• DocumentCode
    3242960
  • Title

    Detection of Intima-Media Layer of Common Carotid Artery with Dynamic Programming Based Active Contour Model

  • Author

    Liu, Ge ; Wang, Bo ; Liu, Dong C.

  • Author_Institution
    Comput. Sci. Coll., Sichuan Univ., Chengdu
  • fYear
    2008
  • fDate
    22-24 Oct. 2008
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    Ultrasound measurements of the carotid artery wall in image are usually obtained by manually tracing. In this paper, we present an automatic segmentation method to detect the intima-media layer in far wall of the common carotid artery. The energy definition of active contour model is used. Different from the traditional approach applied in snake techniques, we treat the optimization problem as finding the shortest cost path in a directed graph. Dynamic programming is selected to search the shortest path. The external force and internal force in snake model are modified to be suitable for our approach. To reduce the effect of speckle noise, a new method in speckle reduction by anisotropic diffusion is adopted. At last, we compare the result of our method with other two methods. Results show that our method can detect the intimal and adventitia layers as well as other methods, the two layers will not cross with each other as traditional dynamic programming does. Moreover, our method needs less manual input than others.
  • Keywords
    biomedical ultrasonics; directed graphs; dynamic programming; edge detection; image segmentation; medical image processing; search problems; speckle; active contour model; anisotropic diffusion; automatic segmentation method; common carotid artery; directed graph; dynamic programming; intima-media layer detection; optimization problem; shortest cost path; shortest path searching; snake techniques; speckle noise; speckle reduction; ultrasound measurements; Active contours; Anisotropic magnetoresistance; Carotid arteries; Cost function; Dynamic programming; Image segmentation; Noise reduction; Speckle; Ultrasonic imaging; Ultrasonic variables measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition, 2008. CCPR '08. Chinese Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4244-2316-3
  • Type

    conf

  • DOI
    10.1109/CCPR.2008.78
  • Filename
    4663031