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Echocardiography to cardiac CT image registration: Spatial and temporal registration of the 2D planar echocardiography images with cardiac CT volume

机译:超声心动图到心脏CT图像配准:使用心脏CT体积的2D平面超声心动图的空间和时间登记

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This study proposes a registration framework to register 2D echocardiography images with cardiac CT volume. The registration realizes the fusion of CT and echocardiography with the aim to aid the diagnosis of cardiac diseases. The image registration framework consists of two major steps: temporal and spatial registration. Temporal registration utilizes the ECG data to identify frames at similar cardiac phase as the CT volume. Spatial registration is an intensity-based normalized mutual information (NMI) method applied with pattern search optimization algorithm to produce interpolated cardiac CT image that matches the echocardiography image. Our proposed registration method has been applied on the short axis "Mercedes Benz" sign view of the aortic valve. The accuracy of our fully automated registration method were 0.81 ± 0.08 and 1.30 ± 0.13 mm in terms of Dice coefficient and Hausdorff distance. This accuracy is comparable to gold standard manual registration by expert. There was no significant difference in aortic annulus diameter measurement between the automatically and manually registered CT images. Without the use of optical tracking, we have shown the applicability of this technique for effective registration of echocardiography with cardiac CT volume.
机译:本研究提出了一种注册框架,用于用心脏CT体积注册2D超声心动图图像。注册意识到CT和超声心动图的融合,旨在帮助诊断心脏病。图像登记框架由两个主要步骤组成:时间和空间注册。时间注册利用ECG数据来识别与CT体积相似的心阶段的帧。空间注册是一种基于强度的标准化互信息(NMI)方法,其应用了模式搜索优化算法,以产生与超声心动图图像匹配的内插心CT图像。我们所提出的注册方法已应用于主动脉瓣的短轴“梅赛德斯奔驰”标志视图。在骰子系数和Hausdorff距离方面,我们全自动注册方法的准确性为0.81±0.08和1.30±0.13mm。这种准确性与专家的黄金标准手册登记相当。自动和手动注册的CT图像之间的主动脉环直径测量没有显着差异。在不使用光学跟踪的情况下,我们已经表明了这种技术的适用性,用于用心脏CT体积进行超声心动图的有效登记。

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