14 March 2013 Kannada character recognition system using neural network
Author Affiliations +
Proceedings Volume 8768, International Conference on Graphic and Image Processing (ICGIP 2012); 876843 (2013) https://doi.org/10.1117/12.2011118
Event: 2012 International Conference on Graphic and Image Processing, 2012, Singapore, Singapore
Abstract
Handwriting recognition has been one of the active and challenging research areas in the field of pattern recognition. It has numerous applications which include, reading aid for blind, bank cheques and conversion of any hand written document into structural text form. As there is no sufficient number of works on Indian language character recognition especially Kannada script among 15 major scripts in India. In this paper an attempt is made to recognize handwritten Kannada characters using Feed Forward neural networks. A handwritten Kannada character is resized into 20x30 Pixel. The resized character is used for training the neural network. Once the training process is completed the same character is given as input to the neural network with different set of neurons in hidden layer and their recognition accuracy rate for different Kannada characters has been calculated and compared. The results show that the proposed system yields good recognition accuracy rates comparable to that of other handwritten character recognition systems.
© (2013) COPYRIGHT Society of Photo-Optical Instrumentation Engineers (SPIE). Downloading of the abstract is permitted for personal use only.
Suresh D. S. Kumar, Suresh D. S. Kumar, Srinivasa Kalyan Kamalapuram, Srinivasa Kalyan Kamalapuram, Ajay B. R. Kumar, Ajay B. R. Kumar, } "Kannada character recognition system using neural network", Proc. SPIE 8768, International Conference on Graphic and Image Processing (ICGIP 2012), 876843 (14 March 2013); doi: 10.1117/12.2011118; https://doi.org/10.1117/12.2011118
PROCEEDINGS
5 PAGES


SHARE
RELATED CONTENT

Recognizing license plate character based on simplified PCNN
Proceedings of SPIE (November 15 2007)
Image Algebra And Its Relationship To Neural Networks
Proceedings of SPIE (August 30 1989)
Theory of morphological neural networks
Proceedings of SPIE (July 01 1990)
Syntactic neural network for character recognition
Proceedings of SPIE (August 01 1992)

Back to Top