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基于解析几何的超声彩色血流成像单总体杂波抑制方法。

A single-ensemble clutter rejection method based on the analytic geometry for ultrasound color flow imaging.

机构信息

Department of Electronic Engineering, Fudan University, Shanghai, China.

出版信息

Ultrasound Med Biol. 2011 Nov;37(11):1909-22. doi: 10.1016/j.ultrasmedbio.2011.07.005. Epub 2011 Aug 19.

Abstract

In ultrasound color flow imaging (CFI), the single-ensemble eigen-based filters can reject clutter components using each slow-time ensemble individually. They have shown excellent spatial adaptability. This article proposes a novel clutter rejection method called the single-ensemble geometry filter (SGF), which is derived from an analytic geometry perspective. If the transmitted pulse number M equals two, the clutter component distribution on a two-dimensional (2-D) plane will be similar to a tilted ellipse. Therefore, the direction of the major axis of the ellipse can be used as the first principal component of the autocorrelation matrix estimated from multiple ensembles. Then the algorithm is generalized from 2-D to a higher dimensional space by using linear algebra representations of the ellipse. Comparisons have been made with the high-pass filter (HPF), the Hankel-singular value decomposition (SVD) filter and the recursive eigen-decomposition (RED) method using both simulated and human carotid data. Results show that compared with HPF and Hankel-SVD, the proposed filter causes less bias on the velocity estimation when the clutter velocity is close to that of the blood flow. On the other hand, the proposed filter does not need to update the autocorrelation matrix and can achieve better spatial adaptability than the RED.

摘要

在超声彩色血流成像(CFI)中,基于单总体本征的滤波器可以使用每个慢时间总体单独拒绝杂波分量。它们表现出了出色的空间适应性。本文提出了一种称为单总体几何滤波器(SGF)的新的杂波抑制方法,该方法源于解析几何的角度。如果发射脉冲数 M 等于 2,则二维(2-D)平面上的杂波分量分布将类似于倾斜的椭圆。因此,可以将椭圆的长轴方向用作从多个总体估计的自相关矩阵的第一主分量。然后,通过椭圆的线性代数表示将算法从二维推广到更高维空间。使用模拟和人体颈动脉数据对其与高通滤波器(HPF)、Hankel-奇异值分解(SVD)滤波器和递归本征分解(RED)方法进行了比较。结果表明,与 HPF 和 Hankel-SVD 相比,当杂波速度接近血流速度时,所提出的滤波器在速度估计上产生的偏差较小。另一方面,所提出的滤波器不需要更新自相关矩阵,并且比 RED 具有更好的空间适应性。

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