• DocumentCode
    2825659
  • Title

    Improved force field for vector field convolution method

  • Author

    Kovacs, Andrea ; Sziranyi, Tamas

  • Author_Institution
    Fac. of Inf. Technol., Pazmany Peter Catholic Univ., Budapest, Hungary
  • fYear
    2011
  • fDate
    11-14 Sept. 2011
  • Firstpage
    2853
  • Lastpage
    2856
  • Abstract
    Parametric active contours are efficient tools for boundary detection. However, existing external-energy-inspired methods have difficulties when detecting high curvature, noisy or low contrasted contours and they often suffer from initialization sensitivity. To address these issues, this paper introduces Harris-based Vector Field Convolution (HVFC), operating with the modified characteristic function of Harris corner detector used in the feature map of the external force component. Initial contour is calculated as the convex hull of the most salient points of the map. Experimental results show that HVFC outperforms other state-of-the-art methods, when tested on high curvature, noisy or low-contrasted contours.
  • Keywords
    convolution; edge detection; feature extraction; vectors; HVFC; boundary detection; convex hull; external force component; feature map; force field; high curvature contour; initialization sensitivity; low contrasted contour; modified Harris corner detector characteristic function; noisy contours; parametric active contour; vector field convolution method; Active contours; Convolution; Detectors; Force; Image edge detection; Vectors; Boundary analysis; Harris characteristic function; vector field convolution;
  • 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.2011.6116142
  • Filename
    6116142