• DocumentCode
    1430608
  • Title

    Video segmentation based on multiple features for interactive multimedia applications

  • Author

    Castagno, Roberto ; Ebrahimi, Touradj ; Kunt, Murat

  • Author_Institution
    Signal Process. Lab., Fed. Inst. of Technol., Lausanne, Switzerland
  • Volume
    8
  • Issue
    5
  • fYear
    1998
  • fDate
    9/1/1998 12:00:00 AM
  • Firstpage
    562
  • Lastpage
    571
  • Abstract
    We present a scheme for interactive video segmentation. A key feature of the system is the distinction between two levels of segmentation, namely, regions and object segmentation. Regions are homogeneous areas of the images, which are extracted automatically by the computer. Semantically meaningful objects are obtained through user interaction by grouping of regions according to the specific application. This splitting relieves the computer of ill-posed semantic problems, and allows a higher level of flexibility of the method. The extraction of regions is based on the multidimensional analysis of several image features by a spatially constrained fuzzy C-means algorithm. The local level of reliability of the different features is taken into account in order to adaptively weight the contribution of each feature to the segmentation process. Results on the extraction of regions as well as on the tracking of spatiotemporal objects are presented
  • Keywords
    feature extraction; fuzzy set theory; image segmentation; interactive video; multimedia communication; tracking; video signal processing; image features; interactive multimedia applications; multidimensional analysis; multiple features; object segmentation; region extraction; region segmentation; spatially constrained fuzzy C-means algorithm; spatiotemporal objects tracking; user interaction; video segmentation; Algorithm design and analysis; Application software; Image analysis; Image segmentation; Layout; MPEG 4 Standard; Multidimensional systems; Object segmentation; Spatiotemporal phenomena; Video coding;
  • fLanguage
    English
  • Journal_Title
    Circuits and Systems for Video Technology, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1051-8215
  • Type

    jour

  • DOI
    10.1109/76.718503
  • Filename
    718503