• DocumentCode
    2823394
  • Title

    Multiresolution localization and segmentation of the optical disc in fundus images using inpainted background and vessel information

  • Author

    Giachetti, Andrea ; Chin, Khai S. ; Trucco, Emanuele ; Cobb, Caroline ; Wilson, Peter J.

  • fYear
    2011
  • fDate
    11-14 Sept. 2011
  • Firstpage
    2145
  • Lastpage
    2148
  • Abstract
    In this paper we present a novel method for the automatic location and segmentation of the optical disk in fundus images. It is based on the decoupling of vessel and background information obtained with morphological segmentation and inpainting. A multiresolution optimization scheme finding elliptic contours optimally adapted to a brightness model is then applied on the inpainted brightness image, under the constraint that a reasonable amount of vasculature must be present inside the disc. An effective objective function and a multiresolution scheme allow a deterministic optimizer to converge on the OD contour with good accuracy, while the vessel-based constraint limits wrong contour detections in anomalous cases. Our initial experiments (30 DRIVE images, ground truth from two doctors) suggest that the method can provide accurate results both in term of optic disc location and contour segmentation accuracy.
  • Keywords
    image reconstruction; image resolution; image segmentation; DRIVE image; brightness model; contour segmentation; elliptic contour; fundus image; image segmentation; inpainted background; inpainted brightness image; morphological segmentation; multiresolution localization; multiresolution optimization; optic disc location; optical disc; vessel information; Adaptive optics; Biomedical optical imaging; Image resolution; Image segmentation; Optical imaging; Retina; Shape; Blood Vessels; In-painting; Multiresolution; Optic Disc; Retinal Fundus Images;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing (ICIP), 2011 18th IEEE International Conference on
  • Conference_Location
    Brussels
  • ISSN
    1522-4880
  • Print_ISBN
    978-1-4577-1304-0
  • Electronic_ISBN
    1522-4880
  • Type

    conf

  • DOI
    10.1109/ICIP.2011.6116035
  • Filename
    6116035