• DocumentCode
    2568803
  • Title

    Violent web images classification based on MPEG7 color descriptors

  • Author

    Guermazi, Radhouane ; Hammami, Mohamed ; Ben Hamadou, Abdelmajid

  • Author_Institution
    Higher Inst. of Inf. Technol. & Multimedia, Sfax, Tunisia
  • fYear
    2009
  • fDate
    11-14 Oct. 2009
  • Firstpage
    3106
  • Lastpage
    3111
  • Abstract
    In this article, we present a contribution to the violent Web images classification. This subject is deeply important as it has a potential use for many applications such as violent Web sites filtering. We propose to combine the techniques of image analysis and data-mining to relate low level characteristics extracted from the image´s colors to a higher characteristic of violence which could be contained in the image. We present a comparative study of different data mining techniques to classify violent Web images. Also, we discuss how the combination learning based methods can improve accuracy rate. Our results show that our approach can detect violent content effectively.
  • Keywords
    Internet; data compression; feature extraction; image classification; image coding; image colour analysis; image retrieval; learning (artificial intelligence); MPEG7 color descriptor; combination learning based method; data-mining; low level characteristics extraction; violent Web image classification; Data mining; Humans; Image classification; Image storage; Information filtering; Information filters; MPEG 7 Standard; Manuals; Multimedia computing; Multimedia systems; Data-Mining; MPEG 7; content-based image clasification; violence;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics, 2009. SMC 2009. IEEE International Conference on
  • Conference_Location
    San Antonio, TX
  • ISSN
    1062-922X
  • Print_ISBN
    978-1-4244-2793-2
  • Electronic_ISBN
    1062-922X
  • Type

    conf

  • DOI
    10.1109/ICSMC.2009.5346149
  • Filename
    5346149