此显示出极大的降低了噪声破坏。结果表明,与传统的断层图像重建相比,所提出的算法具有提供更好的图像质量的潜力。未来的研究将包括将所提出的算法应用于临床离子成像的蒙特卡洛模拟以及更深入的图像质量评估。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号