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Iterative Sorting for 4DCT Images Based ON Internal Anatomy Motion

机译:基于内部解剖运动的4DCT图像迭代排序

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摘要

Geometric uncertainties caused by respiratory motion complicate radiotherapy treatment planning. Therefore 4D CT imaging is important in characterizing anatomy motion during breathing. Current 4D CT imaging techniques using multislice CT scanners involve multiple scans at several axial positions and retrospective sorting processes. Most sorting methods are based on externally monitored signals recorded by external monitoring instruments, which may not always accurately catch the actual breathing status and may lead to severe discontinuity artifacts in the sorted CT volumes. We propose a method to reconstruct time-resolved CT volumes based on internal motion to avoid the inaccuracies caused by external breathing signals. In our method, we iteratively sort the 4D CT slices using internal motion based breathing indices. In each iteration, respiratory motion is estimated by updating a motion model to best match a deformed reference volume to each moving multi-slice sub-volumes. The breathing indices as well as the reference volumes are refined for each iteration based on the currently estimated respiratory motion. An example is presented to illustrate the feasibility of our 4D CT sorting method without using any external motion monitoring systems.
机译:呼吸运动引起的几何不确定性使放疗治疗计划复杂化。因此,4D CT成像对于表征呼吸过程中的解剖运动非常重要。当前使用多层CT扫描仪的4D CT成像技术涉及在几个轴向位置的多次扫描和回顾性分选过程。大多数分类方法是基于外部监视仪器记录的外部监视信号,这些信号可能无法始终准确地捕获实际的呼吸状态,并且可能导致在已分类的CT容积中出现严重的间断伪影。我们提出了一种基于内部运动来重建时间分辨CT量的方法,以避免外部呼吸信号引起的误差。在我们的方法中,我们使用基于内部运动的呼吸指数对4D CT切片进行迭代排序。在每次迭代中,通过更新运动模型以使变形的参考体积与每个运动的多层子体积最佳匹配来估计呼吸运动。基于当前估计的呼吸运动,为每次迭代优化呼吸指数和参考体积。给出了一个例子来说明我们的4D CT分选方法在不使用任何外部运动监控系统的情况下的可行性。

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