Non-invertable online signature biometric template protection via shuffling and trigonometry transformation
This paper describes a novel approach to a cancelable template protection scheme that secures online handwritten signature samples in the reference database of a biometric verification system. We propose a renewable-noninvertible transformation process named Bio-Trigono comprising two consecutive st...
| Main Authors: | , , , |
|---|---|
| Format: | Article |
| Published: |
Foundation of Computer Science
2014
|
| _version_ | 1796972550226444288 |
|---|---|
| author | Malallah, Fahad Layth Syed Ahmad Abdul Rahman, Sharifah Mumtazah Wan Adnan, Wan Azizun Yusoff, Salman |
| author_facet | Malallah, Fahad Layth Syed Ahmad Abdul Rahman, Sharifah Mumtazah Wan Adnan, Wan Azizun Yusoff, Salman |
| author_sort | Malallah, Fahad Layth |
| collection | UPM |
| description | This paper describes a novel approach to a cancelable template protection scheme that secures online handwritten signature samples in the reference database of a biometric verification system. We propose a renewable-noninvertible transformation process named Bio-Trigono comprising two consecutive steps. First, a shuffling scheme is applied to a signature sample to attain the renewability property for template protection. This is followed by the deployment of a cosine function for which its periodic characteristic is exploited to achieve a much desired non-invertible property for additional security. The overall template protection scheme was tested rigorously on signature samples of a SIGMA database through an online signature verification system. Its verification utilized the Principal Component Analysis (PCA) for features' extraction and the Artificial Neural Network (ANN) for user reference modeling and classification processes. Results demonstrated an effective cancelable template protection scheme whereby the best averaged error rates were 10. 3, 10. 5 and 14. 1% for un-transformed first and second transformed signature templates, respectively. |
| first_indexed | 2024-03-06T08:29:40Z |
| format | Article |
| id | upm.eprints-34662 |
| institution | Universiti Putra Malaysia |
| last_indexed | 2024-03-06T08:29:40Z |
| publishDate | 2014 |
| publisher | Foundation of Computer Science |
| record_format | dspace |
| spelling | upm.eprints-346622015-12-18T00:06:02Z http://psasir.upm.edu.my/id/eprint/34662/ Non-invertable online signature biometric template protection via shuffling and trigonometry transformation Malallah, Fahad Layth Syed Ahmad Abdul Rahman, Sharifah Mumtazah Wan Adnan, Wan Azizun Yusoff, Salman This paper describes a novel approach to a cancelable template protection scheme that secures online handwritten signature samples in the reference database of a biometric verification system. We propose a renewable-noninvertible transformation process named Bio-Trigono comprising two consecutive steps. First, a shuffling scheme is applied to a signature sample to attain the renewability property for template protection. This is followed by the deployment of a cosine function for which its periodic characteristic is exploited to achieve a much desired non-invertible property for additional security. The overall template protection scheme was tested rigorously on signature samples of a SIGMA database through an online signature verification system. Its verification utilized the Principal Component Analysis (PCA) for features' extraction and the Artificial Neural Network (ANN) for user reference modeling and classification processes. Results demonstrated an effective cancelable template protection scheme whereby the best averaged error rates were 10. 3, 10. 5 and 14. 1% for un-transformed first and second transformed signature templates, respectively. Foundation of Computer Science 2014-07 Article PeerReviewed Malallah, Fahad Layth and Syed Ahmad Abdul Rahman, Sharifah Mumtazah and Wan Adnan, Wan Azizun and Yusoff, Salman (2014) Non-invertable online signature biometric template protection via shuffling and trigonometry transformation. International Journal of Computer Applications, 98 (4). pp. 4-17. ISSN 0975-8887 http://www.ijcaonline.org/archives/volume98/number4/17169-7240 |
| spellingShingle | Malallah, Fahad Layth Syed Ahmad Abdul Rahman, Sharifah Mumtazah Wan Adnan, Wan Azizun Yusoff, Salman Non-invertable online signature biometric template protection via shuffling and trigonometry transformation |
| title | Non-invertable online signature biometric template protection via shuffling and trigonometry transformation |
| title_full | Non-invertable online signature biometric template protection via shuffling and trigonometry transformation |
| title_fullStr | Non-invertable online signature biometric template protection via shuffling and trigonometry transformation |
| title_full_unstemmed | Non-invertable online signature biometric template protection via shuffling and trigonometry transformation |
| title_short | Non-invertable online signature biometric template protection via shuffling and trigonometry transformation |
| title_sort | non invertable online signature biometric template protection via shuffling and trigonometry transformation |
| work_keys_str_mv | AT malallahfahadlayth noninvertableonlinesignaturebiometrictemplateprotectionviashufflingandtrigonometrytransformation AT syedahmadabdulrahmansharifahmumtazah noninvertableonlinesignaturebiometrictemplateprotectionviashufflingandtrigonometrytransformation AT wanadnanwanazizun noninvertableonlinesignaturebiometrictemplateprotectionviashufflingandtrigonometrytransformation AT yusoffsalman noninvertableonlinesignaturebiometrictemplateprotectionviashufflingandtrigonometrytransformation |