• DocumentCode
    2491995
  • Title

    Contour detection of atherosclerotic plaques in IVUS images using ellipse template matching and particle swarm optimization

  • Author

    Zhang, Qi ; Wang, Yuanyuan ; Ma, Jianying ; Shi, Jun

  • Author_Institution
    Sch. of Commun. & Inf. Eng., Shanghai Univ., Shanghai, China
  • fYear
    2011
  • fDate
    Aug. 30 2011-Sept. 3 2011
  • Firstpage
    5174
  • Lastpage
    5177
  • Abstract
    It is valuable for diagnosis of atherosclerosis to detect lumen and media-adventitia contours in intravascular ultrasound (IVUS) images of atherosclerotic plaques. In this paper, a method for contour detection of plaques is proposed utilizing the prior knowledge of elliptic geometry of plaques. Contours are initialized as ellipses by using ellipse template matching, where a matching function is maximized by particle swarm optimization. Then the contours are refined by boundary vector field snakes. The method was evaluated via 88 in vivo images from 21 patients. It outperformed a state-of-the-art method by 3.8 pixels and 4.8% in terms of the mean distance error and relative mean distance error, respectively.
  • Keywords
    biomedical ultrasonics; diseases; image matching; medical image processing; particle swarm optimisation; IVUS images; atherosclerosis diagnosis; atherosclerotic plaques; boundary vector field snakes; contour detection; ellipse template matching; elliptic geometry; in-vivo image; intravascular ultrasound image; lumen; media-adventitia contours; particle swarm optimization; relative mean distance error; Accuracy; Atherosclerosis; Educational institutions; Image edge detection; Imaging; Particle swarm optimization; Ultrasonic imaging; Algorithms; Coronary Artery Disease; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Pattern Recognition, Automated; Plaque, Atherosclerotic; Reproducibility of Results; Sensitivity and Specificity; Ultrasonography, Interventional;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
  • Conference_Location
    Boston, MA
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4121-1
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2011.6091281
  • Filename
    6091281