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Performance comparison of rigid and affine models for motion estimation using ultrasound RF signals: Simulations and phantom experiments

机译:使用超声RF信号进行运动估计刚性和仿射模型的性能比较:模拟和幻影实验

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Rigid model-based and non-rigid model-based methods are two main groups of space-domain methods of tissue motion estimation. Affine model is one of the commonly used non-rigid models. The performances of the rigid model and affine model have not been compared on ultrasound radio-frequency (RF) signals. In this study, three methods, i.e., the normalized cross-correlation method with rigid model (NCC), the optical flow method with rigid model (OFRM) and optical flow method with affine model (OFAM), are compared using ultrasound RF signals, rather than B-mode images used in previous studies. Simulations and phantom experiments are conducted to make the comparison. The results show that the affine model-based method (i.e., OFAM) obtains the lowest root-mean-square error (RAISE) or registration error among all the methods. The affine model is demonstrated to be superior to the rigid model in motion estimation based on RF signals.
机译:基于刚性模型和非刚性模型的方法是组织运动估计的两种主要空间域方法组。仿射模型是常用的非刚性模型之一。在超声射频(RF)信号上尚未比较刚性模型和仿射模型的性能。在本研究中,使用超声波RF信号进行比较三种方法,即具有刚性模型(NCC)的归一化互相关方法,具有刚性模型(OFRM)的光学流量和光学流量(OFRM),以前研究中使用的而不是B模式图像。进行模拟和幻影实验以进行比较。结果表明,基于仿射模型的方法(即,OFAM)获得了所有方法中最低的根均方误差(提高)或注册误差。仿射模型被证明基于RF信号的运动估计中的刚性模型优于刚性模型。

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