• DocumentCode
    804217
  • Title

    Compact object recognition using energy-function-based optimization

  • Author

    Friedland, N.S. ; Rosenfeld, Azriel

  • Author_Institution
    Center for Autom. Res., Maryland Univ., College Park, MD, USA
  • Volume
    14
  • Issue
    7
  • fYear
    1992
  • fDate
    7/1/1992 12:00:00 AM
  • Firstpage
    770
  • Lastpage
    777
  • Abstract
    Describes a method of recognizing objects whose contours can be represented in smoothly varying polar coordinate form. Both low- and high-level information about the object (contour smoothness and edge sharpness at the low level and contour shape at the high level) are incorporated into a single energy function that defines a 1D, cyclic, Markov random field (1DCMRF). This 1DCMRF is based on a polar coordinate object representation whose center can be initialized at any location within the object. The recognition process is based on energy function minimization, which is implemented by simulated annealing
  • Keywords
    Markov processes; pattern recognition; simulated annealing; 1D cyclic Markov random field; contour smoothness; edge sharpness; energy-function-based optimization; pattern recognition; polar coordinate; simulated annealing; Active contours; Humans; Information theory; Markov random fields; Minimization methods; Object detection; Object recognition; Optimization methods; Shape; Simulated annealing;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/34.142912
  • Filename
    142912