• DocumentCode
    2036993
  • Title

    Exudates detection in fundus image using non-uniform illumination background subtraction

  • Author

    Sae-Tang, W. ; Chiracharit, W. ; Kumwilaisak, W.

  • Author_Institution
    Dept. of Electron. & Telecommun. Eng., King Mongkut´´s Univ. of Technol. Thonburi, Bangkok, Thailand
  • fYear
    2010
  • fDate
    21-24 Nov. 2010
  • Firstpage
    204
  • Lastpage
    209
  • Abstract
    Exudates detection in fundus image using non-uniform illumination background subtraction is proposed in this paper. Non-uniform illumination background that is the major problem of fundus imagge processing is need to be eliminated. Weighted surface fitting is used in fundus image background estimation after image compensation is performed. The unwanted data for fundus image background estimation Le. optic disk, fovea, blood vessels, and lesions are detected without traditional image segmentation. The estimated background is subtracted from the image and then exudates are detected from the foreground of image using level-set evolution without re-initialization. The experimental results show that the proposed method is robust to non-uniform illumination environment. Averaging sensitivity and positive predictive value are 91.84 % and 92.81 % respectively.
  • Keywords
    lighting; medical image processing; Weighted surface fitting; diabetic patients; exudates detection; fundus image; nonuniform illumination background subtraction; positive predictive value; Exudates detection; background subtraction; non-uniform illumination;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    TENCON 2010 - 2010 IEEE Region 10 Conference
  • Conference_Location
    Fukuoka
  • ISSN
    pending
  • Print_ISBN
    978-1-4244-6889-8
  • Type

    conf

  • DOI
    10.1109/TENCON.2010.5685984
  • Filename
    5685984