DocumentCode :
1782466
Title :
Neural net based complete character recognition scheme for Bangla printed text books
Author :
Alamgir Hossain, S.K. ; Tabassum, Tamanna
Author_Institution :
Comput. Sci. & Eng. Discipline, Khulna Univ., Khulna, Bangladesh
fYear :
2014
fDate :
8-10 March 2014
Firstpage :
71
Lastpage :
75
Abstract :
In this paper we propose a neural net based characters recognition scheme for Bangla printed text books. There are a lot of scientific literature, novels, magazines and books etc that are written in Bangla language. More than 400 million people use Bangla language. Most of the library and educational institutions want to keep copy of the books in a digital format. For storing those books in digital text format we need a good character recognition schemes by which we can convert the scanned text book images to editable texts. The key contribution of our research highlights this issue. We propose four main stages namely preprocessing, segmentation, training-recognition and post-processing. In the beginning the input book images preprocessed by rotation, scaling, binarization and noise elimination. The binarized image is then segmented and extracted into individual characters that are trained and recognized by an artificial neural network. Finally, the process ends by reconstructing the text in the post processing stage.
Keywords :
digital printing; feature extraction; image segmentation; learning (artificial intelligence); neural nets; optical character recognition; text analysis; Bangla printed text books; OCR; artificial neural network; digital text format; image extraction; image post-processing; image preprocessing; image segmentation; image training-recognition; optical character recognition scheme; text reconstruction; Character recognition; Computers; Image segmentation; Information technology; Noise; Optical character recognition software; Training; Binary Image; Boundary Fill; Character Recognition; Neural Network; OCR;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computer and Information Technology (ICCIT), 2013 16th International Conference on
Conference_Location :
Khulna
Type :
conf
DOI :
10.1109/ICCITechn.2014.6997336
Filename :
6997336
Link To Document :
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