Title :
Analysis and Representation of Character Images for Extracting Shape based Features Towards Building an OCR for Bangla Script
Author :
Naser, M.A. ; Hasnat, M.A. ; Latif, T. ; Nizamuddin, S.M. ; Islam, T.
Author_Institution :
Dept. of Electr. & Electron. Eng., Islamic Univ. of Technol. (IUT), Dhaka, Bangladesh
Abstract :
In this paper we present the analysis of different representation techniques of the character images for extracting shape based features using modified signature method. An adaptive normalization is proposed that retains the aspect ratio of the character which is subjected to the fact that preservation of aspect ratio enhances the recognition process. Signature is generated from direction angle of the pixels where the pixels were taken from boundary, difference and skeletonized image of the character. Correlation among the extracted features for 13 different fonts of all 50 characters is analyzed. We measured the recognition performance of different representation approaches.
Keywords :
feature extraction; image representation; shape recognition; Bangla script recognition; adaptive normalization; aspect ratio; character image representation; modified signature method; recognition process; shape based feature extraction; Character generation; Character recognition; Digital images; Educational institutions; Feature extraction; Image analysis; Optical character recognition software; Pattern recognition; Pixel; Shape; Bangla script; OCR; feature extraction; normalization;
Conference_Titel :
Digital Image Processing, 2009 International Conference on
Conference_Location :
Bangkok
Print_ISBN :
978-0-7695-3565-4
DOI :
10.1109/ICDIP.2009.57