• DocumentCode
    1539278
  • Title

    SIMPLIcity: semantics-sensitive integrated matching for picture libraries

  • Author

    Wang, James Z. ; Li, Jia ; Wiederhold, Gio

  • Author_Institution
    Dept. of Comput. Sci. & Eng., Pennsylvania State Univ., University Park, PA, USA
  • Volume
    23
  • Issue
    9
  • fYear
    2001
  • fDate
    9/1/2001 12:00:00 AM
  • Firstpage
    947
  • Lastpage
    963
  • Abstract
    We present here SIMPLIcity (semantics-sensitive integrated matching for picture libraries), an image retrieval system, which uses semantics classification methods, a wavelet-based approach for feature extraction, and integrated region matching based upon image segmentation. An image is represented by a set of regions, roughly corresponding to objects, which are characterized by color, texture, shape, and location. The system classifies images into semantic categories. Potentially, the categorization enhances retrieval by permitting semantically-adaptive searching methods and narrowing down the searching range in a database. A measure for the overall similarity between images is developed using a region-matching scheme that integrates properties of all the regions in the images. The application of SIMPLIcity to several databases has demonstrated that our system performs significantly better and faster than existing ones. The system is fairly robust to image alterations
  • Keywords
    content-based retrieval; feature extraction; image classification; image retrieval; image segmentation; pattern clustering; pattern matching; visual databases; wavelet transforms; SIMPLIcity; clustering; content based image retrieval; feature extraction; image segmentation; region matching; semantics classification; visual databases; wavelet; Content based retrieval; Image classification; Image databases; Image retrieval; Image segmentation; Image storage; Information retrieval; Libraries; Pixel; Robustness;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/34.955109
  • Filename
    955109