Most Read Research Articles


Warning: Creating default object from empty value in /var/www/html/sandbox.ijcaonline.org/public_html/modules/mod_mostread/helper.php on line 79

Warning: Creating default object from empty value in /var/www/html/sandbox.ijcaonline.org/public_html/modules/mod_mostread/helper.php on line 79

Warning: Creating default object from empty value in /var/www/html/sandbox.ijcaonline.org/public_html/modules/mod_mostread/helper.php on line 79

Warning: Creating default object from empty value in /var/www/html/sandbox.ijcaonline.org/public_html/modules/mod_mostread/helper.php on line 79

Warning: Creating default object from empty value in /var/www/html/sandbox.ijcaonline.org/public_html/modules/mod_mostread/helper.php on line 79
Call for Paper - May 2015 Edition
IJCA solicits original research papers for the May 2015 Edition. Last date of manuscript submission is April 20, 2015. Read More

Kannada Handwritten Vowels Recognition based on Normalized Chain Code and Wavelet Filters

Print
PDF
IJCA Proceedings on National Conference on Recent Advances in Information Technology
© 2014 by IJCA Journal
NCRAIT - Number 4
Year of Publication: 2014
Authors:
B. V. Dhandra
Shashikala Parameshwarapa
Gururaj Mukarambi

B V Dhandra, Shashikala Parameshwarapa and Gururaj Mukarambi. Article: Kannada Handwritten Vowels Recognition based on Normalized Chain Code and Wavelet Filters. IJCA Proceedings on National Conference on Recent Advances in Information Technology NCRAIT(4):21-24, February 2014. Full text available. BibTeX

@article{key:article,
	author = {B. V. Dhandra and Shashikala Parameshwarapa and Gururaj Mukarambi},
	title = {Article: Kannada Handwritten Vowels Recognition based on Normalized Chain Code and Wavelet Filters},
	journal = {IJCA Proceedings on National Conference on Recent Advances in Information Technology},
	year = {2014},
	volume = {NCRAIT},
	number = {4},
	pages = {21-24},
	month = {February},
	note = {Full text available}
}

Abstract

In this paper, an algorithm is designed to recognize the handwritten Kannada vowels based on shape features such as normalized chain codes and wavelet filters. A normalized chain code and wavelet decomposition co-efficients are extracted as a feature vector of size 22 from the normalized binary images of size 40x40 and KNN classifier is applied for classification of vowels. A sample of 1400 Kannada vowels image are used for experiment. The average recognition accuracy of the proposed algorithm is 95. 07% for Kannada vowels.

References

  • R. Plamondon and S. N. Srihari, "On-Line and off-line handwritten recognition: A comprehensive survey," IEEE Trans on PAMI, Vol. 22, pp 62-84, 2000.
  • Anil. K. Jain and Torfinn Taxt, "Feature extraction methods for character recognition - A Survey, "Pattern Recognition, vol 29, no. 4 . Newyork, pp 641-662, 1996.
  • R. O. Duda, P. E Hart ,D. G Stork , Pattern Classification, 2nd ed. , Wiley-Newyork. .
  • R M K Sinha, Scott D Conell & Anil K Jain , " Recognition of unconstrained online Devanagari Characters ", proceedings of the 15th International conference on Pattern Recognition , Barcelona, Spain, Sept. 2000, pp. 368-371.
  • Ashwin T V, Sastry P S 2002 A fonts and size-independen OCR system for printed Kannada documents using support vector machines. Sadhana 27:35-58.
  • U. Pal, N. Sharma, F. Kimura, "Recognition of Handwritten Kannada Numerals", 9th International Conference on Information Technology (ICIT'06), pp. 133-136, 2006.
  • Kunte Sanjeev R, Sudhaker Samuel (2006), Hu's invariant moments& Zernike moments approach for the recognition of basic symbols in printed Kannada text. Sadhana vol . 32, part 5, October 2007, pp. 521-533.
  • N. Sharma, U. Pal, F. Kimura, and S. Pal, "Recognition Off-Line Handwritten Devanagari Characters Using Quadratic Classifier," ICVGIP 2006, LNCS 4338,pp. 805 –816, 2006.
  • B. V. Dhandra, Mallikarjun Hangarge and Gururaj Mukarambi, "Spatial Features for Handwritten Kannada and English Character Recognition," IJCA, Special Issue on RTIPPR (3):146–151, 2010.
  • S. Correia , J. M Carvallo and R. Sabourin , "On the performance of wavelets for Handwritten Numerals Recognition " . In ICPR 2002 , quebac – Canada, August 2002.
  • G. Raju , K. Revathy , " wavepackets in the Recognition of Isolated handwritten Malayalam Characters " proceedings of the world Congress on Engineerig Vol 1 , July 2-4 2007.
  • B. V. Dhandra, Mallikarjun Hangarge and Shashikal Parameshwarappa 2010 , Multi-Font Kannada Vowels Recognition Based on Modified Invariant Moments. Proceedings of RTIPPR- 2010, 119-122.
  • G. G. Rajput, Rajeswari Horakeri, " Shape Descriptors based Handwritten Character Recognition Engine with Application to Kannada Characters" , International Conference on Computer & Communication Technology (ICCCT)-2011.
  • Gonzales R. C and Woods, R. E. (2002) Digital Image Processing 2nd Ed. Upper Saddle River , N . J . : Prentice- Hall, Inc.
  • H. Freeman, Computer Processing of Line Drawings, Computing Surveys, Vol. 6, 57-97.
  • McAndrew , A. (2004) . Introduction to Digital Image Processing with Matlab. USA: Thomson Course Technology. Pg. 353.
  • Mr. Anjan Bikash Maity, Mr. Sandip Mandal , Mr. Ranjan Podder, "Edge Detection Using Morphological Method and Corner Detection Using Chain Code Algorithm ", IJCSI International Journal of Computer Science Issues, Vol. 8, Issue 4, No 1, July 2011 ISSN (Online): 1694-0814