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Point-constrained optical flow for LV motion detection

机译:用于LV运动检测的点约束光流

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In this paper, we propose a new method for left ventricle (LV) motion estimation. The method is based on a point-constrained optical flow algorithm for heart motion estimation. The constrained points are the corresponding point pairs in subsequent images. The motion estimation of these characteristic points can be obtained using techniques such as shape-based tracking of perceptually salient points on the LV boundary. Knowing the motion of characteristic points the proposed algorithm is used to estimate motion at other image points. Using this approach the result of the optical flow algorithm is constrained by displacement of characteristic LV boundary points. The constraints are implemented by setting the values of the optical flow of characteristic points to certain fixed values. The spatial and temporal continuity functionals are specified so that the fixed values influence their neighborhoods and the optical flow field is interpolated between the constrained points. The experiments have been performed using ECG-gated MR images of the beating heart. The method has been applied to the image sequence and estimation of the motion field has been computed.
机译:在本文中,我们提出了一种左心室(LV)运动估计的新方法。该方法基于针对心脏运动估计的点约束光学流量算法。约束点是后续图像中的对应点对。可以使用诸如LV边界上的感知突出点的形状的跟踪的技术获得这些特征点的运动估计。知道特征点的运动,所提出的算法用于估计其他图像点的运动。使用这种方法,通过特征LV边界点的位移来限制光流量算法的结果。通过将特征点的光流量的值设置为某些固定值来实现约束。指定空间和时间连续性功能,使得固定值影响其邻域并且光学流场在受约束点之间插入。使用ECG门控MR图像进行了实验。该方法已经应用于图像序列,并且已经计算了运动场的估计。

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