• DocumentCode
    2745304
  • Title

    A parallel model for multimedia database on cluster system environment

  • Author

    Piamsa-Nga, Punpiti ; Srakaew, Sanan ; Alexandridis, Nikitas A. ; Blankenship, George

  • Author_Institution
    Dept. of Electr. Eng. & Comput. Sci., George Washington Univ., Washington, DC, USA
  • Volume
    2
  • fYear
    1998
  • fDate
    7-10 Jul 1998
  • Firstpage
    648
  • Abstract
    The authors propose a parallel model for content-based retrieval from a multimedia database using a heterogeneous cluster system. The proposed parallel unified model was used to represent multimedia data. All types of multimedia data in the unified model are represented by k-dimensional signals. Each dimension of k-d data is separated into small blocks and then formed into a hierarchical multidimensional tree structure, called a k-tree. Previous experimental results show the huge reduction of retrieval time on a cluster of homogeneous workstations. In this paper, the authors extend their parallel model to a heterogeneous cluster system environment. They demonstrate the experimental results of using a parallel retrieval algorithm for the k-tree unified model on a cluster of heterogeneous systems connected via a network. They use system characteristics to balance the loads of the processors. The experiments of the model with load balancing show a significant reduction in retrieval time while maintaining the quality of perceptual results
  • Keywords
    database management systems; database theory; information retrieval; multimedia computing; trees (mathematics); workstations; cluster system environment; content-based retrieval; heterogeneous cluster system; hierarchical multidimensional tree structure; homogeneous workstations cluster; k-dimensional signals; k-tree unified model; multimedia database; parallel retrieval algorithm; parallel unified model; perceptual results quality; processor load balancing; retrieval time; system characteristics; Content based retrieval; Histograms; Image databases; Information retrieval; Mathematical model; Multidimensional systems; Multimedia databases; Pattern recognition; Spatial databases; Tree data structures;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Industrial Electronics, 1998. Proceedings. ISIE '98. IEEE International Symposium on
  • Conference_Location
    Pretoria
  • Print_ISBN
    0-7803-4756-0
  • Type

    conf

  • DOI
    10.1109/ISIE.1998.711695
  • Filename
    711695