Face spoofing detection from single images using texture and local shape analysis

IET Biometrics

Volumn 1, Issue 1, 2012, Pages 3-10

  Maatta J ^a   Hadid, A ^a   Pietikainen M ^a  

^a UNIVERSITY OF OULU   (Finland)

Author keywords

[No Author keywords available]

Indexed keywords

EXPERIMENTAL ANALYSIS; FACE BIOMETRIC SYSTEMS; FACIAL IMAGES; GRADIENT STRUCTURE; IMAGE QUALITY ASSESSMENT; LINEAR CLASSIFICATION; LOCAL SHAPE; LOW-LEVEL FEATURES; PRINTING QUALITY; SCORE-LEVEL FUSION; SINGLE IMAGES; SPOOFING ATTACKS; TEXTURE ANALYSIS; TEXTURE FEATURES; UNIQUE FEATURES; USER-COOPERATION;

BIOMETRICS; FACE RECOGNITION; LIGHT REFLECTION; OBJECT RECOGNITION; PRINTING; TEXTURES;

IMAGE TEXTURE;

EID: 84866664927     PISSN: 20474938     EISSN: 20474946     Source Type: Journal    
DOI: 10.1049/iet-bmt.2011.0009     Document Type: Article

References (29)

1. Jain, A.K., and Li, S.Z.: ' Handbook of face recognition ', 2nd (Springer-Verlag, New York, Secaucus, NJ, 2011)
2. Chakka, M.M., Anjos, A., and Marcel, S.: et al. ' Competition on counter measures to 2-d facial spoofing attacks ', Proc. IAPR IEEE Int. Joint Conf. on Biometrics (IJCB), Washington, DC, USA, 2011
3. Pan, G., Wu, Z., and Sun, L.: ' Liveness detection for face recognition ', Delac, K., Grgic, M., Bartlett, M.S., (IN-TECH, 2008), 9, 'Recent advances in face recognition'
4. Tan, X., Li, Y., Liu, J., and Jiang, L.: ' Face liveness detection from a single image with sparse low rank bilinear discriminative model ', Proc. 11th European Conf. on Computer vision: Part VI. ECCV'10, 2010, p. 504-517, available at http://portal.acm.org/citation.cfm?id=1888212.1888251
5. Peixoto, B., Michelassi, C., and Rocha, A.: ' Face liveness detection under bad illumination conditions ', IEE Int. Conf. on Image Processing, 2011
6. Anjos, A., and Marcel, S.: ' Counter-measures to photo attacks in face recognition: a public database and a baseline ', Proc. IAPR IEEE Int. Joint Conf. on Biometrics (IJCB), Washington, DC, USA, 2011
7. Määttä, J., Hadid, A., and Pietikäinen, M.: ' Face spoofing detection from single images using micro-texture analysis ', Proc. IAPR IEEE Int. Joint Conf. on Biometrics (IJCB), Washington, DC, USA, 2011
8. Manjunath, B.S., and Ma, W.Y.: ' Texture features for browsing and retrieval of image Data ', IEEE Trans. Pattern Anal. Mach. Intell., 1996, 18, p. 837-842, available at http://dx.doi.org/10.1109/34.531803 10.1109/34.531803 0162-8828
9. Dalal, N., and Triggs, B.: ' Histograms of oriented gradients for human detection ', Int. Conf. on Computer Vision & Pattern Recognition, 2005, 3, p. 886-893
10. Vedaldi, A., and Zisserman, A.: ' Efficient additive kernels via explicit feature maps ', Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2010
11. Vapnik, V.N.: ' Statistical learning theory ', (Wiley-Interscience, 1998)
12. Nixon, K., Aimale, V., and Rowe, R.: ' Spoof detection schemes ', 2008), in 'Handbook of biometrics', p. 403-423
13. Kollreider, K., Fronthaler, H., and Bigun, J.: ' Non-intrusive liveness detection by face images ', Image Vis. Comput., 2009, 27, p. 233-244 10.1016/j.imavis.2007.05.004
14. Bao, W., Li, H., Li, N., and Jiang, W.: ' A liveness detection method for face recognition based on optical flow field ', IEEE 2009 Int. Conf. on Image Analysis and Signal Processing, 2009, p. 233-236
15. Li, J., Wang, Y., Tan, T., and Jain, A.K.: ' Live face detection based on the analysis of Fourier spectra ', 2004), in 'Biometric technology for human identification', p. 296-303
16. Zhang, Z., Yi, D., Lei, Z., and Li, S.Z.: ' Face liveness detection by learning multispectral reflectance distributions ', Int. Conf. on Face and Gesture, 2011, p. 436-441
17. Pavlidis, I., and Symosek, P.: ' The Imaging Issue in an automatic face/disguise detection system ', Proc. IEEE Workshop on Computer Vision Beyond the Visible Spectrum: Methods and Applications (CVBVS 2000), 2000, p. 15, available at http://dl.acm.org/citation.cfm?id=518905.795366
18. Sun, L., Huang, W., and Wu, M.: ' TIR/VIS correlation for liveness detection in face recognition ', Proc. 14th Int. Conf. on Computer Analysis of Images and Patterns - Volume Part II. CAIP'11, 2011, p. 114-121, available at http://dl.acm.org/citation.cfm?id=2044575.2044590
19. Bai, J., Ng, T.T., Gao, X., and Shi, Y.Q.: ' Is physics-based liveness detection truly possible with a single image? ', IEEE Int. Symp. on Circuits and Systems (ISCAS), 2010, p. 3425-3428
20. Gao, X., Ng, T.T., Qiu, B., and Chang, S.F.: ' Single-view recaptured image detection based on physics-based features ', IEEE Int. Conf. on Multimedia & Expo (ICME), 2010, p. 1469-1474
21. Eid, A.H., Ahmed, M.N., Cooper, B.E., and Rippetoe, E.E.: ' Characterization of electrophotographic print artifacts: banding, jitter, and ghosting ', IEEE Trans. Image Process., 2011, 20, p. 1313-1326 10.1109/TIP.2010.2092511 1057-7149
22. Ojala, T., Pietikäinen, M., and Mäenpää, T.: ' Multiresolution gray-scale and rotation invariant texture classification with local binary patterns ', IEEE Trans. Pattern Anal. Mach. Intell., 2002, 24, p. 971-987, available at http://portal.acm.org/citation.cfm?id=628329.628808 10.1109/TPAMI.2002.1017623 0162-8828
23. Fan, R.E., Chang, K.W., Hsieh, C.J., Wang, X.R., and Lin, C.J.: ' LIBLINEAR: a library for large linear classification ', J. Mach. Learn. Res., 2008, 9, p. 1871-1874 1532-4435
24. Vedaldi, A., and Fulkerson, B.: ' VLFeat: an open and portable library of computer vision algorithms ', 2008, http://www.vlfeat.org/
25. Snelick, R., Uludag, U., Mink, A., Indovina, M., and Jain, A.: ' Large scale evaluation of multimodal biometric authentication using state-of-the-art systems ', IEEE Trans. Pattern Anal. Mach. Intell., 2005, 27, p. 450-455 10.1109/TPAMI.2005.57 0162-8828
26. Georghiades, A.S., Belhumeur, P.N., and Kriegman, D.J.: ' From few to many: illumination cone models for face recognition under variable lighting and pose ', IEEE Trans. Pattern Anal. Mach. Intell., 2001, 23, p. 643-660 10.1109/34.927464 0162-8828
27. Viola, P.A., and Jones, M.J.: ' Rapid object detection using a boosted cascade of simple features ', Proc. IEEE Conf. on Computer Vision and Pattern Recognition, 2001, p. 511-518
28. Niu, Z., Shan, S., Yan, S., Chen, X., and Gao, W.: ' 2D cascaded adaboost for eye localization ', Proc. 18th Int. Conf. on Pattern Recognition, 2006
29. Wang, Y., Tan, T., and Jain, A.K.: ' Combining face and iris biometrics for identity verification ', Proc. fourth Int. Conf. on Audio- and Video-Based Biometric Person Authentication. AVBPA'03, 2003, p. 805-813, available at http://dl.acm.org/citation.cfm?id=1762222.1762327