• DocumentCode
    786056
  • Title

    Episode-Constrained Cross-Validation in Video Concept Retrieval

  • Author

    Van Gemert, Jan C. ; Veenman, Cor J. ; Geusebroek, Jan-Mark

  • Author_Institution
    Inf. Inst., Univ. of Amsterdam, Amsterdam
  • Volume
    11
  • Issue
    4
  • fYear
    2009
  • fDate
    6/1/2009 12:00:00 AM
  • Firstpage
    780
  • Lastpage
    785
  • Abstract
    Whereas video tells a narrative by a composition of shots, current video retrieval methods focus mainly on single shots. In retrieval performance estimation, similar shots in a narrative may result in performance overestimation. We propose an episode-based version of cross-validation leading up to 14% classification improvement over shot-based cross-validation.
  • Keywords
    image classification; video retrieval; video signal processing; episode-constrained cross-validation; image classification; video concept retrieval;
  • fLanguage
    English
  • Journal_Title
    Multimedia, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1520-9210
  • Type

    jour

  • DOI
    10.1109/TMM.2009.2017619
  • Filename
    4895725
    • Link To Document
    https://search.isc.ac/dl/search/defaultta.aspx?DTC=49&DC=786056