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Image-Based Gating of Intravascular Ultrasound Sequences Using the Phase Information of Dual-Tree Complex Wavelet Transform Coefficients

机译:基于图像的双树复小波变换系数相位信息的血管内超声序列门控

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摘要

Intravascular ultrasound (IVUS) is a widely used interventional imaging technique for the assessment of atherosclerosis plaque. Due to pulsatile heart motions, transverse and longitudinal motions are observed during in vivo pullbacks of IVUS sequences. These motion artifacts can mislead the volume-based data retrieved from IVUS studies and hinder the visualization of the vessel condition. To overcome this problem, a new fully automatic image-based gating algorithm was proposed in the current study. We utilized the phase information of the dual-tree complex wavelet transform (DT-CWT) coefficients to detect the motion of edge-like structures. For each IVUS sequence, first, six motion signals were detected by analyzing the phase of DT-CWT coefficients in six different directions. Then, the three best motion signals were selected by analyzing the frequency properties of each signal. Subsequently, these extracted signals were filtered using a modified Butter worth band-pass filter and the gated sequence was formed by using a combination of them. The proposed method was compared to four state-of-the-art methods and its frequency spectrum had more accurate characteristics in the cardiac frequency. In addition, the gated sequence extracted by the proposed method had the highest similarity to the extracted gated sequence by the physician.
机译:血管内超声(IVUS)是一种广泛使用的介入成像技术,用于评估动脉粥样硬化斑块。由于脉动性心脏运动,在IVUS序列的体内回缩期间观察到横向和纵向运动。这些运动伪影可能会误导从IVUS研究中检索到的基于体积的数据,并妨碍血管状况的可视化。为了克服这个问题,目前的研究提出了一种新的基于图像的全自动门控算法。我们利用双树复小波变换(DT-CWT)系数的相位信息来检测边缘状结构的运动。对于每个IVUS序列,首先,通过分析六个不同方向上的DT-CWT系数的相位来检测六个运动信号。然后,通过分析每个信号的频率特性来选择三个最佳运动信号。随后,使用改进的Butterworth带通滤波器对这些提取的信号进行滤波,并通过将它们组合来形成门控序列。将该方法与四种最新方法进行了比较,其频谱在心脏频率上具有更准确的特性。此外,通过该方法提取的门控序列与医生提取的门控序列具有最高的相似性。

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