• DocumentCode
    1167838
  • Title

    Directly operable image representation of multiscale primal sketch

  • Author

    Xue, Xiaohui ; Wu, Xiaolin

  • Author_Institution
    Wavelet Imaging Technol., London, Ont., Canada
  • Volume
    7
  • Issue
    5
  • fYear
    2005
  • Firstpage
    805
  • Lastpage
    816
  • Abstract
    In this paper, we propose a versatile semantics-driven image representation that can support many common operations in visual computing and communications, in addition to being itself an efficient image coding scheme. The proposed image representation is based on a semantically meaningful construct called multiscale primal sketch (MPS). The MPS consists of edges that are extracted and organized successively from fine to coarse scales. The edges are further classified into two types: pulse edge and step edge. MPS is an intermediate-level image representation, which is between pixel-based (low-level) and object-based (high-level) descriptions. The MPS image representation reaches a good compromise between its construction cost and descriptive power. It has a compact form, and hence is amenable to image compression. Furthermore, because the new representation consists of semantically meaningful primitives - edges of different scales and types, and background - many common image operations, such as classification, restoration, detection, and content-based retrieval, can be performed directly in the MPS framework, without first converting the coded image back to the spatial domain.
  • Keywords
    edge detection; image coding; image representation; image resolution; content-based retrieval; directly operable image representation; edge-based scene analysis; image coding scheme; image compression; multiresolution analysis; multiscale primal sketch; object-based description; pixel-based description; Content based retrieval; Image coding; Image converters; Image edge detection; Image representation; Image restoration; Image retrieval; Image storage; Pixel; Streaming media; Content-based retrieval; edge-based scene analysis and classification; image compression; image representation; multiresolution analysis;
  • fLanguage
    English
  • Journal_Title
    Multimedia, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1520-9210
  • Type

    jour

  • DOI
    10.1109/TMM.2005.854471
  • Filename
    1510628