• DocumentCode
    1865809
  • Title

    Illumination invariant active contour-based segmentation using complex-valued wavelets

  • Author

    Wong, Alexander

  • Author_Institution
    Dept. of Syst. Design Eng., Univ. of Waterloo, Waterloo, ON
  • fYear
    2008
  • fDate
    12-15 Oct. 2008
  • Firstpage
    1089
  • Lastpage
    1091
  • Abstract
    This paper introduces a novel approach to the problem of active contour-based segmentation through the use of complex- valued wavelets. In traditional active contour-based segmentation techniques based on level set methods, the energy functionals are defined based on intensity gradients. This makes them highly sensitive to situations where the underlying image content is characterized by image non-homogeneities due to illumination and contrast conditions. In the proposed approach, the energy functionals used to evolve a level set function are based on the moments of phase coherence of complex-valued wavelet components. This formulation is highly invariant to non-homogeneities caused by illumination and contrast variations. Experimental results demonstrate that the proposed approach can be used to improve existing active contour-based segmentation methods under situations characterized by image non-homogeneities.
  • Keywords
    gradient methods; image segmentation; wavelet transforms; active contour-based segmentation; complex valued wavelets; contrast condition; illumination condition; image nonhomogeneities; intensity gradient; level set method; Active contours; Coherence; Cost function; Design engineering; Frequency; Image segmentation; Level set; Lighting; Power engineering and energy; Systems engineering and theory; active contour; complex-valued wavelets; segmentation;
  • 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.2008.4711948
  • Filename
    4711948