Unraveling the effect of textured contact lenses on iris recognition

IEEE Transactions on Information Forensics and Security

Volumn 9, Issue 5, 2014, Pages 851-862

  Yadav, Daksha ^a   Kohli, Naman ^a   Doyle, James S ^b   Singh, Richa ^c   Vatsa, Mayank ^c   Bowyer, Kevin W ^b  

^a West Virginia University   (United States)

^b University of Notre Dame   (United States)

^c INDRAPRASTHA INSTITUTE OF INFORMATION TECHNOLOGY   (India)

Author keywords

contact lens; Iris recognition; lens detection

Indexed keywords

BIOMETRICS; DATABASE SYSTEMS; SIGNAL DETECTION;

DETECTION ALGORITHM; IN-DEPTH ANALYSIS; IRIS PATTERNS; IRIS RECOGNITION;

CONTACT LENSES;

EID: 84899528261     PISSN: 15566013     EISSN: None     Source Type: Journal    
DOI: 10.1109/TIFS.2014.2313025     Document Type: Article

References (28)

1. L. Flom and A. Safir, "Iris recognition system," U.S. Patent 4 641 349, Feb. 3, 1987.
2. J. Daugman, "How Iris recognition works," IEEE Trans. Circuits Syst. Video Technol., vol. 14, no. 1, pp. 21-30, Jan. 2002.
3. K. Hollingsworth, K. W. Bowyer, and P. J. Flynn, "Pupil dilation degrades Iris biometric performance," Comput. Vis. Image Understand., vol. 113, no. 1, pp. 150-157, 2009.
4. S. S. Arora, M. Vatsa, R. Singh, and A. K. Jain, "On Iris camera interoperability," in Proc. BTAS, 2012, pp. 346-352.
5. R. Connaughton, A. Sgroi, K. Bowyer, and P. Flynn, "A multialgorithm analysis of three Iris biometric sensors," IEEE Trans. Inf. Forensics Security, vol. 7, no. 3, pp. 919-931, Jan. 2012.
6. J. J. Nichols. (2012). Annual Report: Contact Lenses [Online]. Available: http://www.clspectrum.com/articleviewer.aspx?articleID=107853
7. N. Kohli, D. Yadav, M. Vatsa, and R. Singh, "Revisiting Iris recognition with color cosmetic contact lenses," in Proc. 6th IAPR, 2013, pp. 1-5.
8. M. Negin, T. Chmielewski, M. Salganicoff, U. von Seelen, P. Venetainer, and G. Zhang, "An Iris biometric system for public and personal use," IEEE Comput., vol. 33, no. 2, pp. 70-75, Feb. 2000. (Pubitemid 30549009)
9. J. W. Thompson, H. Santos-Villalobos, P. J. Flynn, and K. W. Bowyer, "Effects of Iris surface curvature on Iris recognition," in Proc. 6th IEEE Int. Conf. Biometrics, Technol., Appl., Syst., 2013, pp. 1-3.
10. S. Baker, A. Hentz, K. Bowyer, and P. Flynn, "Degradation of Iris recognition performance due to non-cosmetic prescription contact lenses," Comput. Vis. Image Understand., vol. 114, no. 9, pp. 1030-1044, 2010.
11. J. Daugman, "Demodulation by complex-valued wavelets for stochastic pattern recognition," Int. J. Wavelets, Multiresolution Inf. Process., vol. 1, no. 1, pp. 1-17, 2003.
12. E. C. Lee, K. R. Park, and J. Kim, "Fake Iris detection by using purkinje image," in Proc. IAPR Int. Conf. Biometrics, 2006, pp. 397-403. (Pubitemid 43856397)
13. X. He, S. An, and P. Shi, "Statistical texture analysis-based approach for fake Iris detection using support vector machines," in Proc. IAPR Int. Conf. Biometrics, 2007, pp. 540-546.
14. Z. Wei, X. Qiu, Z. Sun, and T. Tan, "Counterfeit Iris detection based on texture analysis," in Proc. 18th Int. Conf. Pattern Recognit., 2008, pp. 1-4.
15. Z. He, Z. Sun, T. Tan, and Z. Wei, "Efficient Iris spoof detection via boosted local binary patterns," in Advances in Biometrics. New York, NY, USA: Springer-Verlag, 2009, pp. 1080-1090.
16. H. Zhang, Z. Sun, and T. Tan, "Contact lens detection based on weighted LBP," in Proc. 20th Int. Conf. Pattern Recognit., 2010, pp. 4279-4282.
17. J. Doyle, K. Bowyer, and P. Flynn, "Automated classification of contact lens type in Iris images," in Proc. IEEE IAPR 6th Int. Conf. Biometrics, Jun. 2013, pp. 1-6.
18. J. Doyle, K. Bowyer, and P. Flynn, "Variation in accuracy of textured contact lens detection," in Proc. 6th IEEE Int. Conf. Biometrics, Technol., Appl., Syst., 2013, pp. 1-7.
19. CibaVision, Duluth, GA, USA. (2013, Apr.). Freshlook Colorblends [Online]. Available: http://www.freshlookcontacts.com
20. Bausch & Lomb, Rochester, NY, USA. (2014, Jan.). Bausch & Lomb Lenses [Online]. Available: http://www.bausch.com
21. LG, Riyadh, Saudi Arabia. (2011, Oct.). Lg 4000 Camera [Online]. Available: http://www.lgIris.com
22. IrisGuard, Washington, DC, USA. (2013, Apr.). Ad100 Camera [Online]. Available: http://www.Irisguard.com/uploads/AD100ProductSheet.pdf
23. Johnson & Johnson, Skillman, NJ, USA. (2013, Apr.). Acuvue2 Colours [Online]. Available: http://www.acuvue.com/products-acuvue-2-colours
24. C. Vision. (2013, Apr.). Expressions Colors [Online]. Available: http://coopervision.com/contact-lenses/expressions-color-contacts
25. VeriEye. (2005). Iris Recognition Software [Online]. Available: http://www.neurotechnology.com/verieye.html
26. T. Ojala, M. Pietikinen, and D. Harwood, "A comparative study of texture measures with classification based on feature distributions," Pattern Recognit., vol. 29, no. 1, pp. 51-59, 1996.]
27. M. Hall, E. Frank, G. Holmes, B. Pfahringer, P. Reutemann, and I. H. Witten, "The WEKA data mining software: An update," SIGKDD Explorations Newsletter, vol. 11, no. 1, pp. 10-18, 2009.
28. A. Bosch, A. Zisserman, and X. Munoz, "Representing shape with a spatial pyramid kernel," in Proc. 6th ACM Int. Conf. Image Video Retr., 2007, pp. 401-408. (Pubitemid 350229652)