# Face Anti-Spoofing Based on Deep Learning: A Comprehensive Survey
## Abbreviations
(2009) [PERSON]; [PERSON]; [PERSON] Face live detection method based on physiological motion analysis. _Tsinghua Sci. Technol._**2009**, _14_, 685-690. [CrossRef]
* [PERSON] et al. (2007) [PERSON]; [PERSON]; [PERSON]; [PERSON] Real-Time Face Detection and Motion Analysis With Application in \"Liveness\" Assessment. _IEEE Trans. Inf. Forensics Secur._**2007**, \(2\), 548-558. [CrossRef]
* [PERSON] et al. (2017) [PERSON] [PERSON]; [PERSON] [PERSON]; [PERSON] [PERSON] PPSecure: Biometric Presentation Attack Detection Using Photoplethysmograms. In Proceedings of the 2017 12 th IEEE International Conference on Automatic Face & Gesture Recognition (FG 2017), Washington, DC, USA, 30 May-3 June 2017; pp. 56-62. * [PERSON] et al. (2016) [PERSON]; [PERSON]; [PERSON]; [PERSON] 3D mask face anti-spoofing with remote photoplethysmography. In _Computer Vision-ECCV 2016, Proceedings of the 14 th European Conference, Amsterdam, The Netherlands, 11-14 October 2016, Proceedings, Part VII 14_; Springer: Berlin/Heidelberg, Germany, 2016; pp. 85-100. * [PERSON] and [PERSON] (2018) [PERSON]; [PERSON] [PERSON] Pulse-based Features for Face Presentation Attack Detection. In Proceedings of the 2018 IEEE 9 th International Conference on Biometrics Theory, Applications and Systems (BTAS), Redondo Beach, CA, USA, 22-25 October 2018; pp. 1-8. * [PERSON] et al. (2009) [PERSON]; [PERSON]; [PERSON]; [PERSON] A liveness detection method for face recognition based on optical flow field. In Proceedings of the 2009 International Conference on Image Analysis and Signal Processing, Kuala Lumpur, Malaysia, 18-19 November 2009; pp. 233-236. * [PERSON] et al. (2009) [PERSON]; [PERSON]; [PERSON] [PERSON] Non-intrusive liveness detection by face images. _Image Vis. Comput._**2009**, _27_, 233-244. [CrossRef]
* [PERSON] et al. (2013) [PERSON]; [PERSON]; [PERSON] [PERSON]; [PERSON] Computationally Efficient Face Spoofing Detection with Motion Magnification. In Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition Workshops, Portland, OR, USA, 23-28 June 2013; pp. 105-110. * [PERSON] et al. (2015) [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]; [PERSON]. Detection of Face Spoofing Using Visual Dynamics. _IEEE Trans. Inf. Forensics Secur._**2015**, _10_, 762-777. [CrossRef]
* [PERSON] et al. (2011) [PERSON]; [PERSON]; [PERSON] Face spoofing detection from single images using micro-texture analysis. In Proceedings of the 2011 International Joint Conference on Biometrics (IJCB), Washington, DC, USA, 11-13 October 2011; pp. 1-7. * TOP Based Countermeasure against Face Spoofing Attacks. In _Computer Vision--ACCV 2012 Workshops_; Springer: Berlin/Heidelberg, Germany, 2013; pp. 121-132. * [PERSON] et al. (2016) [PERSON]; [PERSON] [PERSON]; [PERSON] Face Spoofing Detection Using Colour Texture Analysis. _IEEE Trans. Inf. Forensics Secur._**2016**, _11_, 1818-1830. [CrossRef]
* [PERSON] et al. (2016) [PERSON]; [PERSON]; [PERSON] Secure Face Unlock: Spoof Detection on Smartphones. _IEEE Trans. Inf. Forensics Secur._**2016**, _11_, 2268-2283. [CrossRef]
* [PERSON] et al. (2016) [PERSON]; [PERSON] [PERSON]; [PERSON] [PERSON] Face Anti-Spoofing using Speeded-Up Robust Features and Fisher Vector Encoding. _IEEE Signal Process. Lett._**2016**, _24_, 141-145. [CrossRef]
* [PERSON] et al. (2013) [PERSON], [PERSON]; [PERSON]; [PERSON] Context based face anti-spoofing. In Proceedings of the 2013 IEEE Sixth International Conference on Biometrics: Theory, Applications and Systems (BTAS), Arlington, VA, USA, 29 September-2 October 2013; pp. 1-8. * [PERSON] et al. (2010) [PERSON]; [PERSON]; [PERSON]; [PERSON] Face Liveness Detection from a Single Image with Sparse Low Rank Bilinear Discriminative Model. In _Computer Vision--ECCV 2010, Proceedings of the 11 th European Conference on Computer Vision, Heraklion, Crete, Greece, 5-11 September 2010, Proceedings, Part VI 11_; Springer: Berlin/Heidelberg, Germany, 2010; pp. 504-517. * [PERSON] and [PERSON] (2014) [PERSON]; [PERSON] Face Anti-spoofing Based on General Image Quality Assessment.