Revisiting pixel-wise supervision for face anti-spoofing

Z Yu, X Li, J Shi, Z **a, G Zhao - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Face anti-spoofing (FAS) plays a vital role in securing face recognition systems from the
presentation attacks (PAs). As more and more realistic PAs with novel types spring up, it is …

Cross‐ethnicity face anti‐spoofing recognition challenge: A review

A Liu, X Li, J Wan, Y Liang, S Escalera… - IET …, 2021 - Wiley Online Library
Face anti‐spoofing is critical to prevent face recognition systems from a security breach. The
biometrics community has achieved impressive progress recently due to the excellent …

Domain generalization via shuffled style assembly for face anti-spoofing

Z Wang, Z Wang, Z Yu, W Deng, J Li… - Proceedings of the …, 2022 - openaccess.thecvf.com
With diverse presentation attacks emerging continually, generalizable face anti-spoofing
(FAS) has drawn growing attention. Most existing methods implement domain generalization …

Towards fast, accurate and stable 3d dense face alignment

J Guo, X Zhu, Y Yang, F Yang, Z Lei, SZ Li - European Conference on …, 2020 - Springer
Existing methods of 3D dthus limiting the scope of their practical applications. In this paper,
we propose a novel regression framework which makes a balance among speed, accuracy …

Searching central difference convolutional networks for face anti-spoofing

Z Yu, C Zhao, Z Wang, Y Qin, Z Su… - Proceedings of the …, 2020 - openaccess.thecvf.com
Face anti-spoofing (FAS) plays a vital role in face recognition systems. Most state-of-the-art
FAS methods 1) rely on stacked convolutions and expert-designed network, which is weak …

Flip: Cross-domain face anti-spoofing with language guidance

K Srivatsan, M Naseer… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
Face anti-spoofing (FAS) or presentation attack detection is an essential component of face
recognition systems deployed in security-critical applications. Existing FAS methods have …

Deep learning for face anti-spoofing: A survey

Z Yu, Y Qin, X Li, C Zhao, Z Lei… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
Face anti-spoofing (FAS) has lately attracted increasing attention due to its vital role in
securing face recognition systems from presentation attacks (PAs). As more and more …

Single-side domain generalization for face anti-spoofing

Y Jia, J Zhang, S Shan, X Chen - Proceedings of the IEEE …, 2020 - openaccess.thecvf.com
Existing domain generalization methods for face anti-spoofing endeavor to extract common
differentiation features to improve the generalization. However, due to large distribution …

NAS-FAS: Static-dynamic central difference network search for face anti-spoofing

Z Yu, J Wan, Y Qin, X Li, SZ Li… - IEEE transactions on …, 2020 - ieeexplore.ieee.org
Face anti-spoofing (FAS) plays a vital role in securing face recognition systems. Existing
methods heavily rely on the expert-designed networks, which may lead to a sub-optimal …

Deep spatial gradient and temporal depth learning for face anti-spoofing

Z Wang, Z Yu, C Zhao, X Zhu, Y Qin… - Proceedings of the …, 2020 - openaccess.thecvf.com
Face anti-spoofing is critical to the security of face recognition systems. Depth supervised
learning has been proven as one of the most effective methods for face anti-spoofing …