On the effectiveness of local binary patterns in face anti-spoofing

Proceedings of the International Conference of the Biometrics Special Interest Group, BIOSIG 2012

Volumn , Issue , 2012, Pages

  Chingovska, Ivana ^a   Anjos, Andre ^a   Marcel, Sebastien ^a  

^a IDIAP RESEARCH INSTITUTE   (Switzerland)

Author keywords

[No Author keywords available]

Indexed keywords

BIOMETRIC EVIDENCE; BIOMETRIC RECOGNITION SYSTEM; DIFFERENT SIZES; DISCRIMINABILITY; ERROR RATE; FACE RECOGNITION SYSTEMS; LOCAL BINARY PATTERNS; SPOOFING ATTACKS; TEXTURE FEATURES;

FACE RECOGNITION; PHOTOGRAPHY;

BIOMETRICS;

EID: 84869410843     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (20)

1. K. Nixon, V. Aimale, and R. K. Rowe, "Spoof detection schemes," Handbook of Biometrics, 2008.
2. N. M. Duc and B. Q. Minh, "Your face is not your password," Black Hat Conference, 2009.
3. J. Li et al., "Live face detection based on the analysis of fourier spectra," Biometric Tecnology for Human Identification, 2004.
4. J. Bai et al., "Is physics-based liveness detection truly possible with a single image?" in IEEE International Symposium on Circuits and Systems (ISCAS), May 2010.
5. X. Tan et al., "Face liveness detection from a single image with sparse low rank bilinear discriminative model," in ECCV (6), 2010.
6. Z. Zhiwei et al., "A face antispoofing database with diverse attacks," in Proceedings of the 5th IAPR International Conference on Biometrics (ICB'12), New Delhi, India, 2012.
7. J. Määttä, A. Hadid, and M. Pietikäinen, "Face spoofing detection from single images using micro-texture analysis," in Proc. International Joint Conference on Biometrics (IJCB 2011), Washington, D.C., USA, 2011.
8. G. Pan, Z. Wu, and L. Sun, "Liveness detection for face recognition," Recent Advances in Face Recognition, December 2008.
9. H. K. Jee, S. U.Jung, and J. H. Yoo, "Liveness detection for embedded face recognition system," Engineering and Technology, 2006.
10. K. Kollreider, H. Fronthaler, and J. Bigun, "Non-intrusive liveness detection by face images," Image and Vision Computing, vol. 27, no. 3, 2009.
11. W. Bao et al., "A liveness detection method for face recognition based on optical flow field," 2009 International Conference on Image Analysis and Signal Processing, 2009.
12. A. Anjos and S. Marcel, "Counter-measures to photo attacks in face recognition: a public database and a baseline," in International Joint Conference on Biometrics 2011, 2011.
13. G. Parziale, J. Dittman, and M. Tistarelli, "Analysis and evaluation of alternatives and advanced solutions for system elements," BioSecure D 9.1.2, 2005.
14. T. Ojala, M. Pietikäinen, and T. Mäenpää, "Multiresolution gray-scale and rotation invariant texture classification with local binary patterns," IEEE Trans. Pattern Anal. Mach. Intell., vol. 24, no. 7, 2002.
15. J. Trefny and J. Matas, "Extended set of local binary patterns for rapid object detection," Computer Vision Winter Workshop, Czech Republic, 2010.
16. B. Froba and A. Ernst, "Face detection with the modified census transform," IEEE International Conference on Automatic Face and Gesture Recognition, 2004.
17. M. M. Chakka et al., "Competition on counter measures to 2-d facial attacks," in International Joint Conference on Biometrics 2011, 2011.
18. A. Anjos et al., "Bob: a free signal processing and machine learning toolbox for researchers," in 20th ACM Conference on Multimedia Systems (ACMMM), Nara, Japan. ACM Press, Oct. 2012.
19. F. Cardinaux, C. Sanderson, and S. Marcel, "Comparison of mlp and gmm classifiers for face verification on xm2vts," in Proceedings of the 4th International Conference on AVBPA, University of Surrey, Guildford, UK, 2003.
20. R. Wallace et al., "Cross-pollination of normalisation techniques from speaker to face authentication using gaussian mixture models," IEEE Transactions on Information Forensics and Security, 2012.