• DocumentCode
    433049
  • Title

    RETIN AL: an active learning strategy for image category retrieval

  • Author

    Gosselin, Philippe H. ; Cord, Matthieu

  • Author_Institution
    ETIS, France
  • Volume
    4
  • fYear
    2004
  • fDate
    24-27 Oct. 2004
  • Firstpage
    2219
  • Abstract
    Active learning methods have been considered with an increasing interest in the content-based image retrieval (CBIR) community. In this article, we propose an efficient method based on active learning strategy to retrieve large image categories. At each feedback step, the system optimizes the image set presented to the user in order to speed up the retrieval. Experimental tests on COREL photo database have been carried out.
  • Keywords
    content-based retrieval; image retrieval; learning (artificial intelligence); optimisation; CBIR; COREL photo database; RETIN AL; active learning strategy; content-based image retrieval; image optimisation; Content based retrieval; Feedback; Image databases; Image retrieval; Learning systems; Statistical learning; Support vector machine classification; Support vector machines; Testing; Training data;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Image Processing, 2004. ICIP '04. 2004 International Conference on
  • ISSN
    1522-4880
  • Print_ISBN
    0-7803-8554-3
  • Type

    conf

  • DOI
    10.1109/ICIP.2004.1421538
  • Filename
    1421538