• DocumentCode
    2417593
  • Title

    A Fuzzy Reasoning Classification Method for Pattern Recognition

  • Author

    Schmitt, Emmanuel ; Mazaud, Cyril ; Bombardier, Vincent ; Lhoste, Pascal

  • Author_Institution
    Autom. Res. Center of Nancy, Luxembourg
  • fYear
    0
  • fDate
    0-0 0
  • Firstpage
    1078
  • Lastpage
    1085
  • Abstract
    This paper focuses on a Fuzzy Reasoning Classification Method to improve the potential of pattern recognition in the automated inspection and classification of wooden boards. After the definition of the characteristic features, we implement a fuzzy inference mechanism allowing to take into account the subjectivity of the human visual system. In this article, we have decided to work on the distribution and the representation of the Information. In this sense, our study speaks about the impact of fuzzification on the recognition rates and the structure of our decision module. The part concerning the classification mechanism allows ourselves to integrate knowledge in the generation of the numeric model. This knowledge is enquired at the different field experts thanks to the NIAM formalism. The results, which are presented on a generic benchmark and real data, show the efficiency of such an approach.
  • Keywords
    automatic optical inspection; computer vision; fuzzy reasoning; image classification; image colour analysis; production engineering computing; wood products; automated inspection; fuzzy reasoning classification method; human visual system; pattern recognition; wood color recognition; wood defect identification; wood product industry; wooden board classification; Fuzzy logic; Fuzzy reasoning; Fuzzy systems; Humans; Inference mechanisms; Inspection; Machine vision; Pattern recognition; Sorting; Wood industry;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Systems, 2006 IEEE International Conference on
  • Conference_Location
    Vancouver, BC
  • Print_ISBN
    0-7803-9488-7
  • Type

    conf

  • DOI
    10.1109/FUZZY.2006.1681844
  • Filename
    1681844