DocumentCode :
2931832
Title :
Recognition of Conjunctive Bangla Characters by Artificial Neural Network
Author :
Forkan, Abdur Rahim Md ; Saha, Shuvabrata ; Rahman, Md Mahfuzur ; Sattar, Md Abdus
Author_Institution :
Bangladesh Univ. of Eng. & Technol., Dhaka
fYear :
2007
fDate :
7-9 March 2007
Firstpage :
96
Lastpage :
99
Abstract :
This paper is concerned with optical character recognition (OCR) system for Bangla conjunctive characters. A method is proposed giving emphasis on the identification of the characters using the proposed methodology. Here generalization is achieved by preprocessing the characters before presenting them to the system for classification. The pre-processing systematically functions isolating the characters from BMP images, as well as noise removal, scaling and binary image conversion. The method uses a flexible matching between sample data and training data components applying Multi-layered Feed-forward Artificial Neural Network. A number of parameters of Neural Network are estimated so that the system performance is improved in comparison with normal training. Classification of character is defined as error minimization among the possible training set. Also, a measure of the amount of distortion for this training is given. Application of Artificial Neural Network in character recognition has made the system faster with optimum performance.
Keywords :
image classification; image denoising; image matching; minimisation; optical character recognition; parameter estimation; OCR; binary image conversion; conjunctive Bangla character recognition; distortion; error minimization; flexible matching; image classification; multilayered feedforward artificial neural network; noise removal; optical character recognition; parameter estimation; preprocessing; scaling; Artificial neural networks; Character recognition; Distortion measurement; Feedforward systems; Image converters; Optical character recognition software; Optical computing; Optical distortion; System performance; Training data;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information and Communication Technology, 2007. ICICT '07. International Conference on
Conference_Location :
Dhaka
Print_ISBN :
984-32-3394-8
Type :
conf
DOI :
10.1109/ICICT.2007.375350
Filename :
4261373
Link To Document :
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