Abstract
The serial fusion of multiple biometric traits for personal identity verification has been poorly investigated so far. However, this approach exhibits some potential advantages, for example, the possibility of reducing the verification time for genuine users and the requested degree of user cooperation. Moreover, the use of multiple biometrics can discourage fraudulent attempts to deceive the system. In this paper, some preliminary results on a novel approach to multi-modal serial fusion are reported, with comparative results against the commonly used parallel fusion of face and fingerprint matchers.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
References
Hong, L., Jain, A.K.: Integrating faces and fingerprints for person identification. IEEE Transactions on Pattern Analysis and Machine Intelligence 20(12), 1295–1307 (1998)
Ross, A., Jain, A.K.: Information Fusion in Biometrics. Pattern Recognition Letters 24(13), 2115–2125 (2003)
Verlinde, P., et al.: A multi-level data fusion approach for gradually upgrading the performances of identity verification systems. In: Dasarathy, B. (ed.) Sensor Fusion: Architectures, Algorithms and Application III, Orlando, FL, USA. Proc. of SPIE, vol. 3719, pp. 14–25 (1999)
Marcialis, G.L., Roli, F.: Fingerprint verification by fusion of optical and capacitive sensors. Pattern Recognition Letters 25(11), 1315–1322 (2004)
Ross, A., Nandakumar, K., Jain, A.K.: Handbook of multibiometrics. Springer, Heidelberg (2006)
Marcialis, G.L., Roli, F.: Decision-level fusion of PCA and LDA-based face recognition algorithms. International Journal of Image and Graphics 6(2), 293–311 (2006)
Takabashi, K., et al.: A secure and user-friendly multi-modal biometric system. In: Jain, A.K., Ratha, N.K. (eds.) Biometric Technology for Human Identification. Proceedings of the SPIE, vol. 5404, pp. 12–19 (2004)
Prabhakar, S., Jain, A.K.: Decision-level fusion in fingerprint verification. Pattern Recognition 35(4), 861–874 (2002)
Pudil, P., et al.: Multistage Pattern Recognition with Reject Option. In: Proc. 11th IAPR-ICPR international conference, vol. 2, pp. 92–95 (1992)
Sansone, C., Vento, M.: Signature verification: increasing performance by a multi-stage system. Pattern Analysis and Applications 3, 169–181 (2000)
Belhumeur, P.N., Hespanha, J.P., Kriegman, D.J.: Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection. IEEE Transactions on Pattern Analysis and Machine Intelligence 19(7), 711–720 (1997)
Jain, A.K., Hong, L., Bolle, R.: On-line fingerprint verification. IEEE Transactions on Pattern Analysis and Machine Intelligence 19(4), 302–314 (1997)
Martinez, A., Benavente, R.: The AR Face Database. CVC Technical Report #24 (1998)
Maio, D., et al.: FVC-2000: Fingerprint Verification Competition. IEEE Transactions on Pattern Analysis and Machine Intelligence 24(3), 402–441 (2002)
Xia, X., O’Gorman, L.: Innovations in fingerprint capture devices. Pattern Recognition 36(2), 361–369 (2003)
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 2007 Springer Berlin Heidelberg
About this paper
Cite this paper
Marcialis, G.L., Roli, F. (2007). Serial Fusion of Fingerprint and Face Matchers. In: Haindl, M., Kittler, J., Roli, F. (eds) Multiple Classifier Systems. MCS 2007. Lecture Notes in Computer Science, vol 4472. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-72523-7_16
Download citation
DOI: https://doi.org/10.1007/978-3-540-72523-7_16
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-72481-0
Online ISBN: 978-3-540-72523-7
eBook Packages: Computer ScienceComputer Science (R0)