• DocumentCode
    3465857
  • Title

    Two levels similarity modelling: A co-clustering approach for image classification

  • Author

    Djouak, Amar ; Maaref, Hichem

  • Author_Institution
    Agric. high Inst. (ISA) (Comput. Sci. & Stat. Lab.), Catholic Lille Univ., Lille
  • fYear
    2009
  • fDate
    23-26 March 2009
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    In this work, we introduced a new co-clustering based approach in content based image classification field: the two levels similarity modelling (TLSM) concept. This approach is based on a new images similarity formulation using obtained co-clusters and a wave effect which changes similarity correlations. The obtained results show a real improvement of image recognition accuracy in comparison with obtained accuracy using one of classical co-clustering systems.
  • Keywords
    content-based retrieval; correlation methods; image classification; image retrieval; pattern clustering; co-clustering approach; content-based image classification; content-based image retrieval; similarity correlation; two level similarity modelling; Image classification; co-clustering; image classification; similarity correlations;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Signals and Devices, 2009. SSD '09. 6th International Multi-Conference on
  • Conference_Location
    Djerba
  • Print_ISBN
    978-1-4244-4345-1
  • Electronic_ISBN
    978-1-4244-4346-8
  • Type

    conf

  • DOI
    10.1109/SSD.2009.4956685
  • Filename
    4956685
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=3465857