• DocumentCode
    384079
  • Title

    On the performance of wavelets for handwritten numerals recognition

  • Author

    Correia, Suzete E N ; De Carvalho, João M. ; Sabourin, Robert

  • Author_Institution
    Departamento de Engenharia Eletrica, Univ. Fed. da Paraiba, Joao Pessoa, Brazil
  • Volume
    3
  • fYear
    2002
  • fDate
    2002
  • Firstpage
    127
  • Abstract
    This paper validates a recognition system using bi-dimensional wavelet transforms as the feature extractor and investigates the relevance of each subband image in the recognition process. An experiment to verify the efficiency of the wavelets was performed omitting the feature extraction step. Results show that information about the relevant image features are evenly distributed in all subband images of wavelet coefficients and that wavelets are promising feature extractors. Numerals from the NIST database were used for evaluation of the systems tested.
  • Keywords
    document image processing; feature extraction; handwritten character recognition; optical character recognition; performance evaluation; wavelet transforms; NIST database; bi-dimensional wavelet transforms; experiment; feature extraction; handwritten character recognition; handwritten numeral recognition; subband image; Data mining; Feature extraction; Handwriting recognition; Image databases; Image recognition; NIST; Spatial databases; System testing; Wavelet coefficients; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Pattern Recognition, 2002. Proceedings. 16th International Conference on
  • ISSN
    1051-4651
  • Print_ISBN
    0-7695-1695-X
  • Type

    conf

  • DOI
    10.1109/ICPR.2002.1047811
  • Filename
    1047811