Distributed and reactive query planning in R-MAGIC: An agent-based multimedia retrieval system

被引:6
作者
Ghosh, H
Chaudhury, S
机构
[1] Tata Infotech Res Grp, New Delhi 110016, India
[2] Indian Inst Technol, Dept Elect Engn, New Delhi 110016, India
关键词
reactive planning; distributed planning; multimedia retrieval; distributed retrieval; agent-based systems;
D O I
10.1109/TKDE.2004.40
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents the planning scheme for a cooperative agent-based multimedia retrieval architecture that integrates a heterogeneous set of repositories into a coherent information system. The agents in the system collaborate in context of a conceptual query to formulate unique retrieval strategies for the different collections. The retrieval plan makes need-based use of independent content analysis tools available on the network. The retrieval strategies for the repositories so formulated satisfy the specified constraints on quality of results and the response time requirements. The retrieval plan is reactively updated based on the retrieval performance at the individual repositories. We present some experimental results to show the effectiveness of the planning scheme for repositories with different characteristics and the scalability of the architecture. We present a prototype implementation of this architecture that integrates a set of dissimilar collections of multimedia data on Indian cultural heritage. A comparison of the retrieval results with some existing Internet search tools proves the effectiveness of the architecture.
引用
收藏
页码:1082 / 1095
页数:14
相关论文
共 35 条
  • [11] DESCHAINE LM, 2000, P ADV SIM TECHN C AP
  • [12] Illumination-invariant color object recognition via compressed chromaticity histograms of color-channel-normalized images
    Drew, RS
    Wei, J
    Li, ZN
    [J]. SIXTH INTERNATIONAL CONFERENCE ON COMPUTER VISION, 1998, : 533 - 540
  • [13] FLICKNER M, 1995, IEEE COMPUT, V28, P23, DOI DOI 10.1109/2.410146
  • [14] PROBABILISTIC MODELS IN INFORMATION-RETRIEVAL
    FUHR, N
    [J]. COMPUTER JOURNAL, 1992, 35 (03) : 243 - 255
  • [15] Structured maps: Modeling explicit semantics over a universe of information
    Delcambre L.M.L.
    Maier D.
    Reddy R.
    Anderson L.
    [J]. International Journal on Digital Libraries, 1997, 1 (1) : 20 - 35
  • [16] GHOSH H, 2000, P INT C KNOWL BAS CO, P162
  • [17] GHOSH H, 2003, THESIS INDIAN I TECH
  • [18] Natural-language retrieval of images based on descriptive captions
    Guglielmo, EJ
    Rowe, NC
    [J]. ACM TRANSACTIONS ON INFORMATION SYSTEMS, 1996, 14 (03) : 237 - 267
  • [19] Image indexing using color correlograms
    Huang, J
    Kumar, SR
    Mitra, M
    Zhu, WJ
    Zabih, R
    [J]. 1997 IEEE COMPUTER SOCIETY CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION, PROCEEDINGS, 1997, : 762 - 768
  • [20] Kangassalo H., 1991, Advances in information modelling and knowledge bases, P66