• DocumentCode
    3072543
  • Title

    Printed Malayalam Character Recognition Using Back-propagation Neural Networks

  • Author

    Rahiman, M.A. ; Rajasree, M.S.

  • Author_Institution
    LBS Inst. of Technol. for Women (LBSITW), Thiruvananthapuram
  • fYear
    2009
  • fDate
    6-7 March 2009
  • Firstpage
    197
  • Lastpage
    201
  • Abstract
    OCR reading technology is benefited by the evolution of high-powered desktop computing allowing for the development of more powerful recognition software that can read a variety of common printed fonts and handwritten texts. But still it remains a highly challenging task to implement an OCR that works under all possible conditions and gives highly accurate results. This paper describes an OCR system for printed text documents in Malayalam, a language of the South Indian State, Kerala. The input to the system would be the scanned image of a page of text and the output is a machine editable file. Initially, the image is preprocessed to remove noise and skew. Lines, words and characters are segmented from the processed document image. The proposed method uses wavelet multi-resolution analysis for the purpose of extracting features and Feed Forward Back-propagation Neural Network to accomplish the recognition tasks.
  • Keywords
    backpropagation; document image processing; neural nets; optical character recognition; text analysis; OCR reading technology; OCR system; backpropagation neural networks; character segmentation; common printed fonts; desktop computing; document image processing; feature extraction; feedforward backpropagation neural network; handwritten text; machine editable file; optical character recognition; printed Malayalam character recognition; printed text documents; recognition software; wavelet multiresolution analysis; words segmentation; Character recognition; Feature extraction; Feedforward neural networks; Feeds; Handwriting recognition; Image segmentation; Neural networks; Optical character recognition software; Text recognition; Wavelet analysis; Digital Image processing; Malayalam characters; Neural networks; Optical Character recognition; Wavelet transforms;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advance Computing Conference, 2009. IACC 2009. IEEE International
  • Conference_Location
    Patiala
  • Print_ISBN
    978-1-4244-2927-1
  • Electronic_ISBN
    978-1-4244-2928-8
  • Type

    conf

  • DOI
    10.1109/IADCC.2009.4809006
  • Filename
    4809006