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Investigation of Probabilistic Graphical Model Algorithms for Palm print Verification
| International Journal of Computer Applications |
| Foundation of Computer Science (FCS), NY, USA |
| Volume 28 - Number 5 |
| Year of Publication: 2011 |
| Authors: K.Krishneswari, S.Arumugam |
10.5120/3386-4700
|
K.Krishneswari, S.Arumugam . Investigation of Probabilistic Graphical Model Algorithms for Palm print Verification. International Journal of Computer Applications. 28, 5 ( August 2011), 6-9. DOI=10.5120/3386-4700
Abstract
Palmprint is emerging as a popular biometric based personal identification technique and has been found to be more advantageous than fingerprint because of its larger area to capture more distinctive features. Most of the fingerprint discriminative features are also found in Palmprints. Palmprint feature extraction is one of the most important stages in the verification process. The robustness of the system depends on the feature extraction methodology and its ability to extract features from the palmprint. In this paper we propose a global feature extraction based on the Discrete Cosine Transform and investigate the efficiency of BayesNet algorithm for verification. This work also investigated the effect of feature reduction using information gain on the proposed methodology. This work utilized 50 palmprints of different users from the palmprint database provided by the Hong Kong Polytechnic University (HK-PolyU) to evaluate the proposed methodology.
References
- Ratha.N.K, Connell.J.H,Bolle.R.M. "Enhancing security and privacy in biometrics-based authentication systems" IBM Systems Journal, 2001, Volume:40,Issue:3 On page(s): 614
- Boulgouris.N, Plataniotis.K, Micheli-Tzanakou.E "Multimodal Physiological Biometrics Authentication", Biometrics:Theory,Methods,and Applications, Pages: 461 -482, 2010.
- Wertheim.K.E,"Human Factors in Large-Scale Biometric Systems: A Study of the Human Factors Related to Errors in Semiautomatic Fingerprint Biometrics",IEEE Systems Journal,June 2010, Volume :4,Issue:2,page: 138
- Zhaofeng He, Tieniu Tan, Zhenan Sun, Xianchao Qiu "Toward Accurate and Fast Iris Segmentation for Iris Biometrics" IEEE Transactions on Pattern Analysis and Machine Intelligence, Sept. 2009, Volume:31,Issue:9, page: 1670
- Chang.K.I,Bowyer.K.W,Flynn.P.J "An evaluation of multimodal 2D+3D face biometrics" IEEE Transactions on Pattern Analysis and Machine Intelligence,April 2005, Volume: 27,Issue:4, page: 619
- Gang Zheng, Chia-Jiu Wang, Boult.T.E. "Application of Projective Invariants in Hand Geometry Biometrics"IEEE Transactions on Information Forensics and Security, Dec. 2007, Volume: 2,Issue:4, page:758
- Conti.J.P, "Anlysis - LOOK WHO'S TALKING" Engineering & Technology,Jan. 2007, Volume:2,Issue:1, page:24
- Leung, M.K.H.Fong, A.C.M.Siu Cheung Hui " Palmprint Verification for Controlling Access to Shared Computing Resources",IEEE Pervasive Computing,2007, Volume :6,Issue:4,page: 40
- David Zhang, Wai-Kin Kong,Jane You and Michael Wong "Online Palmprint Identification" IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, VOL. 25, NO. 9, SEPTEMBER 2003
- Jifeng Dai and Jie Zhou " Multifeature-Based High-Resolution Palmprint Recognition".IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, VOL. 33, NO. 5, MAY 2011
- Ying-Han Pang,Andrew Teoh Beng Jin,David Ngo Chek Ling."Palmprint Authentication System Using Wavelet based Pseudo Zernike Moments Features" International Journal of The Computer, the Internet and Management Vol. 13 No.2 (May-August, 2005) pp 13-26
- Xiao-Yuan Jinga, Yong-Fang Yaoa, David Zhangb, Jing-Yu Yangc, Miao Lid ."Face and palmprint pixel level fusion andKernelDCV-RBF classifier for small sample biometric recognition".Pattern Recognition Society. Elsevier Vol:40,2007,pp: 3209 – 3224
- Chih-Lung Lina, Thomas C. Chuang, Kuo-Chin Fan. "Palmprint verification using hierarchical decomposition", The journal of pattern recognition society,Vol:38,2005,pp:2639-2652
- Biometric Research Center (BRC) - The Hong Kong Polytechnic University, http://www.comp.polyu.edu.hk/ ~biometrics/
- Ahmed.N, Natarajan.T, Rao.K.R "Discrete Cosine Transfom " IEEE Transactions on Computers, Volume: C-23 , Issue: 1, 1974, page : 90-93
- J. Pearl, Probabilistic Reasoning in Intelligent Systems, Morgan Kaufmann, San Francisco, California, 1988. ISBN 0-934613-73-7
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