• DocumentCode
    1187399
  • Title

    Compression of map images by multilayer context tree modeling

  • Author

    Kopylov, Pavel ; Fränti, Pasi

  • Author_Institution
    Univ. of Joensuu, Finland
  • Volume
    14
  • Issue
    1
  • fYear
    2005
  • Firstpage
    1
  • Lastpage
    11
  • Abstract
    We propose a method for compressing color map images by context tree modeling and arithmetic coding. We consider multicomponent map images with semantic layer separation and images that are divided into binary layers by color separation. The key issue in the compression method is the utilization of interlayer correlations, and to solve the optimal ordering of the layers. The interlayer dependencies are acquired by optimizing the context tree for every pair of image layers. The resulting cost matrix of the interlayer dependencies is considered as a directed spanning tree problem and solved by an algorithm based on the Edmond´s algorithm for optimum branching and by the optimal selection and removal of the background color. The proposed method gives results 50% better than JBIG and 25% better than a single-layer context tree modeling.
  • Keywords
    arithmetic codes; data compression; image coding; image colour analysis; trees (mathematics); arithmetic coding; binary layer; color map image compression; color separation; cost matrix; directed spanning tree problem; interlayer correlation; multicomponent map image; multilayer context tree modeling; optimum branching; semantic layer separation; Arithmetic; Context modeling; Dictionaries; Graphics; Image coding; Image storage; Nonhomogeneous media; Pixel; Spatial resolution; Tree graphs; Context modeling; image coding; layer ordering; spanning tree; Algorithms; Artificial Intelligence; Cluster Analysis; Computer Graphics; Computer Simulation; Data Compression; Geographic Information Systems; Image Enhancement; Maps as Topic; Models, Statistical; Numerical Analysis, Computer-Assisted; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity; Signal Processing, Computer-Assisted; Subtraction Technique;
  • fLanguage
    English
  • Journal_Title
    Image Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7149
  • Type

    jour

  • DOI
    10.1109/TIP.2004.838694
  • Filename
    1369325