• DocumentCode
    2496873
  • Title

    Automatic optic disc segmentation with peripapillary atrophy elimination

  • Author

    Cheng, Jun ; Liu, Jiang ; Wong, Damon Wing Kee ; Yin, Fengshou ; Cheung, Carol ; Baskaran, Mani ; Aung, Tin ; Wong, Tien Yin

  • Author_Institution
    Inst. for Infocomm Res., A*STAR, Singapore, Singapore
  • fYear
    2011
  • fDate
    Aug. 30 2011-Sept. 3 2011
  • Firstpage
    6224
  • Lastpage
    6227
  • Abstract
    Optic disc segmentation from retinal fundus image is a fundamental but important step for automatic glaucoma diagnosis. In this paper, an optic disc segmentation method is proposed based on peripapillary atrophy elimination. The elimination is done through edge filtering, constraint elliptical Hough transform and peripapillary atrophy detection. With the elimination, edges that are likely from non-disc structures especially peripapillary atrophy are excluded to make the segmentation more accurate. The proposed method has been tested in a database of 650 images with disc boundaries marked by trained professionals manually. The experimental results by the proposed method show average m1, m2 and mVD of 10.0%, 7.4% and 4.9% respectively. It can be used to compute cup to disc ratio as well as other features for application in automatic glaucoma diagnosis systems.
  • Keywords
    Hough transforms; biomedical optical imaging; edge detection; eye; image segmentation; medical image processing; vision defects; automatic glaucoma diagnosis; automatic optic disc segmentation; constraint elliptical Hough transform; peripapillary atrophy elimination; retinal fundus image; Adaptive optics; Biomedical optical imaging; Image edge detection; Image segmentation; Optical imaging; Optical sensors; Transforms; Algorithms; Automatic Data Processing; Automation; Databases, Factual; Diagnosis, Computer-Assisted; Diagnostic Imaging; Fundus Oculi; Glaucoma; Humans; Image Processing, Computer-Assisted; Models, Statistical; Optic Atrophy; Optic Disk; Reproducibility of Results;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society, EMBC, 2011 Annual International Conference of the IEEE
  • Conference_Location
    Boston, MA
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4121-1
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/IEMBS.2011.6091537
  • Filename
    6091537