• DocumentCode
    2313021
  • Title

    Active regions for colour texture segmentation integrating region and boundary information

  • Author

    Munoz, X. ; Freixenet, J. ; Cufí, X. ; Martí, J.

  • Author_Institution
    Inst. of Informatics & Applications, Girona Univ., Spain
  • Volume
    3
  • fYear
    2003
  • fDate
    14-17 Sept. 2003
  • Abstract
    In this paper a colour texture segmentation method, which unifies region and boundary information, is proposed. The algorithm uses a coarse detection of the perceptual (colour and texture) edges of the image to adequately place and initialise a set of active regions. Colour texture of regions is modelled by the conjunction of non-parametric techniques of kernel density estimation (which allow to estimate the colour behaviour) and classical co-occurrence matrix based texture features. Therefore, region information is defined and accurate boundary information can be extracted to guide the segmentation process. Regions concurrently compete for the image pixels in order to segment the whole image taking both information sources into account. Furthermore, experimental results are shown which prove the performance of the proposed method.
  • Keywords
    edge detection; image colour analysis; image segmentation; image texture; matrix algebra; boundary information; coarse detection; colour texture segmentation; cooccurrence matrix; image pixels; integrating region; kernel density estimation; nonparametric techniques conjunction; perceptual edges; Application software; Computer vision; Data mining; Image edge detection; Image segmentation; Informatics; Kernel; Pixel; Proposals; Robot vision systems;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2003. ICIP 2003. Proceedings. 2003 International Conference on
  • ISSN
    1522-4880
  • Print_ISBN
    0-7803-7750-8
  • Type

    conf

  • DOI
    10.1109/ICIP.2003.1247279
  • Filename
    1247279