Grouping of handwritten Bangla basic characters, numerals and vowel modifiers for multilayer classification

This conference paper was presented in the International Conference on Frontiers in Handwriting Recognition, ICFHR 2012; Bari; Italy; 18 September 2012 through 20 September 2012 [© 2012 IEEE] The conference paper's definite version is available at: http://dx.doi.org/10.1109/ICFHR.2012.206

Sonraí bibleagrafaíochta
Príomhchruthaitheoirí:	Reza, Khondker Nayef, Khan, Mumit
Rannpháirtithe:	Department of Computer Science and Engineering, BRAC University
Formáid:	Conference paper
Teanga:	English
Foilsithe / Cruthaithe:	© 2012 Institute of Electrical and Electronics Engineers Inc. 2017
Ábhair:	Bangla basic characters numerals and vowel modifiers Grouping of classes Handwritten character recognition Support vector machine
Rochtain ar líne:	http://hdl.handle.net/10361/7510 http://dx.doi.org/10.1109/ICFHR.2012.206

id	10361-7510
record_format	dspace
spelling	10361-75102018-07-25T10:25:27Z Grouping of handwritten Bangla basic characters, numerals and vowel modifiers for multilayer classification Reza, Khondker Nayef Khan, Mumit Department of Computer Science and Engineering, BRAC University Bangla basic characters numerals and vowel modifiers Grouping of classes Handwritten character recognition Support vector machine This conference paper was presented in the International Conference on Frontiers in Handwriting Recognition, ICFHR 2012; Bari; Italy; 18 September 2012 through 20 September 2012 [© 2012 IEEE] The conference paper's definite version is available at: http://dx.doi.org/10.1109/ICFHR.2012.206 For better performance in multilayer or hierarchical classification of handwritten text, appropriate grouping of similar symbols is very important. Here we aim to develop a reliable grouping schema for the similar looking basic characters, numerals and vowel modifiers of Bangla language. We experimented with thickened and thinned segmented handwritten text to compare which type of image is better for which group. For classification we chose Support Vector Machine (SVM) as it outperforms other classifiers in this field. We used both "one against one" and "one against all" strategies for multiclass SVM and compared their performance. Published 2017-01-04T05:54:15Z 2017-01-04T05:54:15Z 2012 Conference paper Reza, K. N., & Khan, M. (2012). Grouping of handwritten bangla basic characters, numerals and vowel modifiers for multilayer classification. Paper presented at the Proceedings - International Workshop on Frontiers in Handwriting Recognition, IWFHR, 325-330. doi:10.1109/ICFHR.2012.206 15505235 http://hdl.handle.net/10361/7510 http://dx.doi.org/10.1109/ICFHR.2012.206 en http://ieeexplore.ieee.org/document/6424414/ © 2012 Institute of Electrical and Electronics Engineers Inc.
institution	Brac University
collection	Institutional Repository
language	English
topic	Bangla basic characters numerals and vowel modifiers Grouping of classes Handwritten character recognition Support vector machine
spellingShingle	Bangla basic characters numerals and vowel modifiers Grouping of classes Handwritten character recognition Support vector machine Reza, Khondker Nayef Khan, Mumit Grouping of handwritten Bangla basic characters, numerals and vowel modifiers for multilayer classification
description	This conference paper was presented in the International Conference on Frontiers in Handwriting Recognition, ICFHR 2012; Bari; Italy; 18 September 2012 through 20 September 2012 [© 2012 IEEE] The conference paper's definite version is available at: http://dx.doi.org/10.1109/ICFHR.2012.206
author2	Department of Computer Science and Engineering, BRAC University
author_facet	Department of Computer Science and Engineering, BRAC University Reza, Khondker Nayef Khan, Mumit
format	Conference paper
author	Reza, Khondker Nayef Khan, Mumit
author_sort	Reza, Khondker Nayef
title	Grouping of handwritten Bangla basic characters, numerals and vowel modifiers for multilayer classification
title_short	Grouping of handwritten Bangla basic characters, numerals and vowel modifiers for multilayer classification
title_full	Grouping of handwritten Bangla basic characters, numerals and vowel modifiers for multilayer classification
title_fullStr	Grouping of handwritten Bangla basic characters, numerals and vowel modifiers for multilayer classification
title_full_unstemmed	Grouping of handwritten Bangla basic characters, numerals and vowel modifiers for multilayer classification
title_sort	grouping of handwritten bangla basic characters, numerals and vowel modifiers for multilayer classification
publisher	© 2012 Institute of Electrical and Electronics Engineers Inc.
publishDate	2017
url	http://hdl.handle.net/10361/7510 http://dx.doi.org/10.1109/ICFHR.2012.206
work_keys_str_mv	AT rezakhondkernayef groupingofhandwrittenbanglabasiccharactersnumeralsandvowelmodifiersformultilayerclassification AT khanmumit groupingofhandwrittenbanglabasiccharactersnumeralsandvowelmodifiersformultilayerclassification
_version_	1814308441147047936

Grouping of handwritten Bangla basic characters, numerals and vowel modifiers for multilayer classification

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