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SVD 波束形成器:物理原理及其在超快自适应超声中的应用。

The SVD Beamformer: Physical Principles and Application to Ultrafast Adaptive Ultrasound.

出版信息

IEEE Trans Med Imaging. 2020 Oct;39(10):3100-3112. doi: 10.1109/TMI.2020.2986830. Epub 2020 Apr 13.

Abstract

A shift of paradigm is currently underway in biomedical ultrasound thanks to plane or diverging waves coherent compounding for faster imaging. One remaining challenge consists in handling phase and amplitude aberrations induced during the ultrasonic propagation through complex layers. Unlike conventional line-per-line imaging, ultrafast ultrasound provides backscattering information from the whole imaged area for each transmission. Here, we take benefit from this feature and propose an efficient approach to perform fast aberration correction. Our method is based on the Singular Value Decomposition (SVD) of an ultrafast compound matrix containing backscattered data for several plane wave transmissions. First, we explain the physical signification of SVD and associated singular vectors within the ultrafast matrix formalism. We theoretically demonstrate that the separation of spatial and angular variables, rendered by SVD on ultrafast data, provides an elegant and straightforward way to optimize the angular coherence of backscattered data. In heterogeneous media, we demonstrate that the first spatial and angular singular vectors retrieve respectively the non-aberrated image of a region of interest, and the phase and amplitude of its aberration law. Numerical, in vitro and in vivo results prove the efficiency of the image correction, but also the accuracy of the aberrator determination. Based on spatial and angular coherence, we introduce a complete methodology for adaptive beamforming of ultrafast data, performed on successive isoplanatism patches undergoing SVD beamforming. The simplicity of this method paves the way to real-time adaptive ultrafast ultrasound imaging and provides a theoretical framework for future quantitative ultrasound applications.

摘要

由于平面波或发散波相干复合可实现更快的成像,生物医学超声领域目前正在发生范式转变。一个仍然存在的挑战是处理超声在复杂层中传播过程中产生的相位和幅度像差。与传统的逐线成像不同,超快速超声为每次发射提供了来自整个成像区域的背散射信息。在这里,我们利用这一特性提出了一种有效的快速像差校正方法。我们的方法基于包含多次平面波发射回波数据的超快速复合矩阵的奇异值分解(SVD)。首先,我们解释了 SVD 在超快速矩阵形式中的物理意义和相关奇异向量。我们从理论上证明,SVD 对超快速数据的空间和角度变量的分离提供了一种优雅而直接的方法来优化回波数据的角度相干性。在非均匀介质中,我们证明了前两个空间和角度奇异向量分别恢复了感兴趣区域的无像差图像,以及其像差规律的相位和幅度。数值、体外和体内结果证明了图像校正的有效性,还证明了像差确定的准确性。基于空间和角度相干性,我们引入了一种用于超快速数据的自适应波束形成的完整方法,该方法基于经历 SVD 波束形成的连续等晕区。该方法的简单性为实时自适应超快速超声成像铺平了道路,并为未来的定量超声应用提供了理论框架。

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