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Automatic three-dimensional registration of intravascular optical coherence tomography images

机译:血管内光学相干断层扫描图像的自动三维配准

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摘要

Intravascular optical coherence tomography (IV-OCT) is a catheter-based high-resolution imaging tech nique able to visualize the inner wall of the coronary arteries and implanted devices in vivo with an axial resolution below 20 μm. IV-OCT is being used in several clinical trials aiming to quantify the vessel response to stent implan tation over time. However, stent analysis is currently performed manually and corresponding images taken at dif ferent time points are matched through a very labor-intensive and subjective procedure. We present an automated method for the spatial registration of IV-OCT datasets. Stent struts are segmented through consecutive images and three-dimensional models of the stents are created for both datasets to be registered. The two models are initially roughly registered through an automatic initialization procedure and an iterative closest point algorithm is subse quently applied for a more precise registration. To correct for nonuniform rotational distortions (NURDs) and other potential acquisition artifacts, the registration is consecutively refined on a local level. The algorithm was first vali dated by using an in vitro experimental setup based on a polyvinyl-alcohol gel tubular phantom. Subsequently, an in vivo validation was obtained by exploiting stable vessel landmarks. The mean registration error in vitro was quantified to be 0.14 mm in the longitudinal axis and 7.3-deg mean rotation error. In vivo validation resulted in 0.23 mm in the longitudinal axis and 10.1-deg rotation error. These results indicate that the proposed metho dology can be used for automatic registration of in vivo IV-OCT datasets. Such a tool will be indispensable for larger studies on vessel healing pathophysiology and reaction to stent implantation. As such, it will be valuable in testing the performance of new generations of intracoronary devices and new therapeutic drugs.
机译:血管内光学相干断层扫描(IV-OCT)是基于导管的高分辨率成像技术,能够以低于20μm的轴向分辨率在体内可视化冠状动脉和植入装置的内壁。 IV-OCT被用于一些临床试验中,目的是量化随时间推移血管对支架植入的反应。然而,支架分析目前是手动进行的,并且通过非常费力和主观的过程来匹配在不同时间点拍摄的相应图像。我们提出了一种用于IV-OCT数据集空间配准的自动化方法。通过连续的图像对支架撑杆进行分割,并为两个要注册的数据集创建支架的三维模型。最初通过自动初始化过程对这两个模型进行粗略的配准,然后采用迭代最近点算法进行更精确的配准。为了校正不均匀的旋转失真(NURD)和其他潜在的采集伪影,在局部级别上对定位进行连续细化。该算法首先通过使用基于聚乙烯醇凝胶管状体模的体外实验装置进行了验证。随后,通过利用稳定的血管标志物获得了体内验证。体外的平均配准误差在纵轴上的定量为0.14mm,平均旋转误差为7.3度。体内验证导致纵轴为0.23 mm,旋转误差为10.1度。这些结果表明,所提出的方法可用于体内IV-OCT数据集的自动注册。这种工具对于血管愈合的病理生理和对支架植入的反应的大型研究必不可少。因此,这对于测试新一代冠状动脉内装置和新治疗药物的性能将具有重要意义。

著录项

  • 来源
    《Journal of biomedical optics》 |2012年第2期|p.026005.1-026005.11|共11页
  • 作者单位

    Catholic University Leuven, Department of Cardiovascular Sciences, Herestraat 49, 3000 Leuven, Belgium;

    University Hospitals Leuven, Department of Cardiovascular Sciences, Herestraat 49, 3000 Leuven, Belgium;

    Catholic University Leuven, Department of Cardiovascular Sciences, Herestraat 49, 3000 Leuven, Belgium,KTH Royal Institute of Technology, SE-100 44, Stockholm, Sweden;

    Catholic University Leuven, Department of Cardiovascular Sciences, Herestraat 49, 3000 Leuven, Belgium,University Hospitals Leuven, Department of Cardiovascular Sciences, Herestraat 49, 3000 Leuven, Belgium;

    Catholic University Leuven, Department of Cardiovascular Sciences, Herestraat 49, 3000 Leuven, Belgium,University Hospitals Leuven, Department of Cardiovascular Sciences, Herestraat 49, 3000 Leuven, Belgium;

    University Hospitals Leuven, Department of Cardiovascular Sciences, Herestraat 49, 3000 Leuven, Belgium;

    Catholic University Leuven, Department of Cardiovascular Sciences, Herestraat 49, 3000 Leuven, Belgium,University Hospitals Leuven, Department of Cardiovascular Sciences, Herestraat 49, 3000 Leuven, Belgium;

    Catholic University Leuven, Department of Cardiovascular Sciences, Herestraat 49, 3000 Leuven, Belgium;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);美国《化学文摘》(CA);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    optical coherence tomography; cardiovascular imaging; stent; image registration; rigid registration; image processing; segmentation; signal processing;

    机译:光学相干断层扫描;心血管成像;支架图像配准;严格注册;图像处理;分割;信号处理;

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