• DocumentCode
    1122748
  • Title

    A Knowledge Based System for Analysis of Gated Blood Pool Studies

  • Author

    Niemann, Heinrich ; Bunke, Horst ; Hofmann, Ingrid ; Sagerer, Gerhard ; Wolf, Friedrich ; Feistel, Herbert

  • Author_Institution
    Lehrstuhl fÿr Informatik 5 (Mustererkennung), University Erlangen-Nÿrnberg, West Germany.
  • Issue
    3
  • fYear
    1985
  • fDate
    5/1/1985 12:00:00 AM
  • Firstpage
    246
  • Lastpage
    259
  • Abstract
    A system for obtaining a complete diagnostic description of an image sequence taken in nuclear medicine from the human heart has been developed, implemented, and tested. The knowledge about these images is represented in a semantic net, conclusions are drawn by a production rule approach, and scoring of alternative diagnoses is based on fuzzy membership functions. On the low level, image pixels are smoothed and organ contours are extracted; these are the input for the high level processing. Tests with several image sequences gave correct descriptions as compared to the diagnosis of a physician.
  • Keywords
    Blood; Heart; Humans; Image sequences; Knowledge based systems; Medical tests; Nuclear medicine; Pixel; Production; System testing; Expert system; fuzzy membership function; gated blood pool studies; graph search; knowledge based system; medical image analysis; semantic net;
  • fLanguage
    English
  • Journal_Title
    Pattern Analysis and Machine Intelligence, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0162-8828
  • Type

    jour

  • DOI
    10.1109/TPAMI.1985.4767655
  • Filename
    4767655