Abstract
Humans are excellent experts in person recognition and yet they do not perform excessively well in recognizing others only based on one modality such as single facial image. Experimental evidence of this fact is reported concluding that even human authentication relies on multimodal signal analysis. The elements of automatic multimodal authentication along with system models are then presented. These include the machine experts as well as machine supervisors. In particular, fingerprint and speech based systems will serve as illustration. A signal adaptive supervisor based on the input biometric signal quality is evaluated. Experimental results on data collected from a mobile telephone prototype application are reported demonstrating the benefits of the reported scheme.
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Bigun, J., Fierrez-Aguilar, J., Ortega-Garcia, J., Gonzalez-Rodriguez, J.: Multimodal biometric authentication using quality signals in mobile communications. In: Proc. of IAPR Intl. Conf. on Image Analysis and Processing, ICIAP, pp. 2–13. IEEE CS Press, Los Alamitos (2003)
Baylis, G.C., Rolls, E., Leonard, C.M.: Functional divisions of the temporal lobe neocortex. J. Neuroscience 7, 330–342 (1987)
Farah, M.J.: Is face recognition special? evidence from neuropsychology. Behavioral Brain Research 76, 181–189 (1996)
Elliott, E.S., Wills, E.J., Goldstein, A.G.: The effects of discrimination training on the recognition of white and oriental faces. Bulletin of the Psychonomic Society 2, 71–73 (1973)
Luce, T.S.: The role of experience in inter-racial recognition. Personality and Social Psychology Bulletin 1, 39–41 (1974)
Bothwell, R.K., Brigham, J.C., Malpass, R.S.: Cross-racial identification of faces. Personality and Social Psychology Bulletin 15, 19–25 (1989)
Bigun, J., Choy, K., Olsson, H.: Evidence on skill differences of women and men concerning face recognition. In: Bigun, J., Smeraldi, F. (eds.) Proc. of IAPR Intl. Conf. on Audio- and Video-based Person Authentication, AVBPA, pp. 44–51. Springer, Heidelberg (2001)
Kanade, T.: Picture processing system by computer complex and recognition of human faces. In: doctoral dissertation, Kyoto University (1973)
Atal, B.S.: Automatic recognition of speakers from their voices. Proceedings of the IEEE 64, 460–475 (1976)
Brunelli, R., Falavigna, D.: Person identification using multiple cues. IEEE Trans. Pattern Anal. and Machine Intell 17, 955–966 (1995)
Bigun, E.S., Bigun, J., Duc, B., Fischer, S.: Expert conciliation for multi modal person authentication systems by bayesian statistics. In: Bigun, J., Chollet, G., Borgefors, G. (eds.) Proc. of IAPR Intl. Conf. on Audio- and Video-based Person Authentication, AVBPA, pp. 291–300. Springer, Heidelberg (1997)
Kittler, J., Hatef, M., Duin, R., Matas, J.: On combining classifiers. IEEE Trans. Pattern Anal. and Machine Intell. 20, 226–239 (1998)
Bigun, E.S.: Risk analysis of catastrophes using experts’ judgments: An empirical study on risk analysis of major civil aircraft accidents in europe. European J. Operational Research 87, 599–612 (1995)
Duda, R.O., Hart, P.E., Stork, D.G.: Pattern classification. Wiley, Chichester (2001)
Ben-Yacoub, S., Abdeljaoued, Y., Mayoraz, E.: Fusion of face and speech data for person identity verification. IEEE Trans. on Neural Networks 10, 1065–1074 (1999)
Verlinde, P., Chollet, G., Acheroy, M.: Multi-modal identity verification using expert fusion. Information Fusion 1, 17–33 (2000)
Gutschoven, B., Verlinde, P.: Multi-modal identity verification using support vector machines (SVM). In: Proc. of the Intl. Conf. on Information Fusion, FUSION, pp. 3–8. IEEE Press, Los Alamitos (2000)
Ross, A., Jain, A.K., Qian, J.Z.: Information fusion in biometrics. In: Bigun, J., Smeraldi, F. (eds.) Proc. of IAPR Intl. Conf. on Audio- and Video-based Person Authentication, AVBPA, pp. 354–359. Springer, Heidelberg (2001)
Kittler, J., Messer, K.: Fusion of multiple experts in multimodal biometric personal identity verification systems. In: Proc. of the IEEE Workshop on Neural Networks for Signal Processing, NNSP, pp. 3–12 (2002)
Duin, R.P.W.: The combining classifier: to train or not to train? In: Proc. of the IAPR Intl. Conf. on Pattern Recognition, ICPR, pp. 765–770. IEEE CS Press, Los Alamitos (2002)
Roli, F., Fumera, G., Kittler, J.: Fixed and trained combiners for fusion of imbalanced pattern classifiers. In: Proc. of the Intl. Conf. on Information Fusion, FUSION, pp. 278–284 (2002)
Jain, A.K., Ross, A.: Learning user-specific parameters in a multibiometric system. In: Proc. of the IEEE Intl. Conf. on Image Processing, ICIP, vol. 1, pp. 57–60 (2002)
Fierrez-Aguilar, J., Ortega-Garcia, J., Garcia-Romero, D., Gonzalez-Rodriguez, J.: A comparative evaluation of fusion strategies for multimodal biometric verification. In: Proc. of IAPR Intl. Conf. on Audio- and Video-based Person Authentication, AVBPA, pp. 830–837. Springer, Heidelberg (2003)
Ellis, H.D., Ellis, D.M., Hosie, J.A.: Priming effects in childrens face recognition. British Journal of Psychology 84, 1–110 (1993)
Bigun, J., Duc, B., Fischer, S., Makarov, A., Smeraldi, F.: Multi modal person authentication. In: H.W., et al. (eds.) Nato-Asi advanced study on face recogniton, vol. F-163, pp. 26–50. Springer, Heidelberg (1997)
Gonzalez-Rodriguez, J., Fierrez-Aguilar, J., Ortega-Garcia, J.: Forensic identification reporting using automatic speaker recognition systems. In: Proc. of the IEEE Intl. Conf. on Acoustics, Speech and Signal Processing, ICASSP, vol. 2, pp. 93–96 (2003)
Garcia-Romero, D., et al.: ATVS-UPM results and presentation at NIST 2002 speaker recognition evaluation (2002)
Reynolds, D.A., Quatieri, T.F., Dunn, R.B.: Speaker verification using adapted gaussian mixture models. Digital Signal Processing 10, 19–41 (2000)
Simon-Zorita, D., Ortega-Garcia, J., Fierrez-Aguilar, J., Gonzalez-Rodriguez, J.: Image quality and position variability assessment in minutiae-based fingerprint verification. In: IEE Proceedings Vision, Image and Signal Processing, vol. 150 (2003)
Jain, A.K., Hong, L., Pankanti, S., Bolle, R.: An identity authentication system using fingerprints. Proceedings of the IEEE 85, 1365–1388 (1997)
Bigun, J., Granlund, G.H.: Optimal orientation detection of linear symmetry. In: First International Conference on Computer Vision, ICCV (London),Washington, DC, ICCV (London),Washington, DC, pp. 433–438. IEEE Computer Society Press, Los Alamitos (1987)
Ortega-Garcia, J., et al.: MCYT baseline corpus: A bimodal biometric database. In: IEE Proceedings Vision, Image and Signal Processing, vol. 150 (2003)
Martin, A., Doddington, G., Kamm, T., Ordowski, M., Przybocki, M.: The DET curve in assessment of decision task performance. In: Proc. of ESCA Eur. Conf. on Speech Comm. and Tech., EuroSpeech, pp. 1895–1898 (1997)
Garcia-Romero, D., Fierrez-Aguilar, J., Gonzalez-Rodriguez, J., Ortega-Garcia, J.: Support vector machine fusion of idiolectal and acoustic speaker information in spanish conversational speech. In: Proc. of the IEEE Intl. Conf. on Acoustics, Speech and Signal Processing, ICASSP, vol. 2, pp. 229–232 (2003)
Maio, D., Maltoni, D., Cappelli, R., Wayman, J.L., Jain, A.K.: FVC2000: fingerprint verification competition. IEEE Trans. Pattern Anal. and Machine Intell 24, 402–412 (2002)
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Bigun, J., Fierrez-Aguilar, J., Ortega-Garcia, J., Gonzalez-Rodriguez, J. (2005). Combining Biometric Evidence for Person Authentication. In: Tistarelli, M., Bigun, J., Grosso, E. (eds) Advanced Studies in Biometrics. Lecture Notes in Computer Science, vol 3161. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11493648_1
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DOI: https://doi.org/10.1007/11493648_1
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