CFP last date
20 May 2024
Call for Paper
June Edition
IJCA solicits high quality original research papers for the upcoming June edition of the journal. The last date of research paper submission is 20 May 2024

Submit your paper
Know more
The week's pick
Responsive image
Enhancing Privacy Preservation: Multi-Attribute Protection with P-Sensitive K-Anonymity

Twinkle Patel Kiran Amin
Random Articles
Reseach Article

A Fuzzy Approach to Hand written Devnagari Script up to five Characters Recognition

by Pankaj Sharma, S. K. Gupta
journal cover thumbnail

International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 120 - Number 11
Year of Publication: 2015
Authors: Pankaj Sharma, S. K. Gupta
10.5120/21272-4083

Pankaj Sharma, S. K. Gupta . A Fuzzy Approach to Hand written Devnagari Script up to five Characters Recognition. International Journal of Computer Applications. 120, 11 ( June 2015), 17-25. DOI=10.5120/21272-4083

@article{ 10.5120/21272-4083,
author = { Pankaj Sharma, S. K. Gupta },
title = { A Fuzzy Approach to Hand written Devnagari Script up to five Characters Recognition },
journal = { International Journal of Computer Applications },
issue_date = { June 2015 },
volume = { 120 },
number = { 11 },
month = { June },
year = { 2015 },
issn = { 0975-8887 },
pages = { 17-25 },
numpages = {9},
url = { https://ijcaonline.org/archives/volume120/number11/21272-4083/ },
doi = { 10.5120/21272-4083 },
publisher = {Foundation of Computer Science (FCS), NY, USA},
address = {New York, USA}
}
%0 Journal Article
%1 2024-02-06T23:05:57.381926+05:30
%A Pankaj Sharma
%A S. K. Gupta
%T A Fuzzy Approach to Hand written Devnagari Script up to five Characters Recognition
%J International Journal of Computer Applications
%@ 0975-8887
%V 120
%N 11
%P 17-25
%D 2015
%I Foundation of Computer Science (FCS), NY, USA
Abstract

This paper elaborates Hindi curve character recognition based on fuzzy logic. Characters are classified by if then rules based on Fuzzy logic into seven classes according to vertical bar. The experiment is performed for 10 different datasets of handwritten three-character, four-character and five-character words from 100 peoples. This group of people has different aged members. The experiment was successfully performed and the average recognition rate is found to be 94. 8%.

References
  1. Jesse Hansen, "A Matlab Project in Optical Character Recognition (OCR)", http://www. ele. uri. edu/~hansenj/projects/ele585/OCR/ OCR. pdf
  2. J. Mantas, "An Overview of Character Recognition Methodologies", Pattern Recognition, Vol. 19, No 6, p. 425-430, 1986.
  3. Eikvil Line, "OCR-Optical character recognition system", Report No. 876, Document Image Analysis Publications, Norwegian computing center, 1993, http://www. nr. no/documents/samba/research_areas/BAMG/Publications/OCR. ps. gz.
  4. U. Pal, B. B. Chaudhuri "Indian script character recognition: a survey" Pattern Recognition 37, pp. 1887 – 1899, 2004.
  5. George Nagy, Thomas A. Nartker, Stephen V. Rice, "Optical Character Recognition: An illustrated guide to the frontier", Proceedings of Document Recognition and Retrieval VII, SPIE Vol. 3967, Sanjose, pp. 58-69, January 2000.
  6. Abdel Belaid, "OCR Print - An overview" chapter 2 in "Survey of the state of the art in human language technology", pp: 71 – 74, 1997.
  7. Richard Ishida, "An Introduction to Indic Scripts", http://www. w3. org/2002/Talks/09-ri-indic/indic-paper. pdf.
  8. U. Pal, B. B. Chaudhuri, ''Indian Script Character recognition: A survey'', Pattern Recognition, vol. 37, pp. 1887-1899, 2004.
  9. Ram Sarkar et al, "A Script Independent Technique for Extraction of Characters from Handwritten Word Images", International Journal of Computer Applications Vol. 1, No. 23, 2010.
  10. Bapurao S. Naik — Typography of Devanagari
  11. J. Serra, "Morphological Filtering: An Overview", Signal Processing, vol. 38, no. 1, pp. 3-11, 1994.
  12. Nafiz Arica, Fatos T. Yarman-Vural, "An Overview of Character Recognition Focused On Off-line Handwriting", C99-06-C-203, IEEE, 2000.
  13. Mohamed Cheriet, Nawwaf Kharma, Cheng-Lin Liu, Ching Y. Suen, "Character Recognition Systems: A Guide for students and Practioners", John Wiley & Sons, Inc. , Hoboken, New Jersey, 2007.
  14. Rajiv Kapoor, Deepak Bagai, T. S. Kamal, "Skew angle detection of a cursive handwritten Devnagari script character image", Journal of Indian Inst. Science, pp. 161–175, May-Aug. 2002
  15. U. Pal, M. Mitra and B. B. Chaudhuri, "Multi-Skew Detection of Indian Script Documents", CVPRU IEEE, pp 292-296 , 2001.
  16. V. H. Mankar et al. "Contour Detection and Recovery through Bio-Medical Watermarking for Telediagnosis," International Journal of Tomography & Statistics, Vol. 14 (Special Volume), Number S10, summer 2010.
  17. Richard G. Casey and Eric Lecoline, "A survey of methods and strategies in Character segmentation".
  18. Naresh Kumar Garg, Lakhwinder Kaur, M. K. Jindal, "A New Method for Line Segmentation of Handwritten Hindi Text", 7th International Conference on Information Technology, 2010.
  19. C. V. Jawahar, M. N. S. S. K. Pavan Kumar, S. S. Ravi Kiran, "A Bilingual OCR for Hindi-Telugu Documents and its Applications", Seventh Intl. Conf. on Document Analysis and Recognition (ICDAR 2003) , pp 1-7, 2003.
  20. M. Hanmandlu and Pooja Agrawal, "A Structural Approach for Segmentation of Handwritten Hindi Text", International Conference on Cognition and Recognition. pp 589-597.
Index Terms

Computer Science
Information Sciences

Keywords

Devnagari characters Segmentation classification Feature Extraction

Powered by PhDFocusTM