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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信号进行运动估计的刚性模型和仿射模型的性能比较:仿真和幻像实验

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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:基于刚性模型和基于非刚性模型的方法是组织运动估计的空间域方法的两大类。仿射模型是常用的非刚性模型之一。刚性模型和仿射模型的性能尚未在超声射频(RF)信号上进行比较。在这项研究中,使用超声RF信号比较了三种方法,即刚性模型的归一化互相关方法(NCC),刚性模型的光流方法(OFRM)和仿射模型的光流方法(OFAM),而不是先前研究中使用的B模式图像。进行仿真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)在所有方法中均获得最低的均方根误差(RAISE)或配准误差。仿射模型在基于RF信号的运动估计中被证明优于刚性模型。

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