Domain generalization: A survey

K Zhou, Z Liu, Y Qiao, T Xiang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Generalization to out-of-distribution (OOD) data is a capability natural to humans yet
challenging for machines to reproduce. This is because most learning algorithms strongly …

Revisiting pixel-wise supervision for face anti-spoofing

Z Yu, X Li, J Shi, Z Xia, 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 …

Sharpness-aware gradient matching for domain generalization

P Wang, Z Zhang, Z Lei… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
The goal of domain generalization (DG) is to enhance the generalization capability of the
model learned from a source domain to other unseen domains. The recently developed …

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 …

Rethinking domain generalization for face anti-spoofing: Separability and alignment

Y Sun, Y Liu, X Liu, Y Li… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
This work studies the generalization issue of face anti-spoofing (FAS) models on domain
gaps, such as image resolution, blurriness and sensor variations. Most prior works regard …

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 …

Patchnet: A simple face anti-spoofing framework via fine-grained patch recognition

CY Wang, YD Lu, ST Yang… - Proceedings of the IEEE …, 2022 - openaccess.thecvf.com
Face anti-spoofing (FAS) plays a critical role in securing face recognition systems from
different presentation attacks. Previous works leverage auxiliary pixel-level supervision and …

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 …

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 …

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 …