Skip to main content

2016 | OriginalPaper | Buchkapitel

Liveness Detection Using Texture and 3D Structure Analysis

verfasst von : Qin Lin, Weijun Li, Xin Ning, Xiaoli Dong, Peng Chen

Erschienen in: Biometric Recognition

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

We propose a novel face liveness detection method by analyzing the sparse structure information in 3D space based on binocular vision and texture information based on LBP (Local Binary Patterns). Structures of real faces have regular 3D structure information while structures of fake faces are usually presented in plane version or curve version different from real faces. Besides, fake faces containing quality defects caused by the printing technology can be detected by using the LBP texture feature. Three liveness detectors utilizing the 3D structure acquired from the binocular vision system, LBP and the combination of the aforementioned two methods are evaluated on a database. Experimental results show that the proposed methods can efficiently distinguish photo and real face.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Erdogmus, N., Marcel, S.: Introduction. In: Handbook of Biometric Anti-spoofing – Trusted Biometrics under Spoofing Attacks, pp. 1–11 (2014b) Erdogmus, N., Marcel, S.: Introduction. In: Handbook of Biometric Anti-spoofing – Trusted Biometrics under Spoofing Attacks, pp. 1–11 (2014b)
2.
Zurück zum Zitat Prokoski, J.: Disguise detection and identification using infrared imagery. 0339, 27–31 (1983) Prokoski, J.: Disguise detection and identification using infrared imagery. 0339, 27–31 (1983)
3.
Zurück zum Zitat Wang, Y., Hao, X., Hou, Y., Guo, C.: A new multispectral method for face liveness detection. In: 2013 2nd IAPR Asian Conference on Pattern Recognition (ACPR), pp. 922–926, November 2013b Wang, Y., Hao, X., Hou, Y., Guo, C.: A new multispectral method for face liveness detection. In: 2013 2nd IAPR Asian Conference on Pattern Recognition (ACPR), pp. 922–926, November 2013b
4.
Zurück zum Zitat Lagorio, A., Tistarelli, M., Cadoni, M.: Liveness detection based on 3D face shape analysis. In: 2013 International Workshop on Biometrics and Forensics (IWBF), pp. 1–4 (2013) Lagorio, A., Tistarelli, M., Cadoni, M.: Liveness detection based on 3D face shape analysis. In: 2013 International Workshop on Biometrics and Forensics (IWBF), pp. 1–4 (2013)
5.
Zurück zum Zitat Bao, W., Li, H., Li, N., Jiang, W.: A liveness detection method for face recognition based on optical flow field. In: 2009, International Conference on Image Analysis and Signal Processing, IASP 2009, pp. 233–236, April 2009 Bao, W., Li, H., Li, N., Jiang, W.: A liveness detection method for face recognition based on optical flow field. In: 2009, International Conference on Image Analysis and Signal Processing, IASP 2009, pp. 233–236, April 2009
6.
Zurück zum Zitat Pan, G., Sun, L., Wu, Z., Lao, S: Eyeblink-based anti-spoofing in face recognition from a generic webcamera. In: ICCV, pp. 1–8 (2007) Pan, G., Sun, L., Wu, Z., Lao, S: Eyeblink-based anti-spoofing in face recognition from a generic webcamera. In: ICCV, pp. 1–8 (2007)
7.
Zurück zum Zitat Boulkenafet, Z., Komulainen, J., Hadid, A.: Face spoofing detection using colour texture analysis. IEEE Trans. Inf. Forensics Secur. 11(8), 1818–1830 (2016)CrossRef Boulkenafet, Z., Komulainen, J., Hadid, A.: Face spoofing detection using colour texture analysis. IEEE Trans. Inf. Forensics Secur. 11(8), 1818–1830 (2016)CrossRef
8.
Zurück zum Zitat Kim, G., Eum, S., Suhr, J.K., Kim, D.I., Park, K.R., Kim, J.: Face liveness detection based on texture and frequency analyses. In: 5th IAPR International Conference on Biometrics (ICB), New Delhi, India, pp. 67–72, March 2012 Kim, G., Eum, S., Suhr, J.K., Kim, D.I., Park, K.R., Kim, J.: Face liveness detection based on texture and frequency analyses. In: 5th IAPR International Conference on Biometrics (ICB), New Delhi, India, pp. 67–72, March 2012
9.
Zurück zum Zitat Garcia D.C., de Queiroz, R.L.: Evaluating the effects of image compression in Moiré-pattern-based face-spoofing detection. In: 2015 IEEE International Conference on Image Processing (ICIP), pp. 4843–4847. IEEE (2015) Garcia D.C., de Queiroz, R.L.: Evaluating the effects of image compression in Moiré-pattern-based face-spoofing detection. In: 2015 IEEE International Conference on Image Processing (ICIP), pp. 4843–4847. IEEE (2015)
10.
Zurück zum Zitat Määttä, J., Hadid, A., Pietikäinen, M.: Face spoofing detection from single images using micro-texture analysis. In: 2011 International Joint Conference on Biometrics (IJCB), pp. 1–7. IEEE (2011) Määttä, J., Hadid, A., Pietikäinen, M.: Face spoofing detection from single images using micro-texture analysis. In: 2011 International Joint Conference on Biometrics (IJCB), pp. 1–7. IEEE (2011)
11.
Zurück zum Zitat Kim, S., Yu, S., Kim, K., Ban, Y., Lee, S.: Face liveness detection using variable focusing. In: 2013 International Conference on Biometrics (ICB), June 2013 Kim, S., Yu, S., Kim, K., Ban, Y., Lee, S.: Face liveness detection using variable focusing. In: 2013 International Conference on Biometrics (ICB), June 2013
12.
Zurück zum Zitat Wang, T., Yang, J., Lei, Z., Liao, S., Li, S.Z.: Face liveness detection using 3D structure recovered from a single camera. In: 2013 International Conference on Biometrics (ICB) (2013a) Wang, T., Yang, J., Lei, Z., Liao, S., Li, S.Z.: Face liveness detection using 3D structure recovered from a single camera. In: 2013 International Conference on Biometrics (ICB) (2013a)
13.
Zurück zum Zitat Cao, X., Wei, Y., Wen, F., et al.: Face alignment by explicit shape regression. Int. J. Comput. Vision 107(2), 177–190 (2014)MathSciNetCrossRef Cao, X., Wei, Y., Wen, F., et al.: Face alignment by explicit shape regression. Int. J. Comput. Vision 107(2), 177–190 (2014)MathSciNetCrossRef
14.
Zurück zum Zitat Zabih, R., Woodfill, J.: Non-parametric local transforms for computing visual correspondence. In: Eklundh, J.-O. (ed.) ECCV 1994. LNCS, vol. 801, pp. 151–158. Springer, Heidelberg (1994)CrossRef Zabih, R., Woodfill, J.: Non-parametric local transforms for computing visual correspondence. In: Eklundh, J.-O. (ed.) ECCV 1994. LNCS, vol. 801, pp. 151–158. Springer, Heidelberg (1994)CrossRef
Metadaten
Titel
Liveness Detection Using Texture and 3D Structure Analysis
verfasst von
Qin Lin
Weijun Li
Xin Ning
Xiaoli Dong
Peng Chen
Copyright-Jahr
2016
DOI
https://doi.org/10.1007/978-3-319-46654-5_70