使用傅里叶描述子和动态时间扭曲的心脏US和CT数据的动态配准

F. Tavard, A. Simon, Alfredo I. Hernández, J. Betancur, E. Donal, M. Garreau
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引用次数: 6

摘要

心脏再同步化治疗(CRT)可以通过将解剖、功能和电信息融合在一个统一的框架中来优化,以确定最有效的起搏部位。这项工作的目的是在动态CT和超声(US)图像(2D散斑跟踪模式)之间进行配准。所提出的配准方法基于轮廓到表面的配准方案,分为四个步骤:(1)数据的时间同步;(2) 3D+t CT数据分割左心室心内膜表面;(3)对2D+t US数据进行心肌的分割和跟踪;(4) US轮廓与CT曲面的配准。该方法的独创性依赖于使用傅里叶描述子和动态时间扭曲(DTW)来处理不同的空间和时间分辨率以及CT和US数据之间不同的心律。对模拟数据的评估以及在三个患者数据库中获得的结果进行了描述。
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Dynamic registration of cardiac US and CT data using Fourier descriptors and Dynamic Time Warping
Cardiac Resynchronization Therapy (CRT) can be optimized by the fusion of anatomical, functional and electrical information in a unified framework in order to identify the most effective pacing sites. The aim of this work is to perform a registration between dynamic CT and ultrasound (US) images (2D speckle tracking mode). The proposed registration approach is based on a contour to surface scheme, decomposed in four steps: (1) the temporal synchronization of data; (2) the segmentation of the left ventricle endocardial surface from the 3D+t CT data; (3) the segmentation and tracking of the myocardium from the 2D+t US data; (4) the registration of US contour with the CT surface. The originality of the method relies on the use of Fourier descriptors and Dynamic Time Warping (DTW) to handle different spatial and temporal resolutions as well as dissimilar cardiac rhythms between CT and US data. An evaluation on simulated data is described as well as results obtained on three patient databases.
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