New approach for liveness detection in fingerprint scanners based on valley noise analysis

Journal of Electronic Imaging

Volumn 17, Issue 1, 2008, Pages

  Tan, Bozhao ^a   Schuckers, Stephanie ^a  

^a Clarkson University   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ANTI-SPOOFING PROTECTION; ARTIFICIAL FINGER; CLASSIFICATION TREES; DATA SETS; DECOMPOSITION TECHNIQUE; FINGERPRINT IMAGES; GELATIN MATERIALS; LIVENESS; LIVENESS DETECTION; MULTI-RESOLUTIONS; NOISE ANALYSIS; NOISE DISTRIBUTION; SOFTWARE-BASED; STATISTICAL FEATURES;

LANDFORMS; NEURAL NETWORKS; SCANNING; STATISTICAL TESTS; WAVELET DECOMPOSITION;

PATTERN RECOGNITION;

EID: 63149176455     PISSN: 10179909     EISSN: 1560229X     Source Type: Journal    
DOI: 10.1117/1.2885133     Document Type: Article

References (30)

1. A. Jain, R. Bolle, and S. Pankanti, Biometrics: Personal Identification in a Networked Society, Springer, New York, 1999.
2. N. K. Ratha, "Enhancing security and privacy in biometric-based authentication systems," IBM Syst. J. 40(3), 614-634 (2001). (Pubitemid 32933421)
3. S. A. C. Schuckers, "Spoofing and anti-spoofing measures," Information Security Technical Report 7 (4), 56-62 (2002).
4. T. Matsumoto, H. Matsumoto, K. Yamada, and S. Hoshino, "Impact of artificial 'gummy' fingers on fingerprint systems," Proc. SPIE 4677, 275-289 (Jan. 2002). (Pubitemid 35229811)
5. T. Matsumoto, "Gummy finger and paper iris: An update," Workshop on Information Security Research, Fukuoka, Japan (Oct. 2004).
6. H. Kang, B. Lee, H. Kim, D. Shin, and J. Kim, "A study on performance evaluation of the liveness detection for various fingerprint sensor modules," in Proc. KES 2003, pp. 1245-1253 (2003). (Pubitemid 37142866)
7. Liveness Detection in Biometric Systems, International biometric group white paper. http://www.ibgweb.com/reports/public/reports/liveness.html.
8. M. Sandstrom, "Liveness detection in fingerprint recognition systems," MS thesis (2004), http://www.ep.liu.se/exjobb/isy/2004/3557/ exjobb.pdf.
9. D. Osten, H. M. Carim, M. R. Arneson, and B. L. Blan, "Biometric, personal authentication system," Minnesota Mining and Manufacturing Company, U.S. Patent #5,719,950 (Feb. 17, 1998).
10. K. Seifried, "Biometrics-What you need to know," Security Portal (Jan. 10, 2001).
11. P. D. Lapsley, J. A. Less, D. F. Pare, Jr., and N. Hoffman, "Anti-fraud biometric sensor that accurately detects blood flow," SmartTouch, LLC, U.S. Patent No. 5,737,439 (Apr. 7, 1998).
12. P. Kallo, I. Kiss, A. Podmaniczky, and J. Talosi, "Detector for recognizing the living character of a finger in a fingerprint recognizing apparatus," Dermo Corporation, Ltd., U.S. Patent No. 6,175,64 (Jan. 16, 2001).
13. D. Maltoni, D. Maio, A. Jain, and S. Prabhakar, Handbook of Fingerprint Recognition, Springer-Verlag, New York, (2003).
14. R. Derakhshani, S. A. C. Schuckers, L. Hornak, and L. O'Gorman, "Determination of vitality from a non-invasive biomedical measurement for use in fingerprint scanners," Pattern Recogn. 36 (2), 383-396 (2003). (Pubitemid 35212835)
15. S. A. C. Schuckers and A. Abhyankar, "A wavelet based approach to detecting liveness in fingerprint scanners," in Proc. of Biometric Authentication Workshop (ECCV) (2004).
16. S. Parthasaradhi, R. Derakhshani, L. Hornak, and S. A. C. Schuckers, "Time-series detection of perspiration as a liveness test in fingerprint devices," IEEE Trans. Syst. Man Cybern., Part C Appl. Rev. 35, 335-343 (2005). (Pubitemid 41194746)
17. B. Tan and S. Schuckers, "Liveness detection using an intensity based approach in fingerprint scanner," in Proc. Biometrics Symposium (BSYM2005) (2005).
18. B. Tan and S. Schuckers, "Liveness detection for fingerprint scanners based on the statistics of wavelet signal processing," in Proc. IEEE 2006 Conf. Computer Vision and Pattern Recognition Workshop (CVPRW'06) (2006).
19. L. Hong, Y. Wang, and A. Jain, "Fingerprint image enhancement: Algorithm and performance evaluation," IEEE Trans. Pattern Anal. Mach. Intell. 20(8), 777-789 (1998). (Pubitemid 128741341)
20. M. Kawagoe and A. Too, "Fingerprint pattern classification," Pattern Recogn. 17(3), 295-303 (1984).
21. M. B. Ruskai et al., Wavelets and Digital Signal Processing in Wavelets and Their Applications, Jones and Bartlett, Boston (1992), pp. 105-121.
22. I. Daubechies, "Orthonormal bases of compactly supported wavelet," Commun. Pure Appl. Math. 41, 909-996 (1988).
23. Ten Lectures on Wavelets, No. 61 in CBMS-NSF Series in Applied Mathematics, SIAM, Philadelphia (1992).
24. Y. Chen, A. Jain, and S. Dass, "Fingerprint deformation for spoof detection," in Proc. of Biometrics Symposium (BSYM2005) (2005).
25. A. Antonelli, R. Cappelli, D. Maio, and D. Maltoni, "Fake finger detection by skin distortion analysis," IEEE Trans. Information Forensics and Security 1(3), 360-373 (2006). (Pubitemid 44304218)
26. D. Baldisserra, A. Franco, D. Maio, and D. Maltoni, "Fake fingerprint detection by odor analysis," in Proc. Int. Conf. on Biometric Authentication (ICBA06) (2006).
27. Y. S. Moon, J. S. Chen, K. C. Chan, K. So, and K. C. Woo, "Wavelet based fingerprint liveness detection," Electron. Lett., 41(20), 1112-1113 (2005). (Pubitemid 41498633)
28. I. H. Witten and E. Frank, Data Mining: Practical Machine Learning Tools and Techniques, 2nd edition, Morgan Kaufmann, San Francisco (2005).
29. K. A. Nixon and R. K. Rowe, "Spoof detection using multispectral fingerprint imaging without enrollment," in Proc. of Biometrics Symposium (BSYM2005) (2005).
30. R. Cappelli, M. Ferrara, and D. Maltoni, "The quality of fingerprint scanners and its impact on the accuracy of fingerprint recognition algorithms" in Proc. Multimedia Content Representation, Classification and Security (MRCS) (2006).