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Online Fingerprint Template Improvement
August 2002 (vol. 24 no. 8)
pp. 1121-1126

This work proposes a technique that improves fingerprint templates by merging and averaging minutiae of multiple fingerprints. The weighted averaging scheme enables the template to change gradually with time in line with changes of the skin and imaging conditions. The recursive nature of the algorithm greatly reduces the storage and computation requirements of this technique. As a result, the proposed template improvement procedure can be performed online during the fingerprint verification process. Extensive experimental studies demonstrate the feasibility of the proposed algorithm.

[1] A.K. Jain, L. Hong, and R. Bolle, On-Line Fingerprint Verification IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 19, no. 4, pp. 302-314, Apr. 1997.
[2] A.K. Jain, L. Hong, S. Pankanti, and R. Bolle, “An Identity Authentication System Using Fingerprints,” Proc. IEEE, vol. 85, no. 9, pp. 1365-1388, 1997.
[3] X. Jiang et al., “Minutiae Extraction by Adaptive Tracing the Gray Level Ridge of the Fingerprint Image,” Proc. IEEE Int'I Conf. Image Processing (ICIP '99), 1999.
[4] L. Hong, Y. Wan, and A.K. Jain, “Fingerprint Image Enhancement: Algorithm and Performance Evaluation,” IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 20, no. 8, pp. 777-789, Aug. 1998.
[5] X.D. Jiang, W.Y. Yau, and W. Ser, “Fingerprint Image Processing for Automatic Verification,” Proc. IEEE Second Int'l Conf. Information, Comm.&Signal Processing, 1999.
[6] D. Maio and D. Maltoni, “Direct Gray-Scale Minutiae Detection in Fingerprints,” IEEE Trans. Pattern Analysis Machine Intelligence, vol. 19, no. 1, pp. 27-40, 1997.
[7] R.M. Stock and C.W. Swonger, “Development and Evaluation of a Reader of Fingerprint Minutiae,” Technical Report CAL No. XM-2478-X-1: 13-17, Cornell Aeronautical Laboratory, 1969.
[8] B. Moayer and K.S. Fu, “A Tree System Approach for Fingerprint Pattern Recognition,” IEEE Trans. Pattern Analaysis and Machine Intelligence, vol. 8, no. 5, pp. 176-387, May 1986.
[9] M.R. Verma, A.K. Majumdar, and B. Chatterjee, “Edge Detection in Fingerprints,” Pattern Recognition, vol. 20, no. 5, pp. 513-523, 1987.
[10] L. O'Gorman and J.V. Nickerson, “An Approach to Fingerprint Filter Design,” Pattern Recognition, vol. 22, no. 1, pp. 29-38, 1989.
[11] X.D. Jiang, W.Y. Yau, and W. Ser, “Detecting the Fingerprint Minutiae by Adaptive Tracing the Gray Level Ridge,” Pattern Recognition, vol. 34, no. 5, pp. 999-1013, May 2001.
[12] X. Jiang et al., “Fingerprint Minutiae Matching Based on the Local And Global Structures,” Proc. 15th Int'l Conf. Pattern Recognition, Sept. 2000.
[13] C.M. Bishop, Neural Networks for Pattern Recognition. Clarendon Press, 1995.
[14] P.J. Huber, Robust Statistics. New York: John Wiley, 1981.
[15] L.R. Rabiner and B.H. Juang, Fundamentals of Speech Recognition, Prentice Hall, Upper Saddle River, N.J., 1993.
[16] Y. Bar-Shalom and T. Fortmann, Tracking and Data Association. Academic Press, 1988.
[17] G.E. Kopec and P.A. Chou, “Document Image Decoding Using Markov Source Models,” IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 16, no. 6, pp. 602-617, June 1994.
[18] P. Magni, R. Bellazzi, and G.D. Nicolao, “Bayesian Function Learning Using MCMC Methods,” IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 20, no. 12, pp. 1319-1331, Dec. 1998.
[19] B. North, A. Blake, M. Isard, and J. Rittscher, “Learning and Classification of Complex Dynamics,” IEEE Trans. Pattern Analysis and Machine Intelligence, vol. 22, no. 9, pp. 1016-1034, Sept. 1997.
[20] K.A. Toh, W.Y. Yau, X.D. Jiang, T.P. Chen, J. Lu, and E. Lim, “Minutiae Data Synthesis for Fingerprint Identification Application,” Proc. IEEE Int'l Conf. Image Processing, 2001.
[21] R.C. Gonzalez and R.E. Woods, Digital Image Processing, Addison-Wesley, New York, 1993.
[22] D. Maio, D. Maltoni, R. Cappelli, J.L. Wayman, and A.K. Jain, “FVC2000: Fingerprint Verification Competition,” Proc. 15th Int'l Conf. Pattern Recognition, 2000.

Index Terms:
Fingerprint verification, minutia set, template improvement, multiple fingerprints.
Citation:
Xudong Jiang, Wee Ser, "Online Fingerprint Template Improvement," IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 24, no. 8, pp. 1121-1126, Aug. 2002, doi:10.1109/TPAMI.2002.1023807
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