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 …

Cfpl-fas: Class free prompt learning for generalizable face anti-spoofing

A Liu, S Xue, J Gan, J Wan, Y Liang… - Proceedings of the …, 2024‏ - openaccess.thecvf.com
Abstract Domain generalization (DG) based Face Anti-Spoofing (FAS) aims to improve the
model's performance on unseen domains. Existing methods either rely on domain labels to …

Test-time domain generalization for face anti-spoofing

Q Zhou, KY Zhang, T Yao, X Lu… - Proceedings of the …, 2024‏ - openaccess.thecvf.com
Abstract Face Anti-Spoofing (FAS) is pivotal in safeguarding facial recognition systems
against presentation attacks. While domain generalization (DG) methods have been …

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 …

Fm-vit: Flexible modal vision transformers for face anti-spoofing

A Liu, Z Tan, Z Yu, C Zhao, J Wan… - IEEE Transactions …, 2023‏ - ieeexplore.ieee.org
The availability of handy multi-modal (ie, RGB-D) sensors has brought about a surge of face
anti-spoofing research. However, the current multi-modal face presentation attack detection …

Suppress and rebalance: Towards generalized multi-modal face anti-spoofing

X Lin, S Wang, R Cai, Y Liu, Y Fu… - Proceedings of the …, 2024‏ - openaccess.thecvf.com
Abstract Face Anti-Spoofing (FAS) is crucial for securing face recognition systems against
presentation attacks. With advancements in sensor manufacture and multi-modal learning …

Learning meta pattern for face anti-spoofing

R Cai, Z Li, R Wan, H Li, Y Hu… - IEEE Transactions on …, 2022‏ - ieeexplore.ieee.org
Face Anti-Spoofing (FAS) is essential to secure face recognition systems and has been
extensively studied in recent years. Although deep neural networks (DNNs) for the FAS task …

Learning multi-granularity temporal characteristics for face anti-spoofing

Z Wang, Q Wang, W Deng… - IEEE Transactions on …, 2022‏ - ieeexplore.ieee.org
Face anti-spoofing (FAS) is essential for securing face recognition systems. Despite the
decent performance, few existing works fully leverage temporal information. This would …

Surveillance face anti-spoofing

H Fang, A Liu, J Wan, S Escalera… - IEEE Transactions …, 2023‏ - ieeexplore.ieee.org
Face Anti-spoofing (FAS) is essential to secure face recognition systems from various
physical attacks. However, recent research generally focuses on short-distance applications …

Face anti-spoofing using transformers with relation-aware mechanism

Z Wang, Q Wang, W Deng… - IEEE Transactions on …, 2022‏ - ieeexplore.ieee.org
Face anti-spoofing (FAS) is important to secure face recognition systems. Deep learning has
obtained great success in this area, however, most existing approaches fail to consider …