• DocumentCode
    1875191
  • Title

    Scene categorization using bag of Textons on spatial hierarchy

  • Author

    Battiato, S. ; Farinella, G.M. ; Gallo, G. ; Ravì, D.

  • Author_Institution
    Dipt. di Mat. e Inf., Univ. di Catania, Catania
  • fYear
    2008
  • fDate
    12-15 Oct. 2008
  • Firstpage
    2536
  • Lastpage
    2539
  • Abstract
    This paper proposes a method to recognize scene categories using bags of visual words obtained hierarchically partitioning into subregion the input images. Specifically, for each subregions the texton histogram and the extension of the sub-region is taken into account. The bags of visual words, obtained in this way, are weighted and used in a similarity measure during the categorization. Experimental tests using ten different scene categories show that the proposed approach achieves good performances with respect to the state of the art methods.
  • Keywords
    image representation; scene categorization; spatial hierarchy; spatial representation; texton histogram; visual word; Application software; Computer vision; Data mining; Histograms; Image recognition; Image retrieval; Layout; Performance evaluation; Testing; Vocabulary; Bag of Visual Words; Scene Categorization; Spatial Representation; Textons;
  • 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.2008.4712310
  • Filename
    4712310