Adaptive Singular Value Decomposition-based Hyperecho Suppression for Diagnostic Power Doppler Ultrasound Image Processing.

IF 3.7 2区 工程技术 Q1 ACOUSTICS
Yongchao Wang, Yang Liu, Xingzhao Liu, Ye Zhang, Weicheng Li, Yaokun He, Jianbo Tang
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引用次数: 0

Abstract

Power Doppler (PD) ultrasound imaging provides high-quality, non-invasive visualization of blood flow and has the potential to be used for circulation screening. However, its application in human arterial imaging remains challenging due to the presence of complex hyperechoic moving structures (HMS). In this study, we propose an adaptive Singular Value Decomposition (SVD) filtering strategy for HMS suppression. The proposed method used a k-means clustering algorithm directly on pre-beamformed IQ data to segment HMS and non-HMS regions, followed by an adaptive SVD filtering strategy tailored to each tissue type. Compared to existing SVD filtering methods, the proposed approach can effectively suppress the HMS artifacts. In addition, human carotid artery imaging experiments demonstrate significant improvement in HMS suppression throughout cardiac cycles and across various imaging locations. With such capability, we believe that the proposed strategy will be a useful tool in applying PD for the 3D imaging of human blood vessels.

基于自适应奇异值分解的超回波抑制功率多普勒超声诊断图像处理。
功率多普勒(PD)超声成像提供高质量、无创的血流可视化,有可能用于循环筛查。然而,由于存在复杂的高回声运动结构(HMS),其在人体动脉成像中的应用仍然具有挑战性。在这项研究中,我们提出了一种自适应奇异值分解(SVD)滤波策略来抑制HMS。该方法直接在预波束形成的IQ数据上使用k-means聚类算法对HMS和非HMS区域进行分割,然后根据每种组织类型定制自适应SVD滤波策略。与现有的奇异值分解滤波方法相比,该方法可以有效地抑制HMS伪影。此外,人颈动脉成像实验表明,在整个心脏周期和不同成像位置,HMS抑制有显著改善。有了这样的能力,我们相信所提出的策略将成为将PD应用于人体血管三维成像的有用工具。
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来源期刊
CiteScore
7.70
自引率
16.70%
发文量
583
审稿时长
4.5 months
期刊介绍: IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control includes the theory, technology, materials, and applications relating to: (1) the generation, transmission, and detection of ultrasonic waves and related phenomena; (2) medical ultrasound, including hyperthermia, bioeffects, tissue characterization and imaging; (3) ferroelectric, piezoelectric, and piezomagnetic materials, including crystals, polycrystalline solids, films, polymers, and composites; (4) frequency control, timing and time distribution, including crystal oscillators and other means of classical frequency control, and atomic, molecular and laser frequency control standards. Areas of interest range from fundamental studies to the design and/or applications of devices and systems.
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