• DocumentCode
    2108567
  • Title

    Color diffusion model for active contours - an application to skin lesion segmentation

  • Author

    Ivanovici, Mihai ; Stoica, D.

  • Author_Institution
    Dept. of Electron. & Comput., Transilvania Univ., Braşov, Romania
  • fYear
    2012
  • fDate
    Aug. 28 2012-Sept. 1 2012
  • Firstpage
    5347
  • Lastpage
    5350
  • Abstract
    Most of the existing diffusion models are defined for gray-scale images. We propose a diffusion model for color images to be used as external energy for active contours. Our diffusion model is based on the first-order moment of the correlation integral expressed using ΔE distances in the CIE Lab color space. We use a multi-scale approach for active contours, the diffusion being independently computed at various scales. We validate the model on synthetic images, including multi-fractal color textures, as well as medical images representing melanoma. We conclude that the proposed diffusion model is valid for use in skin lesion segmentation in color images using active contours.
  • Keywords
    biodiffusion; cancer; colour; image segmentation; integral equations; medical image processing; skin; ΔE distances; CIE Lab color space; active contours; color diffusion model; correlation integral expression first-order moment; external energy; gray-scale images; melanoma; multifractal color textures; skin lesion segmentation; Active contours; Color; Computational modeling; Image color analysis; Image segmentation; Lesions; Skin; Color; Humans; Models, Theoretical; Skin Diseases;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE
  • Conference_Location
    San Diego, CA
  • ISSN
    1557-170X
  • Print_ISBN
    978-1-4244-4119-8
  • Electronic_ISBN
    1557-170X
  • Type

    conf

  • DOI
    10.1109/EMBC.2012.6347202
  • Filename
    6347202