Face spoofing detection through partial least squares and low-level descriptors

2011 International Joint Conference on Biometrics, IJCB 2011

Volumn , Issue , 2011, Pages

  Schwartz, William Robson ^a   Rocha, Anderson ^a   Pedrini, Helio ^a  

^a UNIVERSITY OF CAMPINAS   (Brazil)

Author keywords

[No Author keywords available]

Indexed keywords

BIOMETRIC SYSTEMS; DATA SETS; FACE RECOGNITION SYSTEMS; FACE RECOGNITION TECHNIQUE; INTRINSIC CHARACTERISTICS; LOW LEVEL DESCRIPTORS; LOW-LEVEL FEATURES; PARTIAL LEAST SQUARES; PERSONAL IDENTITY VERIFICATION; SECURITY SURVEILLANCE; STATE-OF-THE-ART APPROACH; TEMPORAL INFORMATION;

ACCESS CONTROL; BIOMETRICS; LAW ENFORCEMENT; PHOTOGRAPHY;

FACE RECOGNITION;

EID: 84856097532     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/IJCB.2011.6117592     Document Type: Conference Paper

References (26)

1. W. Bao, H. Li, N. Li, and W. Jiang. A liveness detection method for face recognition based oNoptical flow field. In IEEE IASP, pages 233-236, 2009.
2. M. M. Chakka, A. Anjos, S. Marcel, R. Tronci, D. Muntoni, G. Fadda, M. Pili, N. Sirena, G. Murgia, M. Ristori, F. Roli, J. Yan, D. Yi, Z. Lei, Z. Zhang, S. Li, W. R. Schwartz, A. Rocha, H. Pedrini, J. Lorenzo-Navarro, M. CastrillonSantana, and J. Maatta. CompetitioNon Counter Measures to 2D Facial Spoofing Attacks. In lJCB, 201l.
3. C.-c. Chang and c.-J. Lin. UBSVM: A library for support vector machines. ACM TlST, 2, 2011. Software available aThttp://www.csie.ntu.edu.tw/-c j lin/libsvm.
4. N. Dalal and B. Triggs. Histograms of Oriented Gradients for Human Detection. In IEEE CVPR, pages 886-893, 2005. (Pubitemid 43897286)
5. European Commission BioSecure Project. Biometrics for secure authentication. Technical Report, European Commission BioSecure, 2007. http://biosecure.it-sudparis.eu/AB/.
6. T. Fladsrud. Face recognition in a border control environment: Non-zero effort attacks "effect on false acceptance rate". Msc. thesis, Gjovik Univ. College, Norway, 2005.
7. R. Haralick, K. Shanmugam, and I. Dinstein. Texture Features for Image Classification. IEEE TSMC, 3(6), 1973.
8. K. Kollreider, H. Fronthaler, and J. Bigun. Evaluating liveness by face images and the structure tensor. In IEEE AutolD, pages 75-80, 2005. (Pubitemid 44733953)
9. K. Kollreider, H. Fronthaler, and J. Bigun. Non-intrusive liveness detection by face images. Elsevier IVC, pages 233-244, February 2009.
10. K. Kollreider, H. Frontha1er, M. I. Faraj, and J. Bigun. Realtime face detection and motion analysis with application in "liveness" assessment. IEEE TlFS, 2(3):548-558, 2007. (Pubitemid 47290588)
11. J. Li, Y. Wang, T. Tan, and A. K. Jain. Live face detection based on the analysis of fourier spectra. In Biometric Technology for Human Identification, pages 296-303, 2004.
12. J.-w. Li. Eye blink detection based on multiple gabor response waves. In IEEE ICMLC, pages 2852-2856, 2008.
13. [l3] K. Nixon and V. A. R. Rowe. Handbook of Biometrics, chapter Spoof Detection Schemes. Springer, 2008.
14. G. Pan, L. Sun, Z. Wu, and S. Lao. Eyeblink-based antispoofing in face recognition from a generic webcamera. In IEEE ICCV, pages 1-8,2007.
15. G. Pan, Z. Wu, and L. Sun. Recent Advances in Face Recognition, chapter Liveness detection for face recognition, pages 235-252. InTech,2008.
16. G. Parziale, J. Dittmann, and M. Tistarelli. Analysis and evaluatioNoFalternatives and advanced solutions for system elements. BioSecure, 2005.
17. B. Peixoto, C. Michelassi, and A. Rocha. Face liveness detection under bad illumination conditions. In IEEE ICIP, 201l.
18. F. L. Podio. Biometrics technologies for highly secure personal authentication. ITL Bulletin, Information Technology Laboratory, NIST, May 200l.
19. R. Rosipal and N. Kramer. Subspace, Latent Structure and Feature Selection, chapteRoverview and Recent Advances in Partial Least Squares, pages 34-5l. Springer, 2006.
20. W. R. Schwartz, R. D. da Silva, and H. Pedrini. ANovel Feature Descriptor Based on the Shearlet Transform. In IEEE lCIP, 2011.
21. W. R. Schwartz, H. Guo, and L. S. Davis. Arobust and Scalable Approach to Face Identification. In ECCV, volume 6316 of Lecture Notes in Computer Science, pages 476-489, 2010.
22. W. R. Schwartz, A. Kembhavi, D. Harwood, and L. S. Davis. Human Detection Using Partial Least Squares Analysis. In IEEE ICCV, pages 24-31, 2009.
23. D. A. Soco1insky, A. Selinger, and J. D. Neuheisel. Face recognition with visible and thermal infrared imagery. Elsevier CVIU, pages 72-114, July 2003.
24. X. Tan, Y. Li, J. Liu, and L. Jiang. Face liveness detection from a single image with sparse low rank bilinear discriminative model. In ECCV, pages 504-517, 2010.
25. P. Viola and M. J. Jones. Robust real-time face detection. IJCV, 57:137-154, 2004.
26. H. Wold. Partial least squares. In S. Kotz and N. Johnson, editors, Encyclopedia of Statistical Sciences, volume 6, pages 581-59l. Wiley, New York, 1985.