• DocumentCode
    3561237
  • Title

    Fast Localization of the Optic Disc Using Projection of Image Features

  • Author

    Mahfouz, Ahmed E. ; Fahmy, Ahmed S.

  • Author_Institution
    Med. Imaging & Image Process. Lab., Nile Univ., Cairo, Egypt
  • Volume
    19
  • Issue
    12
  • fYear
    2010
  • Firstpage
    3285
  • Lastpage
    3289
  • Abstract
    Optic Disc (OD) localization is an important pre-processing step that significantly simplifies subsequent segmentation of the OD and other retinal structures. Current OD localization techniques suffer from impractically-high computation times (few minutes per image). In this work, we present a fast technique that requires less than a second to localize the OD. The technique is based upon obtaining two projections of certain image features that encode the x- and y- coordinates of the OD. The resulting 1-D projections are then searched to determine the location of the OD. This avoids searching the 2-D image space and, thus, enhances the speed of the OD localization process. Image features such as retinal vessels orientation and the OD brightness are used in the current method. Four publicly-available databases, including STARE and DRIVE, are used to evaluate the proposed technique. The OD was successfully located in 330 images out of 340 images (97%) with an average computation time of 0.65 s.
  • Keywords
    blood vessels; eye; feature extraction; image segmentation; medical image processing; 2-D image space; OD brightness; image feature projection; optic disc localization; retinal structures; retinal vessel orientation; segmentation; Anatomical structure; Biomedical optical imaging; Eyes; Image processing; Image segmentation; Information technology; Lesions; Permission; Retina; Structural discs; Image features; localization; optic disc; projection; Image Enhancement; Image Interpretation, Computer-Assisted; Ophthalmoscopy; Optic Disk; Pattern Recognition, Automated;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • Conference_Location
    6/14/2010 12:00:00 AM
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/TIP.2010.2052280
  • Filename
    5484595