• DocumentCode
    3598891
  • Title

    On Thai character recognition

  • Author

    De Vel, Olivier ; Wangsuya, Sujint ; Coomans, Danny

  • Author_Institution
    Dept. of Comput. Sci., James Cook Univ., Townsville, Qld., Australia
  • Volume
    4
  • fYear
    1995
  • Firstpage
    2095
  • Abstract
    Presents a two-stage classification procedure for the recognition of Thai characters. Two classifiers are used to initially classify the characters into different groups and then to classify the characters within each group. Both a backpropagation multi-layered perceptron and a discriminant analysis technique, called penalised discriminant analysis, are used for classification. A comparative performance analysis of the two classifiers is given. To effectively decorrelate the feature vectors, a wavelet transform is also introduced during the preprocessing phase
  • Keywords
    backpropagation; character recognition; feature extraction; multilayer perceptrons; pattern classification; statistical analysis; Thai character recognition; backpropagation multi-layered perceptron; penalised discriminant analysis; two-stage classification procedure; wavelet transform; Character recognition; Computer science; Data mining; Decorrelation; Feature extraction; Image segmentation; Image sensors; Shape; Statistics; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 1995. Proceedings., IEEE International Conference on
  • Print_ISBN
    0-7803-2768-3
  • Type

    conf

  • DOI
    10.1109/ICNN.1995.488999
  • Filename
    488999