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Image-domain motion compensated time-resolved 4D cardiac CT

机译:图像域运动补偿时间分辨4D心脏CT

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Two major problems with the current electrocardiogram-gated cardiac computed tomography (CT) imaging technique are a large patient radiation dose (10-15 mSv) and insufficient temporal resolution (83-165 ms). Our long-term goal is to develop new time resolved and low dose cardiac CT imaging techniques that consist of image reconstruction algorithms and estimation methods of the time-dependent motion vector field (MVF) of the heart from the acquired CT data. Toward this goal, we developed a method that estimates the 2D components of the MVF from a sequence of cardiac CT images and used it to "reconstruct" cardiac images at rapidly moving phases. First, two sharp image frames per heart beat (cycle) obtained at slow motion phases (i.e., mid-diastole and end-systole) were chosen. Nodes were coarsely placed among images; and the temporal motion of each node was modeled by B-splines. Our cost function consisted of 3 terms: mean-squared-error with the block-matching, and smoothness constraints in space and time. The time-dependent MVF was estimated by minimizing the cost function. We then warped images at slow motion phases using the estimated vector fields to "reconstruct" images at rapidly moving phase. The warping algorithm was evaluated using true time-dependent motion vector fields and images both provided by the NCAT phantom program. Preliminary results from ongoing quantitative and qualitative evaluation using the 4D NCAT phantom and patient data are encouraging. Major motion artifact is much reduced. We conclude the new image-based motion estimation technique is an important step toward the development of the new cardiac CT imaging techniques.
机译:当前的心电门控的心脏计算机断层扫描(CT)成像技术的两个主要问题是患者辐射剂量大(10-15 mSv)和时间分辨率不足(83-165 ms)。我们的长期目标是开发新的时间分辨和低剂量心脏CT成像技术,该技术包括图像重建算法和根据获取的CT数据估算心脏随时间变化的运动矢量场(MVF)的方法。为了实现这一目标,我们开发了一种方法,该方法可以从一系列心脏CT图像中估算MVF的2D分量,并将其用于“重建”快速运动阶段的心脏图像。首先,选择在慢动作阶段(即舒张中期和收缩末期)获得的每个心跳(周期)两个清晰的图像帧。节点粗略地放置在图像之间;每个节点的时间运动都用B样条曲线建模。我们的成本函数由3个项组成:具有块匹配的均方误差以及空间和时间上的平滑度约束。通过最小化成本函数来估算时间相关的MVF。然后,我们使用估计的矢量场在慢动作阶段扭曲图像,以“重建”快速运动阶段的图像。使用均由NCAT幻象程序提供的真实时间相关运动矢量场和图像对翘曲算法进行了评估。使用4D NCAT体模和患者数据进行的定量和定性评估得出的初步结果令人鼓舞。大大减少了运动伪影。我们得出结论,新的基于图像的运动估计技术是新的心脏CT成像技术发展的重要一步。

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