• DocumentCode
    2553696
  • Title

    Keyframe Extraction Using Local Visual Semantics in the Form of a Region Thesaurus

  • Author

    Spyrou, Evaggelos ; Avrithis, Yannis

  • Author_Institution
    Nat. Tech. Univ. of Athens Image, Athens
  • fYear
    2007
  • fDate
    17-18 Dec. 2007
  • Firstpage
    98
  • Lastpage
    103
  • Abstract
    This paper presents an approach for efficient keyframe extraction, using local semantics in form of a region thesaurus. More specifically, certain MPEG-7 color and texture features are locally extracted from keyframe regions. Then, using a hierarchical clustering approach a local region thesaurus is constructed to facilitate the description of each frame in terms of higher semantic features. The thesaurus consists of the most common region types that are encountered within the video shot, along with their synonyms. These region types carry semantic information. Each keyframe is represented by a vector consisting of the degrees of confidence of the existence of all region types within this shot. Using this keyframe representation, the most representative keyframe is then selected for each shot. Where a single keyframe is not adequate, using the same algorithm and exploiting the presence of the region types of the visual thesaurus, more keyframes are extracted.
  • Keywords
    feature extraction; image colour analysis; image representation; image texture; pattern clustering; thesauri; video coding; MPEG-7 color feature; MPEG-7 texture feature; hierarchical clustering; keyframe extraction; keyframe representation; local region thesaurus; local visual semantics; synonyms; video shot; visual thesaurus; Content based retrieval; Feature extraction; Filtering; Image databases; Image retrieval; Image segmentation; Indexing; Laboratories; MPEG 7 Standard; Thesauri;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Semantic Media Adaptation and Personalization, Second International Workshop on
  • Conference_Location
    Uxbridge
  • Print_ISBN
    0-7695-3040-0
  • Type

    conf

  • DOI
    10.1109/SMAP.2007.39
  • Filename
    4414394