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Kannada Handwritten Numeral Recognition System using Fuzzy Reasoning Technique

by Ashoka H N, Manjaiah D H, Rabindranath Bera
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International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 73 - Number 8
Year of Publication: 2013
Authors: Ashoka H N, Manjaiah D H, Rabindranath Bera
10.5120/12765-9745

Ashoka H N, Manjaiah D H, Rabindranath Bera . Kannada Handwritten Numeral Recognition System using Fuzzy Reasoning Technique. International Journal of Computer Applications. 73, 8 ( July 2013), 40-43. DOI=10.5120/12765-9745

@article{ 10.5120/12765-9745,
author = { Ashoka H N, Manjaiah D H, Rabindranath Bera },
title = { Kannada Handwritten Numeral Recognition System using Fuzzy Reasoning Technique },
journal = { International Journal of Computer Applications },
issue_date = { July 2013 },
volume = { 73 },
number = { 8 },
month = { July },
year = { 2013 },
issn = { 0975-8887 },
pages = { 40-43 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume73/number8/12765-9745/ },
doi = { 10.5120/12765-9745 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T21:39:34.856434+05:30
%A Ashoka H N
%A Manjaiah D H
%A Rabindranath Bera
%T Kannada Handwritten Numeral Recognition System using Fuzzy Reasoning Technique
%J International Journal of Computer Applications
%@ 0975-8887
%V 73
%N 8
%P 40-43
%D 2013
%I Foundation of Computer Science (FCS), NY, USA
Abstract

This paper presents Kannada handwritten numeral recognition system using fuzzy reasoning technique. The Kannada handwritten numeral database required for the experimentation is collected from the different individuals and preprocessed to obtain the binary images for feature extraction. The binary images are partitioned into a number of regions and extracted one feature from each by the zoning technique for their representation. The knowledge base is build using the statistical information involved in interclass region features. The features of unknown samples matched with the knowledge base and made the fuzzy reasoning for their classification. On experimentation with the training and testing samples, found better classification and recognition rate.

References
  1. Hiromichi Fujisawa, "Forty years of research in character and document recognition - an industrial perspective" Pattern Recognition, Vol. 41, 2008, pp. 2435 – 2446,
  2. Anil K. Jain, Robert P. W. Duin, and Jianchang Mao, "Statistical Pattern Recognition: A Review" IEEE Transactions on Pattern Analysis And Machine Intelligence, Vol. 22, No. 1, 2000, pp. 4-38.
  3. Husni A. Al-Muhtaseb , Sabri A. Mahmoud and, Rami S. Qahwaji "Recognition of off-line printed Arabic text using Hidden Markov Models", Signal Processing Vol. 88,No. 12, 2008 pp. 2902–2912.
  4. Sabri A. Mahmoud "Recognition of writer-independent off-line handwritten Arabic (Indian) numerals using hidden Markov models. " Signal Processing, Vol. 88, No. 4, 2008, pp - 844-857.
  5. G. Y. Chen, W. F. Xie, Pattern recognition with SVM and dual-tree complex wavelets, Image and Vision Computing Vol. 25, 2007, pp 960–966.
  6. Oivind Due Trier, Anil k. Jain and Torfinn Taxt, "Feature Extraction Methods for Character Recognition--A Survey" Pattern Recognition, Vol. 29, No. 4, pp. 641-662, 1996.
  7. Nafiz Arica, Fatos T. Yarman-Vural, "An Overview of Character Recognition Focused on Off-line Handwriting", IEEE Transactions on system Man. Cybernetics-Part C: Applications and Reviews, vol. 31 no. 2, pp. 216-233, May 2001.
  8. Umapada Pala, Partha Pratim Royb, Nilamadhaba Tripathya and Josep Lladósb, "Multi-oriented Bangla and Devnagari text recognition", Pattern Recognition, Vol. 43, No. 12, 2010, pp 4124-4136.
  9. Rajashekararadhya S. V. and Vanaja Ranjan P. , "Handwritten numeral recognition of Kannada script", Proceedings of the international workshop on Machine Intelligence Research (MIR day,GHRCE- Nagpur) 2009, pp-80-86.
  10. Dinesh Acharya U, N V Subba Reddy and Krishnamoorthi, "Multilevel classifiers in recognition of Handwritten Kannada numerals", World Academy of Science, Engineering and Technology vol. 18, 2008, pp-278-283.
  11. Dhandra B. V. , Gururaj Mukarmbi, and Mallikarjun Hangarge, "A script independent approach for handwritten bi-lingual Kannada and Telugu digits recognition" International Journal of Machine Intelligence, Vol. 3 No. 3, 2011, PP- 155 -159.
  12. Ashoka, H. N. , D. H. Manjaiah, and Rabindranath Bera. "Feature Extraction/Selection and Statistical Classification Technique for Character Recognition. " International Journal of Advanced Research in Computer Science and Software Engineering" Vol. 2 no. 5,2012, pp. 414-420.
  13. Hanmandlu M. , and Murthy O. V. R. , "Fuzzy model based recognition of handwritten numerals" Pattern Recognition, vol. 40, 2007, pp 1840 – 1854.
  14. Ashoka H. N, Manjaiah D. H and Rabindranath Bera. "A Fuzzy Reasoning Technique for Pattern Recognition". International Journal of Computer Applications 49(12), July 2012 pp19-23.
Index Terms

Computer Science
Information Sciences

Keywords

Fuzzy reasoning Kannada numeral database knowledge base

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