• DocumentCode
    2811185
  • Title

    Detection of Blood Vessels in the Retina Using Gabor Filters

  • Author

    Rangayyan, Rangaraj M. ; Oloumi, Faraz ; Oloumi, Faraz ; Eshghzadeh-Zanjani, P. ; Ayres, Fabio Jose

  • Author_Institution
    Calgary Univ., Calgary
  • fYear
    2007
  • fDate
    22-26 April 2007
  • Firstpage
    717
  • Lastpage
    720
  • Abstract
    Quantitative analysis of the vascular architecture of the retina as well as changes in the shape, width, and tortuosity of the vessels could assist in the monitoring of the effects of diabetes, arteriosclerosis, hypertension, and premature birth on the visual system. The detection of blood vessels in the retina is an important initial step for most applications of image analysis in ophthalmology. We propose digital image processing techniques for the detection of blood vessels in the retina. The methods include the design of a bank of directionally sensitive Gabor filters. Forty images of the retina from the DRIVE database were used to evaluate the methods. High efficiency of detection of blood vessels with the area under the receiver operating characteristics curve of up to 0.95 was achieved.
  • Keywords
    Gabor filters; blood vessels; eye; medical image processing; object detection; Gabor filter; blood vessel detection; digital image processing; image analysis; ophthalmology; quantitative analysis; retina; vascular architecture; Arteriosclerosis; Biomedical imaging; Blood vessels; Diabetes; Gabor filters; Hypertension; Monitoring; Retina; Shape; Visual system;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electrical and Computer Engineering, 2007. CCECE 2007. Canadian Conference on
  • Conference_Location
    Vancouver, BC
  • ISSN
    0840-7789
  • Print_ISBN
    1-4244-1020-7
  • Electronic_ISBN
    0840-7789
  • Type

    conf

  • DOI
    10.1109/CCECE.2007.184
  • Filename
    4232843