An Intelligent Method for Indian Counterfeit Paper Currency Detection
The production of counterfeit paper currencies has become cheaper because of the advancement in the printing technologies. The circulation of counterfeit currencies down the economy of a country. By leveraging this, there is a mandate to develop an intelligent technique for the detection and classif...
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Format: | Article |
Language: | fas |
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University of Tehran
2020-12-01
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Series: | Journal of Information Technology Management |
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Online Access: | https://jitm.ut.ac.ir/article_79189_f94c25f5f78a31be12a51c8bd53fc7ee.pdf |
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author | Diana Andrushia Mary Neebha Thusnavis Bella Mary |
author_facet | Diana Andrushia Mary Neebha Thusnavis Bella Mary |
author_sort | Diana Andrushia |
collection | DOAJ |
description | The production of counterfeit paper currencies has become cheaper because of the advancement in the printing technologies. The circulation of counterfeit currencies down the economy of a country. By leveraging this, there is a mandate to develop an intelligent technique for the detection and classification of counterfeit currencies. The intelligent techniques play a major role in the field of Human Computer Interaction (HCI) too. This paper deals with the detection of counterfeit Indian currencies. The proposed method feature extraction is based on the characteristics of Indian paper currencies. The first order and second order statistical features are extracted initially from the input. The effective feature vectors are given to the SVM classifier unit for classification. The proposed method produced classification accuracy of 95.8%. The experimental results are compared with state-of-the methods and produced reliable results. |
first_indexed | 2024-12-18T15:05:01Z |
format | Article |
id | doaj.art-18f882d0d35c4df0ad804560ab32211d |
institution | Directory Open Access Journal |
issn | 2008-5893 2423-5059 |
language | fas |
last_indexed | 2024-12-18T15:05:01Z |
publishDate | 2020-12-01 |
publisher | University of Tehran |
record_format | Article |
series | Journal of Information Technology Management |
spelling | doaj.art-18f882d0d35c4df0ad804560ab32211d2022-12-21T21:03:48ZfasUniversity of TehranJournal of Information Technology Management2008-58932423-50592020-12-0112Special Issue: The Importance of Human Computer Interaction: Challenges, Methods and Applications.364910.22059/jitm.2020.7918979189An Intelligent Method for Indian Counterfeit Paper Currency DetectionDiana Andrushia0Mary Neebha1Thusnavis Bella Mary2Department of ECE, Karunya Institute of Technology and Sciences, India.Department of ECE, Karunya Institute of Technology and Sciences, India.Assistant Professor, Department of ECE, Karunya Institute of Technology and Sciences, India.The production of counterfeit paper currencies has become cheaper because of the advancement in the printing technologies. The circulation of counterfeit currencies down the economy of a country. By leveraging this, there is a mandate to develop an intelligent technique for the detection and classification of counterfeit currencies. The intelligent techniques play a major role in the field of Human Computer Interaction (HCI) too. This paper deals with the detection of counterfeit Indian currencies. The proposed method feature extraction is based on the characteristics of Indian paper currencies. The first order and second order statistical features are extracted initially from the input. The effective feature vectors are given to the SVM classifier unit for classification. The proposed method produced classification accuracy of 95.8%. The experimental results are compared with state-of-the methods and produced reliable results.https://jitm.ut.ac.ir/article_79189_f94c25f5f78a31be12a51c8bd53fc7ee.pdfcounterfeit currencyindian paper currencysvmintelligent systemcurrency detection |
spellingShingle | Diana Andrushia Mary Neebha Thusnavis Bella Mary An Intelligent Method for Indian Counterfeit Paper Currency Detection Journal of Information Technology Management counterfeit currency indian paper currency svm intelligent system currency detection |
title | An Intelligent Method for Indian Counterfeit Paper Currency Detection |
title_full | An Intelligent Method for Indian Counterfeit Paper Currency Detection |
title_fullStr | An Intelligent Method for Indian Counterfeit Paper Currency Detection |
title_full_unstemmed | An Intelligent Method for Indian Counterfeit Paper Currency Detection |
title_short | An Intelligent Method for Indian Counterfeit Paper Currency Detection |
title_sort | intelligent method for indian counterfeit paper currency detection |
topic | counterfeit currency indian paper currency svm intelligent system currency detection |
url | https://jitm.ut.ac.ir/article_79189_f94c25f5f78a31be12a51c8bd53fc7ee.pdf |
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