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
Link To Document :
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