• DocumentCode
    2160791
  • Title

    Stochastic search algorithms for optimal content-based sampling of video sequences

  • Author

    Doulamis, Anastasios D. ; Doulamis, Nikolaos D.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Nat. Tech. Univ. of Athens, Zografou, Greece
  • Volume
    2
  • fYear
    2002
  • fDate
    2002
  • Firstpage
    551
  • Abstract
    A video content representation framework is proposed in this paper, for extracting limited, but meaningful, information of video data, directly from the MPEG compressed domain. In particular, extraction of several representative shots is performed for each video sequence in a content based rate sampling framework. An approach, based on minimization of a cross-correlation criterion of the video frames has been adopted for the shot selection. For efficient implementation of the latter approach, a logarithmic search in a stochastic framework is proposed. The method always converges to the global minimum as is proven in the paper.
  • Keywords
    content-based retrieval; convergence of numerical methods; correlation methods; data compression; feature extraction; image retrieval; image sampling; image sequences; minimisation; optimisation; search problems; stochastic processes; video coding; video databases; MPEG compressed domain; content based rate sampling framework; convergence; cross-correlation criterion minimization; feature extraction; global minimum; logarithmic search; optimal content-based sampling; representative shots; shot selection; stochastic search algorithms; video content representation framework; video frames; video sequences; Communications technology; Computer aided instruction; Data mining; Information retrieval; Multimedia systems; Sampling methods; Stochastic processes; Video on demand; Video sequences; Videoconference;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Digital Signal Processing, 2002. DSP 2002. 2002 14th International Conference on
  • Print_ISBN
    0-7803-7503-3
  • Type

    conf

  • DOI
    10.1109/ICDSP.2002.1028149
  • Filename
    1028149