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A combination of parabolic and grid slope interpolation for 2D tissue displacement estimations

机译:用于2D组织位移估计的抛物线和网格斜率插值的组合

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摘要

Parabolic sub-sample interpolation for 2D block-matching motion estimation is computationally efficient. However, it is well known that the parabolic interpolation gives a biased motion estimate for displacements greater than |y.2| samples (y = 0, 1, …). Grid slope sub-sample interpolation is less biased, but it shows large variability for displacements close to y.0. We therefore propose to combine these sub-sample methods into one method (GS15PI) using a threshold to determine when to use which method. The proposed method was evaluated on simulated, phantom, and in vivo ultrasound cine loops and was compared to three sub-sample interpolation methods. On average, GS15PI reduced the absolute sub-sample estimation errors in the simulated and phantom cine loops by 14, 8, and 24% compared to sub-sample interpolation of the image, parabolic sub-sample interpolation, and grid slope sub-sample interpolation, respectively. The limited in vivo evaluation of estimations of the longitudinal movement of the common carotid artery using parabolic and grid slope sub-sample interpolation and GS15PI resulted in coefficient of variation (CV) values of 6.9, 7.5, and 6.8%, respectively. The proposed method is computationally efficient and has low bias and variance. The method is another step toward a fast and reliable method for clinical investigations of longitudinal movement of the arterial wall.
机译:用于2D块匹配运动估计的抛物线子样本插值在计算上很有效。但是,众所周知,抛物线插值法对于大于| y.2 |的位移给出了偏差的运动估计。样本(y = 0、1,...)。网格斜率子样本插值的偏差较小,但对于接近y.0的位移显示较大的变化。因此,我们建议使用阈值将这些子样本方法组合为一种方法(GS15PI),以确定何时使用哪种方法。在模拟,幻影和体内超声电影环路上评估了该方法,并与三种子样本插值方法进行了比较。平均而言,与图像的子样本插值,抛物线子样本插值和网格斜率子样本插值相比,GS15PI可以将模拟和幻影电影环路中的绝对子样本估计误差降低14%,8%和24% , 分别。使用抛物线和网格斜率子样本插值法和GS15PI进行的颈总动脉纵向运动估计的体内评估有限,导致变异系数(CV)值分别为6.9、7.5和6.8%。该方法计算效率高,偏差和方差低。该方法是朝着快速可靠的方法进行动脉壁纵向运动临床研究的又一步。

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