Quality dependent fusion of intramodal and multimodal biometric experts

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 6539, Issue , 2007, Pages

  Kittler, J ^a   Poh, N ^a   Fatukasi, O ^a   Messer, K ^a   Kryszczuk, K ^b   Richiardi, J ^b   Drygajlo, A ^b  

^a UNIVERSITY OF SURREY   (United Kingdom)

^b EPFL   (Switzerland)

Author keywords

Biometric authentication; Intramodal fusion; Multimodal fusion; Multiple classifier system; Quality dependent fusion

Indexed keywords

AUTHENTICATION; FEATURE EXTRACTION; IMAGE QUALITY; PROBLEM SOLVING;

BIOMETRIC AUTHENTICATION; INTRAMODAL FUSION; MULTIMODAL FUSION; MULTIPLE CLASSIFIER SYSTEM;

BIOMETRICS;

EID: 35648986520     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.724008     Document Type: Conference Paper

References (30)

1. T. K. Ho, J. J. Hull, and S. N. Srihari, "Decision combination in multiple classifier systems," in IEE Trans. Pattern Anal. Machine Intell, 16, pp. 66-75, 1994.
2. J. Kittler, A. Ahmadyfard, and D. Windridge, "Serial multiple classifier systems exploiting a coarse to fine output coding," in Multiple Classifier Systems, pp. 106-114, 2003.
3. J. Kittler, R. P. W. D. M Hatef, and J. Matas, "On combining classifiers," IEEE Transactions on Pattern Analysis and Machine Intelligence 20, pp. 226-239, Mar 1998.
4. P. Norman and B. Samy, "A score-level fusion benchmark database for biometric authentication," in Audio and Video-Based Biometric Person Authentication, Lecture Notes in Computer Science 3546, pp. 1059-1070, 2005.
5. E. Tabassi, C. Wilson, and C. Watson, "Fingerprint image quality: Nistir 7151," tech. rep., NIST, 2004.
6. J. Fierrez-Aguilar, J. Ortega-Garcia, J. Gonzalez-Rodriguez, and J. Bigun, "Kernel-Based Multimodal Biometric Verification Using Quality Signals," in Defense and Security Symposium, Workshop on Biometric Technology for Human Identification, Proc. of SPIE, 5404, pp. 544-554, 2004.
7. J. Bigun, J. Fierrez-Aguilar, J. Ortega-Garcia, and J. Gonzalez-Rodriguez, "Multimodal Biometric Authentication using Quality Signals in Mobile Communnications," in 12th Int'l Conf. on Image Analysis and Processing, pp. 2-11, (Mantova), 2003.
8. K. Kryszczuk, J. Richiardi, P. Prodanov, and A. Drygajlo, "Error Handling in Multimodal Biometric Systems using Reliability Measures," in Proc. 12th European Conference on Signal Processing, (Antalya, Turkey), September 2005.
9. N. Karthil, C. Yi, and K. J. Anil, "Quality-based score level fusion in multibiometric systems," in Internation conference on Pattern Recognition, pp. 1059-1070, 2006.
10. K. Kryszczuk and A. Drygajlo, "On combining evidence for reliability estimation in face verification," in Proc. 13th European Conference on Signal Processing, (Florence, Italy), 2006.
11. J. Fierrez-Aguilar, Y. Chen, J. Ortega-Garcia, and A. K. Jain, "Incorporating image quality in multialgorithm fingerprint verification," in ICB, 2006.
12. P. Norman and B. Samy, "Improving fusion with margin-derived confidence in biometric authentication task," in Audio and Video-Based Biometric Person Authentication, Lecture Notes in Computer Science 3546, pp. 474-483, 2005.
13. K. Kryszczuk, J. Richiardi, P. Prodanov, and A. Drygajlo, "Error Handling in Multimodal Biometric Systems using Reliability Measures," in Proc. 12th European Conference on Signal Processing, (Antalya, Turkey), September 2005.
14. C. Bishop, Neural Networks for Pattern Recognition, Oxford University Press, 1999.
15. T. Hastie, R. Tibshirani, and J. Friedman, The Elements of Statistical Learning, Springer-Verlag, 2001.
16. V. N. Vapnik, Statistical Learning Theory, Springer, 1998.
17. S. Pigeon, P. Druyts, and P. Verlinde, "Applying Logistic Regression to the Fusion of the NIST'99 1-Speaker Submissions," Digital Signal Processing 10(1-3), pp. 237-248, 2000.
18. A. Jain, K. Nandakumar, and A. Ross, "Score Normalisation in Multimodal Biometric Systems," Pattern Recognition 38(12), pp. 2270-2285, 2005.
19. K.-A. Toh, W.-Y. Yau, E. Lim, L. Chen, and C.-H. Ng., "Fusion of Auxiliary Information for Multimodal Biometric Authentication," in LNCS 3072, Int'l Conf. on Biometric Authentication (ICBA), pp. 678-685, (Hong Kong), 2004.
20. J. Matas, M. Hamouz, K.Jonsson, J. Kittler, Y. Li, C. Kotropoulos, A..Tefas, I. Pitas, T. Tan, H. Yan, F. Smeraldi, J. Begun, N. Capdevielle, W. Gerstner, S. Ben-Yacoub, Y. Abdeljaoued, and E. Mayoraz, "Comparison of face verification results on xm2vts database," in Proc. 15th int'l Conf. Pattern Recognition, pp. 858-863, (Barcelona), 2000.
21. K. Messer, J. Kittler, J. Short, G. Heusch, F. Cardinaux, S. M. anf Y. Rodriguez, S. Shan, Y. Su, and W. Gao, "Performance characterisation of face recognition algorithms and their sensitivity to severe illumination changes," in LNCS 3832, Proc Int'l Conf. Biometrics, pp. 1-11, (Hond Kong), 2006.
22. G. Heusch, Y. Rodriguez, and S. Marcel, "Local binary pattern as an image preprocessing face authentication," in Proc. 7th Int'l Conf. Automatic Face and Gesture Recognition (FGR06), pp. 9-14, (Washington, DC), 2006.
23. J. Kittler, Y. Li, and J. Matas, "On matching score for Ida-based face verification," in British Machine Vision Conference (BMVC), 2000.
24. D. A. Reynolds, T. Quatieri, and T. Dunn, "Speaker verification using adapted guassian mixture models," in Digital Signal Processing, pp. 19-41, 2000.
25. F. Cardinaux, C. Sanderson, and S. Bengio, "User authentication via adapted statistical models of face images," in IEEE Trans. on Signal Processing, pp. 361-373, January 2006.
26. R. Gross and V. Brajovic, "An image preprocessing algorithm for illumination invariant face recognition," in 4th Int'l Conf. Audio and Video-Based Biometric Person Authentication (AVBPA'03), pp. 10-18, 2003.
27. D. A. Reynolds, A Gaussian Mixture Modeling Approach to Text-Independent Speaker Identification. PhD thesis, Georgia Institute of Technoloy, Atlanta, USA, 1992.
28. P. Renevey and A. Drygajlo, "Entropy based voice activity detection in very noisy conditions," in Proc. Eurospeech, 2001.
29. J. Richiardi, P. Prodanov, and A. Drygajlo, "Speaker verification with confidence and reliability measures," in Proc. 2006 IEEE International Conference on Speech, Acoustics and Signal Processing, (Toulouse, France), May 2006.
30. J.-F. Bonastre, F. Wils, and S. Meignier, "ALIZE, a free toolkit for speaker recognition," in Proc. 2005 IEEE International Conference on Speech, Acoustics and Signal Processing, pp. 73-740, (Philadelphia), 2005.