• DocumentCode
    2324062
  • Title

    Compound Document Analysis by Fusing Evidence Across Media

  • Author

    Nikolopoulos, Spiros ; Lakka, Christina ; Kompatsiaris, Ioannis ; Varytimidis, Christos ; Rapantzikos, Konstantinos ; Avrithis, Yannis

  • Author_Institution
    Inf. & Telematics Inst., CERTH, Thessaloniki
  • fYear
    2009
  • fDate
    3-5 June 2009
  • Firstpage
    175
  • Lastpage
    180
  • Abstract
    In this paper a cross media analysis scheme for the semantic interpretation of compound documents is presented. It is essentially a late-fusion mechanism that operates on top of single-media extractors output and itpsilas main novelty relies on using the evidence extracted from heterogeneous media sources to perform probabilistic inference on a bayesian network that incorporates knowledge about the domain. Experiments performed on a set of 54 compound documents showed that the proposed scheme is able to exploit the existing cross media relations and achieve performance improvements.
  • Keywords
    belief networks; document handling; inference mechanisms; multimedia computing; probability; Bayesian network; compound document analysis; cross media analysis scheme; heterogeneous media sources; late-fusion mechanism; probabilistic inference; semantic interpretation; single-media extractors output; Algorithm design and analysis; Bayesian methods; Data mining; Feature extraction; Hidden Markov models; Indexing; Informatics; Nonhomogeneous media; Telematics; Text analysis; bayesian networks; compound documents; cross media analysis; late-fusion; ontologies;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Content-Based Multimedia Indexing, 2009. CBMI '09. Seventh International Workshop on
  • Conference_Location
    Chania
  • Print_ISBN
    978-1-4244-4265-2
  • Electronic_ISBN
    978-0-7695-3662-0
  • Type

    conf

  • DOI
    10.1109/CBMI.2009.35
  • Filename
    5137837