Skip to main content
Top

2018 | OriginalPaper | Chapter

Face Anti-spoofing Based on Motion

Authors : Ran Wang, Jing Xiao, Ruimin Hu, Xu Wang

Published in: Advances in Multimedia Information Processing – PCM 2017

Publisher: Springer International Publishing

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

People can have access to biometric system easily by face spoofing attack. Recent researches have proposed many anti-spoofing strategies based on eye blinking, facial expression changes, mouth movements or skin texture. As for the face which has slight trembling, there are few specific methods about it. To solve this problem, we have proposed a method which could discriminate human real face and face print by using parameters of slight face motion and equal-proportion property in projection. In order to validate our method, we also established a new video database containing 720 moving faces. After getting the facial landmarks, aligning image of each frame and calculating the variance as feature value, final data would be sent to the support vector machine (SVM) to verify the reality of faces. From the experiment results, the proposed method shows its high accuracy in different lighting conditions and different face amplitude for anti-spoofing and will have good prospect in engineer.

Dont have a licence yet? Then find out more about our products and how to get one now:

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!

Literature
2.
go back to reference Jain, A.K., Flynn, P., Ross, A.A.: Handbook of Biometrics. Springer, USA (2008)CrossRef Jain, A.K., Flynn, P., Ross, A.A.: Handbook of Biometrics. Springer, USA (2008)CrossRef
3.
go back to reference Chingovska, I., Anjos, A., Marcel, S.: On the effectiveness of local binary patterns in face anti-spoofing. In: Biometrics Special Interest Group, pp. 1–7. IEEE (2012) Chingovska, I., Anjos, A., Marcel, S.: On the effectiveness of local binary patterns in face anti-spoofing. In: Biometrics Special Interest Group, pp. 1–7. IEEE (2012)
4.
go back to reference Galbally, J., Marcel, S.: Face anti-spoofing based on general image quality assessment. In: International Conference on Pattern Recognition, pp. 1173–1178. IEEE (2014) Galbally, J., Marcel, S.: Face anti-spoofing based on general image quality assessment. In: International Conference on Pattern Recognition, pp. 1173–1178. IEEE (2014)
5.
go back to reference Erdogmus, N., Marcel, S.: Spoofing in 2D face recognition with 3D masks and anti-spoofing with Kinect. In: IEEE Sixth International Conference on Biometrics: Theory, Applications and Systems, pp. 1–6. IEEE (2013) Erdogmus, N., Marcel, S.: Spoofing in 2D face recognition with 3D masks and anti-spoofing with Kinect. In: IEEE Sixth International Conference on Biometrics: Theory, Applications and Systems, pp. 1–6. IEEE (2013)
6.
go back to reference Maatta, J., Hadid, A., Pietikainen, M.: Face spoofing detection from single images using micro-texture analysis. In: International Joint Conference on Biometrics, pp. 1–7. IEEE Computer Society (2011) Maatta, J., Hadid, A., Pietikainen, M.: Face spoofing detection from single images using micro-texture analysis. In: International Joint Conference on Biometrics, pp. 1–7. IEEE Computer Society (2011)
7.
go back to reference Anjos, A., Marcel, S.: Counter-measures to photo attacks in face recognition: a public database and a baseline. In: International Joint Conference on Biometrics, pp. 1–7. IEEE Computer Society (2011) Anjos, A., Marcel, S.: Counter-measures to photo attacks in face recognition: a public database and a baseline. In: International Joint Conference on Biometrics, pp. 1–7. IEEE Computer Society (2011)
8.
go back to reference Duda, R.O., Hart, P.E., Stork, D.G.: Pattern Classification, pp. 119–131. Wiley, New York (2001)MATH Duda, R.O., Hart, P.E., Stork, D.G.: Pattern Classification, pp. 119–131. Wiley, New York (2001)MATH
9.
go back to reference Pan, G., Sun, L., Wu, Z., et al.: Monocular camera-based face liveness detection by combining eyeblink and scene context. Telecommun. Syst. 47(3–4), 215–225 (2011)CrossRef Pan, G., Sun, L., Wu, Z., et al.: Monocular camera-based face liveness detection by combining eyeblink and scene context. Telecommun. Syst. 47(3–4), 215–225 (2011)CrossRef
10.
go back to reference Pan, G., Wu, Z., Sun, L.: Liveness detection for face recognition. In: Recent Advances in Face Recognition. InTech (2008) Pan, G., Wu, Z., Sun, L.: Liveness detection for face recognition. In: Recent Advances in Face Recognition. InTech (2008)
11.
go back to reference Tronci, R., Muntoni, D., Fadda, G., et al.: Fusion of multiple clues for photo-attack detection in face recognition systems. In: International Joint Conference on Biometrics, pp. 1–6. IEEE Computer Society (2011) Tronci, R., Muntoni, D., Fadda, G., et al.: Fusion of multiple clues for photo-attack detection in face recognition systems. In: International Joint Conference on Biometrics, pp. 1–6. IEEE Computer Society (2011)
12.
go back to reference Ojala, T., Pietikäinen, M., Mäenpää, T.: Multiresolution gray-scale and rotation invariant texture classification with local binary patterns. In: European Conference on Computer Vision, pp. 404–420. Springer-Verlag (2000) Ojala, T., Pietikäinen, M., Mäenpää, T.: Multiresolution gray-scale and rotation invariant texture classification with local binary patterns. In: European Conference on Computer Vision, pp. 404–420. Springer-Verlag (2000)
13.
go back to reference Parveen, S., Ahmed, S., Mumtazah, S., et al.: Texture analysis using local ternary pattern for face anti-spoofing. Sci. Int. 28(2), 968–970 (2016) Parveen, S., Ahmed, S., Mumtazah, S., et al.: Texture analysis using local ternary pattern for face anti-spoofing. Sci. Int. 28(2), 968–970 (2016)
14.
go back to reference Kollreider, K., Fronthaler, H., Bigun, J.: Non-intrusive liveness detection by face images. Image Vis. Comput. 27(3), 233–244 (2009)CrossRef Kollreider, K., Fronthaler, H., Bigun, J.: Non-intrusive liveness detection by face images. Image Vis. Comput. 27(3), 233–244 (2009)CrossRef
15.
go back to reference Bao, W., Li, H., Li, N., et al.: A liveness detection method for face recognition based on optical flow field. In: International Conference on Image Analysis and Signal Processing, pp. 233–236. IEEE (2009) Bao, W., Li, H., Li, N., et al.: A liveness detection method for face recognition based on optical flow field. In: International Conference on Image Analysis and Signal Processing, pp. 233–236. IEEE (2009)
Metadata
Title
Face Anti-spoofing Based on Motion
Authors
Ran Wang
Jing Xiao
Ruimin Hu
Xu Wang
Copyright Year
2018
DOI
https://doi.org/10.1007/978-3-319-77383-4_20