心脏门控图像的周期光流模型

Ling Li, Xiaofeng Niu, Yongyi Yang
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引用次数: 2

摘要

为了运动补偿处理的目的,我们提出了一种时间建模方法来确定门控心脏序列中的图像运动,其中固有的图像运动是周期性的。为了利用心脏运动的周期性,我们使用傅立叶谐波表示来描述整个序列的运动场。然后,我们通过估计该表示模型的参数来确定运动场。这种联合估计方法可以利用序列中所有可用图像数据的统计信息。在实验中,我们将该方法应用于门控心脏SPECT图像的运动补偿4D重建。我们的研究结果表明,尽管存在强成像噪声,但它可以实现对运动场的鲁棒估计,并导致改进的图像重建。
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A periodic optical flow model for cardiac gated images
For the purpose of motion-compensated processing we propose a temporal modeling approach for determining the image motion in a gated cardiac sequence, wherein the inherent image motion is periodic over time. To exploit the periodic nature of the cardiac motion, we use a Fourier harmonic representation to describe the motion field for the entire sequence. We then determine the motion field by estimating the parameters of this representation model. This joint estimation approach can take advantage of the statistics of all the available image data in the sequence. In the experiments, we applied the proposed approach to motioncompensated 4D reconstruction of gated cardiac SPECT images. Our results demonstrate that it could achieve robust estimation of the motion field and lead to improved image reconstruction despite the presence of strong imaging noise.
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