COMPARISON OF SVM AND FUZZY CLASSIFIER FOR AN INDIAN SCRIPT
With the advent of technological era, conversion of scanned document (handwritten or printed) into machine editable format has attracted many researchers. This paper deals with the problem of recognition of Gujarati handwritten numerals. Gujarati numeral recognition requires performing some specific...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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ICT Academy of Tamil Nadu
2012-01-01
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| Series: | ICTACT Journal on Soft Computing |
| Subjects: | |
| Online Access: | http://ictactjournals.in/paper/ijsc_vol_2_iss_2_2012_1_paper_265to269.pdf |
| _version_ | 1818583994077282304 |
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| author | M. J. Baheti K. V. Kale |
| author_facet | M. J. Baheti K. V. Kale |
| author_sort | M. J. Baheti |
| collection | DOAJ |
| description | With the advent of technological era, conversion of scanned document (handwritten or printed) into machine editable format has attracted many researchers. This paper deals with the problem of recognition of Gujarati handwritten numerals. Gujarati numeral recognition requires performing some specific steps as a part of preprocessing. For preprocessing digitization, segmentation, normalization and thinning are done with considering that the image have almost no noise. Further affine invariant moments based model is used for feature extraction and finally Support Vector Machine (SVM) and Fuzzy classifiers are used for numeral classification. . The comparison of SVM and Fuzzy classifier is made and it can be seen that SVM procured better results as compared to Fuzzy Classifier. |
| first_indexed | 2024-12-16T08:14:07Z |
| format | Article |
| id | doaj.art-0a03f7d51eb24393b05285d4ece16acc |
| institution | Directory Open Access Journal |
| issn | 0976-6561 2229-6956 |
| language | English |
| last_indexed | 2024-12-16T08:14:07Z |
| publishDate | 2012-01-01 |
| publisher | ICT Academy of Tamil Nadu |
| record_format | Article |
| series | ICTACT Journal on Soft Computing |
| spelling | doaj.art-0a03f7d51eb24393b05285d4ece16acc2022-12-21T22:38:18ZengICT Academy of Tamil NaduICTACT Journal on Soft Computing0976-65612229-69562012-01-0122265269COMPARISON OF SVM AND FUZZY CLASSIFIER FOR AN INDIAN SCRIPTM. J. Baheti0K. V. Kale1Department of Computer Science and Engineering, Shri Neminath Jain Brahmacharyashram’s Late Sau. Kantabai Bhavarlalji Jain College of Engineering, Maharashtra, IndiaDepartment of Computer Science and Information Technology, Dr. Babasaheb Ambedkar Marathwada University, Maharashtra, IndiaWith the advent of technological era, conversion of scanned document (handwritten or printed) into machine editable format has attracted many researchers. This paper deals with the problem of recognition of Gujarati handwritten numerals. Gujarati numeral recognition requires performing some specific steps as a part of preprocessing. For preprocessing digitization, segmentation, normalization and thinning are done with considering that the image have almost no noise. Further affine invariant moments based model is used for feature extraction and finally Support Vector Machine (SVM) and Fuzzy classifiers are used for numeral classification. . The comparison of SVM and Fuzzy classifier is made and it can be seen that SVM procured better results as compared to Fuzzy Classifier.http://ictactjournals.in/paper/ijsc_vol_2_iss_2_2012_1_paper_265to269.pdfSupport Vector MachineFuzzy ClassifierGujarati Handwritten Numerals |
| spellingShingle | M. J. Baheti K. V. Kale COMPARISON OF SVM AND FUZZY CLASSIFIER FOR AN INDIAN SCRIPT ICTACT Journal on Soft Computing Support Vector Machine Fuzzy Classifier Gujarati Handwritten Numerals |
| title | COMPARISON OF SVM AND FUZZY CLASSIFIER FOR AN INDIAN SCRIPT |
| title_full | COMPARISON OF SVM AND FUZZY CLASSIFIER FOR AN INDIAN SCRIPT |
| title_fullStr | COMPARISON OF SVM AND FUZZY CLASSIFIER FOR AN INDIAN SCRIPT |
| title_full_unstemmed | COMPARISON OF SVM AND FUZZY CLASSIFIER FOR AN INDIAN SCRIPT |
| title_short | COMPARISON OF SVM AND FUZZY CLASSIFIER FOR AN INDIAN SCRIPT |
| title_sort | comparison of svm and fuzzy classifier for an indian script |
| topic | Support Vector Machine Fuzzy Classifier Gujarati Handwritten Numerals |
| url | http://ictactjournals.in/paper/ijsc_vol_2_iss_2_2012_1_paper_265to269.pdf |
| work_keys_str_mv | AT mjbaheti comparisonofsvmandfuzzyclassifierforanindianscript AT kvkale comparisonofsvmandfuzzyclassifierforanindianscript |