• DocumentCode
    1116015
  • Title

    The Consistent Labeling Problem: Part II

  • Author

    Haralick, Robert M. ; Shapiro, Linda G.

  • Author_Institution
    SENIOR MEMBER, IEEE, Departments of Electrical Engineering and Computer Science, University of Kansas, Lawrence, KS 66045; Department of Electrical Engineering, Virginia Polytechnic Institute and State University, Blacksburg, VA 24060.
  • Issue
    3
  • fYear
    1980
  • fDate
    5/1/1980 12:00:00 AM
  • Firstpage
    193
  • Lastpage
    203
  • Abstract
    In this second part of a two-part paper, we explore the power and complexity of the g=fKP and g=vKP class of look-ahead operators which can be used to speed up the tree search in the consistent labeling problem. For a specified K and P we show that the fixedpoint power of g=fKP and g=vKP is the same, that g=fKP+1 is at least as powerful as g=fKP, and that g=vK+1p is at least as powerful at g=fKP. Finally, we define a minimal compatibility relation and show how the standard tree search procedure for finding all the consistent labelings is quicker for a minimal relation. This leads to the concept of grading the complexity of compatibility relations according to how much look-ahead work it requires to reduce them to minimal relations and suggests that the reason look-ahead operators, such as Waltz filtering, work so well is that the compatibility relations used in practice are not very complex and are reducible to minimal or near minimal relations by a g=fKP or g=vKP look-ahead operator with small value for parameter P.
  • Keywords
    Automata; Computer science; Filtering; Image analysis; Intelligent networks; Labeling; Layout; Matched filters; Military computing; Tree graphs; Backtracking; N-ary relations; consistent labeling; constraint satisfaction; graph coloring; homomorphism; look-ahead operators; matching; relaxation; scene analysis; subgraph isomorphisms; tree search;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/TPAMI.1980.4767007
  • Filename
    4767007