• DocumentCode
    619630
  • Title

    A semantic approach for automatic image annotation

  • Author

    Oujaoura, Mustapha ; Minaoui, Brahim ; Fakir, Mohamed

  • Author_Institution
    Comput. Sci. Dept., Sultan Moulay Slimane Univ. Mghila, Beni Mellal, Morocco
  • fYear
    2013
  • fDate
    8-9 May 2013
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    Many features extraction method and classifiers are used singly, with modest results, for automatic image annotation. In order to improve the semantic image annotation accuracy, this document provides an automatic system to annotate image content by using a fusion of 3 classifier and a combination of some features extraction methods; multiclass support vector machine, multilayer neural network and nearest neighbour classifiers are combined together in order to classify and to find the appropriate keywords for this content. The color histograms and moments are used in this paper as features to represent image content. We support our case by experimental results obtained from two image databases (ETH-80 and coil-100 databases ).
  • Keywords
    feature extraction; image classification; image colour analysis; image fusion; image representation; multilayer perceptrons; support vector machines; text analysis; ETH-80 database; automatic image annotation; automatic system; classifier fusion; coil-100 databases; color histogram; feature extraction; image content annotation; image content representation; image database; keyword; multiclass support vector machine; multilayer neural network; nearest neighbour classifier; semantic approach; semantic image annotation accuracy; Artificial neural networks; Databases; Histograms; Image segmentation; Support vector machines; ETH-80 and COIL-100 databases; Hu moments; Legendre moments; Multiclass SVM; Semantic image annotation; Zernike moments; color histograms; dominant color; image segmentation; nearest neighbour classifier; neural network;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Systems: Theories and Applications (SITA), 2013 8th International Conference on
  • Conference_Location
    Rabat
  • Print_ISBN
    978-1-4799-0297-2
  • Type

    conf

  • DOI
    10.1109/SITA.2013.6560800
  • Filename
    6560800