• DocumentCode
    1868088
  • Title

    Appearance-based object detection in colour retinal images

  • Author

    Singh, Jeetinder ; Joshi, Gopal Datt ; Sivaswamy, Jayanthi

  • Author_Institution
    Centre for Visual Inf. & Technol. (CVIT), IIIT Hyderabad, Hyderabad
  • fYear
    2008
  • fDate
    12-15 Oct. 2008
  • Firstpage
    1432
  • Lastpage
    1435
  • Abstract
    Extraction of anatomical structures (landmarks), such as optic disk (OD), fovea and blood vessels, from fundus images is useful in automatic diagnosis. Current approaches largely use spatial relationship among the landmarks´ position for detection. In this paper, we present an appearance-based method for detecting fovea and OD from colour images. The strategy used for detection is based on improving the local contrast which is achieved by combining information from two spectral channels of the given image. The proposed method has been successfully tested on different datasets and the results show 96% detection for fovea and 91% detection for OD (a total of 502 and 531 images for fovea and OD are taken respectively).
  • Keywords
    eye; feature extraction; image colour analysis; image enhancement; medical image processing; object detection; anatomical structure extraction; appearance-based object detection; blood vessel; colour retinal image; contrast enhancement; fovea; fundus image; medical diagnosis; optic disk; Biomedical imaging; Biomedical optical imaging; Blood vessels; Data mining; Lesions; Lighting; Object detection; Retina; Signal to noise ratio; Testing; colour retinal image; contrast enhancement; fovea/optic disk detection;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2008. ICIP 2008. 15th IEEE International Conference on
  • Conference_Location
    San Diego, CA
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4244-1765-0
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2008.4712034
  • Filename
    4712034