• DocumentCode
    2289646
  • Title

    Photo Context as a Bag of Words

  • Author

    Viana, Windson ; Hammiche, Samira ; Villanova-Oliver, Marlène ; Gensel, Jérôme ; Martin, Hervé

  • Author_Institution
    LIG-Lab. Inf. de Grenoble, St. Martin d´´Heres
  • fYear
    2008
  • fDate
    15-17 Dec. 2008
  • Firstpage
    310
  • Lastpage
    315
  • Abstract
    In the recent years, photo context metadata (e.g.,date, GPS coordinates) have been proved to be useful in the management of personal photos. However, these metadata are still poorly considered in photo retrieving systems. In order to overcome this limitation, we propose an approach to incorporate contextual metadata in a keyword-based photo retrieval process.We use metadata about the photo shot context (address location, nearby objects, season, light status...) to generate a bag of words for indexing each photo. We extend the Vector Space Model in order to transform these shot context words into document-vector terms. In addition, spatial reasoning and geographical ontologies are used to infer new indexing terms. This facilitates the query-document matching process and also allows performing semantic comparison between the query terms and photo annotations.
  • Keywords
    content-based retrieval; image retrieval; indexing; meta data; ontologies (artificial intelligence); geographical ontologies; keyword-based photo retrieval process; personal photo management; photo annotations; photo context metadata; photo retrieving systems; photo shot context; query-document matching process; spatial reasoning; Context modeling; Global Positioning System; Image retrieval; Indexing; Ontologies; Poles and towers; Springs; VSM; context-awareness; photo context; semantic search;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Multimedia, 2008. ISM 2008. Tenth IEEE International Symposium on
  • Conference_Location
    Berkeley, CA
  • Print_ISBN
    978-0-7695-3454-1
  • Electronic_ISBN
    978-0-7695-3454-1
  • Type

    conf

  • DOI
    10.1109/ISM.2008.15
  • Filename
    4741185