• DocumentCode
    3073584
  • Title

    Vascular Tree Construction with Anatomical Realism for Retinal Images

  • Author

    Lin, Kai-Shung ; Tsai, Chia-Ling ; Sofka, Michal ; Tsai, Chih-Hsiangng ; Chen, Shih-Jen ; Lin, Wei-Yang

  • Author_Institution
    Nat. Chung Cheng Univ., Chiayi, Taiwan
  • fYear
    2009
  • fDate
    22-24 June 2009
  • Firstpage
    313
  • Lastpage
    318
  • Abstract
    In this paper, we present a method to automatically extract the vessel segments and construct the vascular tree with anatomical realism from a color retinal image. The significance of the work is to assist in clinical studies of diagnosis of cardio-vascular diseases, such as hypertension,which manifest abnormalities in either venous and/or arterial vascular systems. To maximize the completeness of vessel extraction, we introduce vessel connectiveness measure to improve on an existing algorithm which applies multiscale matched filtering and vessel likelihood measure.Vessel segments are grouped using extended Kalman filter to take into consideration continuities in curvature, width,and color changes at the bifurcation or crossover point. The algorithm is tested on five images from the DRIVE database,a mixture of normal and pathological images, and the results are compared with the ground truth images provided by a physician. The preliminary results show that our method reaches an average success rate of 92.1%.
  • Keywords
    Kalman filters; biomedical measurement; diseases; eye; medical image processing; DRIVE database; anatomical realism; arterial vascular system; bifurcation; cardio-vascular diseases; extended Kalman filter; hypertension; multiscale matched filtering; pathological image; patient diagnosis; retinal images; vascular tree construction; venous system; vessel extraction; vessel likelihood measure; vessel segments; Bifurcation; Cardiac disease; Cardiology; Cardiovascular diseases; Filtering algorithms; Hypertension; Image segmentation; Matched filters; Retina; Testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Bioinformatics and BioEngineering, 2009. BIBE '09. Ninth IEEE International Conference on
  • Conference_Location
    Taichung
  • Print_ISBN
    978-0-7695-3656-9
  • Type

    conf

  • DOI
    10.1109/BIBE.2009.18
  • Filename
    5211259