Exploiting global and local decisions for multimodal biometrics verification

IEEE Transactions on Signal Processing

Volumn 52, Issue 10, 2004, Pages 3059-3072

  Toh, Kar Ann ^a   Jiang, Xudong ^b   Yau, Wei Yun ^a  

^a INSTITUTE FOR INFOCOMM RESEARCH   (Singapore)

^b NANYANG TECHNOLOGICAL UNIVERSITY   (Singapore)

Author keywords

[No Author keywords available]

Indexed keywords

APPROXIMATION THEORY; DECISION THEORY; FEATURE EXTRACTION; IMAGE SEGMENTATION; LEARNING ALGORITHMS; MATHEMATICAL MODELS; POLYNOMIALS; SPEECH PROCESSING;

BIOMETRICS; DECISION FUSION; FINGERPRINT VERIFICATION; HAND GEOMETRY VERIFICATION; MULTIVARIATE POLYNOMIALS; SPEAKER VERIFICATION;

PATTERN RECOGNITION;

EID: 4744361171     PISSN: 1053587X     EISSN: None     Source Type: Journal    
DOI: 10.1109/TSP.2004.833862     Document Type: Article

References (33)

1. L. I. Kuncheva, J. C. Bezdek, and R. Duin, "Decision templates for multiple classifier design: An experimental comparison," Pattern Recogn., vol. 34, no. 2, pp. 299-314, 2001.
2. R. Brunelli and D. Falavigna, "Personal identification using multiple cues," IEEE Trans. Pattern Anal. Machine Intell., vol. 17, pp. 955-966, Oct. 1995.
3. L. Hong and A. Jain, "Integrating faces and fingerprints for person identification," IEEE Trans. Pattern Anal. Machine Intell., vol. 20, pp. 1295-1307, Dec. 1998.
4. S. Prabhakar and A. K. Jain, "Decision-level fusion in biometric verification," Michigan State Univ., East Lansing, MI, Tech. Rep. MSU-CSE-00-24, 2000.
5. P. Verlinde and G. Chollet, "Combining vocal and visual cues in an identity verification system using k-NN based classifiers," in Proc. IEEE 2nd Int. Workshop Multimedia Signal Process., 1998, pp. 59-64.
6. B. Gutschoven and P. Verlinde, "Multi-modal identity verification using support vector machines (SVM)," in Proc. 3rd Int. Conf. Inform. Fusion, vol., 2, 2000, pp. ThB3:3-8.
7. S. Ben-Yacoub, Y. Abdeljaoued, and E. Mayoraz, "Fusion of face and speech data for person identity verification," IEEE Trans. Neural Networks, vol. 10, pp. 1065-1074, Sept. 1999.
8. V. Chatzis, A. G. Bors, and I. Pitas, "Multimodal decision-level fusion for person anthentication," IEEE Trans. Syst., Man, Cybern. A, vol. 29, pp. 674-680, Nov. 1999.
9. J. Bigun, B. Duc, F. Smeraldi, S. Fischer, and A. Makarov, "Multi-modal person authentication," in Proc. Face Recognition: From Theory to Applicat., 1997, pp. 1-25.
10. E. S. Bigun, J. Bigun, B. Duc, and S. Fischer, "Expert conciliation for multi modal person authentication systems by bayesian statistics," in Proc. Audio- Video-Based Biometric Person Authent., 1997, pp. 311-318.
11. J. Kittler, M. Hatef, R. P. W. Duin, and J. Matas, "On combining classifiers," IEEE Trans. Pattern Anal. Machine Intell., vol. 20, pp. 226-239, Mar. 1998.
12. A. K. Jain and A. Ross, "Learning user-specific parameters in a multibiometric system," in Proc. IEEE Int. Conf. Image Process., Rochester, NY, 2002, pp. 57-60.
13. K.-A. Toh, W.-Y. Yau, and X. Jiang, "A reduced multivariate polynomial model for multimodal biometrics and classifiers fusion," IEEE Trans. Circuits Syst. Video Technol. (Special Issue on Image- and Video-Based Biometrics), vol. 14, no. 2, pp. 224-233, Feb. 2004, to be published.
14. S. Prabhakar and A. K. Jain, "Decision-level fusion in fingerprint verification," Pattern Recogn., vol. 35, no. 4, pp. 861-874, 2002.
15. K.-A. Toh, W. Xiong, W.-Y. Yau, and X. Jiang, "Combining fingerprint and hand-geometry verification decisions," in Proc. Fourth Int. Conf. Audio- Video-Based Biometric Person Authentication. Guildford, U.K.: Springer, June 2003, pp. 688-696 (AVBPA, LNCS 2688).
16. M. Skurichina, S. Raudys, and R. P. W. Duin, "K-nearest neighbors directed noise injection in multilayer perceptron training," IEEE Trans. Neural Networks, vol. 11, pp. 504-511, Marf. 2000.
17. G. Cybenko, "Approximations by superpositions of a sigmoidal function," Math. Cont. Signal Syst., vol. 2, pp. 303-314, 1989.
18. K. Hornik, M. Stinchcombe, and H. White, "Multi-layer feedforward networks are universal approximators," Neural Networks, vol. 2, no. 5, pp. 359-366, 1989.
19. K.-A. Toh, "Deterministic global optimization for FNN training," IEEE Trans. Systems, Man Cybern. B, vol. 33, pp. 977-983, Dec. 2003.
20. F. Schwenker, H. A. Kestler, and G. Palm, "Radial-basis-function netowrks: Learning and applications," in Proc. 4th Int. Conf. Knowledge-Based Intelligent Eng. Syst. Allied Technol., Brighton, U.K., 2000, pp. 33-43.
21. A. Jain, L. Hong, and R. Bolle, "On-line fingerprint verification," IEEE Trans. Pattern Anal. Machine Intell., vol. 19, pp. 302-313, Apr. 1997.
22. A. K. Jain, L. Hong, S. Pankanti, and R. Bolle, "An identity-authentication system using fingerprints," Proc. IEEE, pp. 1365-1388, Sept. 1997.
23. N. K. Ratha, K. Karu, S. Chen, and A. K. Jain, "A real-time matching system for large fingerprint databases," IEEE Trans. Pattern Anal. Machine Intell., vol. 18, pp. 799-812, Aug. 1996.
24. U. Halici, L. C. Jain, and A. Erol et al., "Introduction to fingerprint recognition," in Intelligent Biometric Techniques in Fingerprint and Face Recognition, L. C. Jain et al., Eds. Boca Raton, FL: CRC, 1999, pp. 3-34.
25. X. Jiang and W. Y. Yau, "Fingerprint minutiae matching based on the local and global structures," in Proc. 15th Int. Conf. Pattern Recogn., vol. 2, 2000, pp. 1042-1045.
26. X. Jiang, W. Y. Yau, and W. Ser, "Detecting the fingerprint minutiae by adaptive tracing the gray-level ridge," Pattern Recogn., vol. 34, no. 5, pp. 999-1013, 2001.
27. J. M. Naik, "Speaker verification: A tutorial," IEEE Commun. Mag., pp. 42-48, Jan. 1990.
28. C. Li and R. Venkateswarlu, "High accuracy connected digits recognition system with less computation," in Proc. 6th World Multiconf. Systemics, Cybern., Informatics, Orlando, FL, July 2002.
29. L. Rabiner and B.-H Juang, Fundamentals of Speech Recognition. Englewood Cliffs, NJ: Prentice-Hall, 1993.
30. R. Sanchez-Reillo, C. Sanchez-Avila, and A. Gonzalez-Marcos, "Biometric identification through hand geometry measurements," IEEE Trans. Pattern Anal. Machine Intell., vol. 22, pp. 1168-1171, Oct. 2000.
31. A. Jain and N. Duta, "Deformable matching of hand shapes for verification," in Proc. Int. Conf. Image Processing, Kobe, Japan, Oct. 1999.
32. A. Jain, A. Ross, and S. Pankanti, "A prototype hand geometry-based verification system," in Proc. 2nd Int. Conf. Audio- Video-Based Biometric Person Authentication, Washington, DC, March 1999, pp. 166-171.
33. N. Ansari and E. J. Delp, "On detecting dominant points," Pattern Recogn., vol. 24, no. 5, pp. 441-451, 1991.