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| Review of Multimodal Biometrics: Applications, Challenges and Research Areas
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Full
text: |
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Source |
International Journal of Biometrics and Bioinformatics (IJBB) |
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Table of Contents |
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Volume: 3 Issue: 5 |
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Pages: 66-95 |
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Publication
Date: November 2009 |
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ISSN
(Online): 1985-2347 |
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Pages |
90 - 95 |
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Author(s) |
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Published
Date |
30-11-2009 |
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Publisher |
CSC
Journals, Kuala Lumpur,
Malaysia |
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ADDITIONAL
INFORMATION |
| Keywords Abstract References Cited by Related Articles Collaborative
Colleague |
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KEYWORDS: Biometrics, Multimodal, Fusion, Spoofing, Feature Extraction |
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| Biometric systems for today’s high security applications must meet stringent performance requirements. The fusion of multiple biometrics helps to minimize the system error rates. Fusion methods include processing biometric modalities sequentially until an acceptable match is obtained. More sophisticated methods combine scores from separate classifiers for each modality.
This paper is an overview of multimodal biometrics, challenges in the progress of multimodal biometrics, the main research areas and its applications to develop the security system for high security areas
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| 1 |
A. K. Jain, A. Ross and S. Prabhakar, “An introduction to biometric recognition”. IEEE Transactions on Circuits and Systems for Video Technology, vol. 14, pp. 4–20, Jan 2004. |
|
|
| 2 |
Chander Kant, Rajender Nath, “Reducing Process-Time for Fingerprint Identification System”, International Journals of Biometric and Bioinformatics, Vol. 3, Issue 1, pp.1- 9, 2009. |
|
|
| 3 |
A.K. Jain, A. Ross, “Multibiometric systems”. Communications of the ACM, vol. 47, pp. 34-40, 2004. |
|
|
| 4 |
Phillips, P.J., P. Grother R.J. Michaels, D.M. Blackburn and E. Tabassi and J.M Bone, “FRVT 2002: overview and summary", March 2003. |
|
|
| 5 |
Gokberk, B., A.A. Salah. and L. Akarun, “Rank-Based Decision Fusion for 3D Shape- Based Face Recognition,” LNCS 3546: AVBPA, pp. 1019-1028, July 2005. |
|
|
| 6 |
Xu, C., Y. Wang, T. Tan and L. Quan, Automatic 3D face recognition combining global geometric features with local shape variation information,” Aut. Face and Gesture Recog., pp. 308 -313, 2004. |
|
|
| 7 |
Chang, K. I., K. W. Bowyer, and P. J. Flynn, “An evaluation of multi-modal 2D+3D face biometrics,” IEEE Trans. on PAMI 27 (4), pp. 619-624, April 2005. |
|
|
| 8 |
A. Ross, A.K. Jain, “Multimodal Biometrics: An Overview”, 12th European Signal Processing Conference (EUSIPCO), Vienna, Austria, pp. 1221- 1224, 9/2004 |
|
|
| 9 |
L. I. Kuncheva, C. J. Whitaker, C. A. Shipp, and R. P. W. Duin, “Is independence good for combining classifiers?”. in Proceedings of International Conference on Pattern Recognition (ICPR), vol. 2, (Barcelona, Spain), pp. 168–171, 2000. |
|
|
| 10 |
L. Rukhin, I. Malioutov, “Fusion of biometric algorithms in the recognition problem”. Pattern Recognition Letter, pp. 26, 679–684, 2005. |
|
|
| 11 |
Kittler, “On combining classifiers”. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 20 (3), pp. 226–239, 1998. |
|
|
| 12 |
P. Verlinde, G. Chollet, M. Acheroy, “Multimodal identity verification using expert fusion”. Information Fusion, vol. 1 (1), pp. 17-33, 2000. |
|
|
| 13 |
J. Fierrez-Aguilar, J. Ortega-Garcia, J. Gonzalez-Rodriguez, “Fusion strategies in multimodal biometric verification”. In Proceedings of International Conference on Multimedia and Expo (ICME ’03), vol.3(6–9), pp. 5–8, 2003. |
|
|
| 14 |
J. Fierrez-Aguilar, “Kernel-based multimodal biometric verification using quality signals”. Biometric Technology for Human Identification, Proceedings of the SPIE, vol. 5404, pp. 544–554, 2004. |
|
|
| 15 |
B. Gutschoven, P. Verlinde, “Multimodal identity verification using support vector machines (SVM)”.Proceedings of the Third International Conference on Information Fusion, vol. 2, pp. 3–8, 2000. |
|
|
| 16 |
J. Bigun, et al., “Multimodal biometric authentication using quality signals in mobile communications”. Proceedings of IAPR International Conference on Image Analysis and Processing (ICIAP), IEEE CS Press, pp. 2–13, 2003. |
|
|
| 17 |
E. Tabassi, C. Wilson, C. Watson, “Fingerprint image quality”. Technical Report 7151, 2004. |
|
|
| 18 |
Y. Chen, S. Dass, A.J. Jain, “Fingerprint quality indices for predicting authentication performance,. ”Fifth International Conference AVBPA Proceedings, Springer Lecture Notes in Computer Science, vol. 3546, pp. 160–170, 2005. |
|
|
| 19 |
L. M. Wein, M. Baveja, “Using Fingerprint image quality to improve the identification performance of the U.S. Visitor and Immigrant Status Indicator Technology Program”. Proc. National Academy Science, vol. 102 (21), pp. 7772–7775, 2005. |
|
|
| 20 |
K. Nandakumar, Y. Chen, A.K. Jain, S.C. Dass, “Quality-based score level fusion in multibiometric systems”. Proceedings of the 18th International Conference on Pattern Recognition (ICPR06), pp. 473–476, 2006. |
|
|
| 21 |
J. Fierrez-Aguilar, J. Ortega-Garcia, J. Gonzales-Rodriguez, “Discriminative multimodal biometric authentication based on quality measures“. Pattern Recognition, vol. 38, pp. 777–779, 2005. |
|
|
| 22 |
J.P. Baker, D.E. Maurer, “Fusion of biometric data with quality estimates via a Bayesian belief network”. Proceedings of the Biometric Symposium, Arlington, VA, pp. 21–22, 2005. |
|
|
| 23 |
J. Richiardi, P. Prodanov, A. Drygajlo, “A probabilistic measure of modality reliability in speaker verification”. Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP ’05, vol. 1, pp. 709–712, 2005. |
|
|
| 24 |
A. B. J. Teoh, S.A. Samad, A. Hussain, “A face and speech biometric verification system using a simple Bayesian structure”. Journal of Information Science Engineering, vol. 21, pp. 1121–1137, 2005. |
|
|
| 25 |
E.S. Bigun, J. Bigun, B. Duc, S. Fischer, “Expert conciliation for multimodal person authentication systems by Bayesian statistics”. J. Bigun, G. Chollet, G. Borgefors (Eds.), First International Conference AVBPA Proceedings, Springer Lecture Notes in Computer Science, vol. 1206, pp. 291–300, 1997. |
|
|
| 26 |
R. Brunelli and D. Falavigna, “Person identification using multiple cues”. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 12, pp. 955–966, Oct 1995. |
|
|
| 27 |
E. Bigun, J. Bigun, B. Duc, and S. Fischer, “Expert conciliation for multimodal person authentication systems using Bayesian Statistics”. First International Conference on AVBPA, (Crans-Montana, Switzerland), pp. 291–300, March 1997. |
|
|
| 28 |
L. Hong and A. K. Jain, “Integrating faces and fingerprints for personal identification”. IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 20, pp. 1295– 1307, Dec 1998. |
|
|
| 29 |
R. W. Frischholz and U. Dieckmann, “Bioid: A multimodal biometric identification system”.IEEE Computer, vol. 33, no. 2, pp. 64–68, 2000. |
|
|
| 30 |
Aloysius George, “Multi-Modal Biometrics Human Verification using LDA and DFB”, International Journal of Biometric and Bioinformatics, Vol. 2, Issue 4, pp.1 -10, 2008. |
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| Vijay Mahadeo Mane : Colleagues
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| D.V.Jadhav : Colleagues
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