• DocumentCode
    2791893
  • Title

    A semantic description for content-based image retrieval

  • Author

    Wang, Bing ; Zhang, Xin ; Zhao, Xiao-yan ; Zhang, Zhi-de ; Zhang, Hong-xia

  • Author_Institution
    Coll. of Math. & Comput. Sci., Hebei Univ., Baoding
  • Volume
    5
  • fYear
    2008
  • fDate
    12-15 July 2008
  • Firstpage
    2466
  • Lastpage
    2469
  • Abstract
    Robust and flexible semantic labeling of images is still a basic problem in content-based image representation and retrieval. In this paper, a self-organizing image description model (SID) was put forward for describing the image high-level semantic content. This model is a hierarchical architecture, which includes primitive image layer, image feature layer, image semantic layer, multi-level semantic pattern layer and semantic labeling layer. A semantic-based retrieval algorithm (SBRA) for image high-level semantic content retrieval was designed and implemented. The performance of an experimental image retrieval system is evaluated on a database of around 3000 images. The experimental results show that SID and SBRA are effective in describing image high-level semantic content and can provide flexible image description and efficient image retrieval performance.
  • Keywords
    content-based retrieval; image representation; image retrieval; content-based image representation; content-based image retrieval; flexible semantic image labeling; hierarchical architecture; image feature layer; image high-level semantic content retrieval; image semantic layer; multi-level semantic pattern layer; primitive image layer; self-organizing image description model; semantic labeling layer; semantic-based retrieval algorithm; Algorithm design and analysis; Content based retrieval; Cybernetics; Educational institutions; Image databases; Image retrieval; Information retrieval; Labeling; Machine learning; Robustness; Content-based image retrieval; Image clusters; Image semantic model; SVM; Semantic description;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Cybernetics, 2008 International Conference on
  • Conference_Location
    Kunming
  • Print_ISBN
    978-1-4244-2095-7
  • Electronic_ISBN
    978-1-4244-2096-4
  • Type

    conf

  • DOI
    10.1109/ICMLC.2008.4620822
  • Filename
    4620822