• DocumentCode
    2828468
  • Title

    Extraction of road network using amodified active contour approach

  • Author

    Mssedi, Said ; Ben Salah, Mohamed ; Abdelfattah, Riadh ; Mitiche, Amar

  • Author_Institution
    Ecole Polytech. de Tunis, Tunis, Tunisia
  • fYear
    2011
  • fDate
    11-14 Sept. 2011
  • Firstpage
    2929
  • Lastpage
    2932
  • Abstract
    Road network extraction from digitized map consists in partitioning a map into two different classes (road and background) distinguished with their intensity values and geometric shape. In this paper, we propose a semi-automatic method where user intervention is minimal. We adopt a variational framework where a minimization energy is proposed. Roads are tracked by active contours which evolve according to evolution equations derived from the energy minimization. We consider that the energy is composed of three main terms which have never been combined and used in such application. The first term is the geodesic active contour (GAC) which is contour-based and which evolves toward high gradients in the image. The second term matches the intensity distribution inside the contour with a model distribution. The third term is a geometric constraint which describes the thin structure of routes. The user intervention is restricted to learning the road intensity model.
  • Keywords
    differential geometry; feature extraction; geophysical image processing; gradient methods; image matching; image segmentation; roads; active contour approach; digitized map; energy minimization; geodesic active contour; geometric shape; gradient method; image matching; intensity distribution; map partitioning; road intensity model; road network extraction; semi-automatic method; Active contours; Equations; Image color analysis; Image edge detection; Level set; Minimization; Roads; Road network; active contour; minimization energy; variational framework;
  • 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.2011.6116273
  • Filename
    6116273