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
fDate :
Aug. 30 2011-Sept. 3 2011
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;
Conference_Titel :
Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
Conference_Location :
Boston, MA
Print_ISBN :
978-1-4244-4121-1
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2011.6091281