Face liveness detection using artificial intelligence techniques: A systematic literature review and future directions

S Khairnar, S Gite, K Kotecha, SD Thepade - Big Data and Cognitive …, 2023 - mdpi.com
Biometrics has been evolving as an exciting yet challenging area in the last decade. Though
face recognition is one of the most promising biometrics techniques, it is vulnerable to …

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 …

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 …

Rehearsal-free domain continual face anti-spoofing: Generalize more and forget less

R Cai, Y Cui, Z Li, Z Yu, H Li, Y Hu… - Proceedings of the …, 2023 - openaccess.thecvf.com
Abstract Face Anti-Spoofing (FAS) is recently studied under the continual learning setting,
where the FAS models are expected to evolve after encountering data from new domains …

Beyond the prior forgery knowledge: Mining critical clues for general face forgery detection

A Luo, C Kong, J Huang, Y Hu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Face forgery detection is essential in combating malicious digital face attacks. Previous
methods mainly rely on prior expert knowledge to capture specific forgery clues, such as …

One-class knowledge distillation for face presentation attack detection

Z Li, R Cai, H Li, KY Lam, Y Hu… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Face presentation attack detection (PAD) has been extensively studied by research
communities to enhance the security of face recognition systems. Although existing methods …

Benchmarking joint face spoofing and forgery detection with visual and physiological cues

Z Yu, R Cai, Z Li, W Yang, J Shi… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Face anti-spoofing (FAS) and face forgery detection play vital roles in securing face
biometric systems from presentation attacks (PAs) and vicious digital manipulation (eg …

Flexible-modal face anti-spoofing: A benchmark

Z Yu, A Liu, C Zhao, KHM Cheng… - Proceedings of the …, 2023 - openaccess.thecvf.com
Face anti-spoofing (FAS) plays a vital role in securing face recognition systems from
presentation attacks. Benefitted from the maturing camera sensors, single-modal (RGB) and …

Beyond the pixel world: A novel acoustic-based face anti-spoofing system for smartphones

C Kong, K Zheng, S Wang, A Rocha… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
2D face presentation attacks are one of the most notorious and pervasive face spoofing
types, which have caused pressing security issues to facial authentication systems. While …

[PDF][PDF] Digital and physical face attacks: Reviewing and one step further

C Kong, S Wang, H Li - APSIPA Transactions on Signal and …, 2022 - nowpublishers.com
With the rapid progress over the past five years, face authentication has become the most
pervasive biometric recognition method. Thanks to the high-accuracy recognition …