Domain agnostic feature learning for image and video based face anti-spoofing

S Saha, W Xu, M Kanakis… - Proceedings of the …, 2020 - openaccess.thecvf.com
Nowadays, the increasingly growing number of mobile and computing devices has led to a
demand for safer user authentication systems. Face anti-spoofing is a measure towards this …

Spoof trace disentanglement for generic face anti-spoofing

Y Liu, X Liu - IEEE Transactions on Pattern Analysis and …, 2022 - ieeexplore.ieee.org
Prior studies show that the key to face anti-spoofing lies in the subtle image patterns, termed
“spoof trace,” eg, color distortion, 3D mask edge, and Moiré pattern. Spoof detection rooted …

Progressive transfer learning for face anti-spoofing

R Quan, Y Wu, X Yu, Y Yang - IEEE Transactions on Image …, 2021 - ieeexplore.ieee.org
Face anti-spoofing (FAS) techniques play an important role in defending face recognition
systems against spoofing attacks. Existing FAS methods often require a large number of …

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 …

Dual-cross central difference network for face anti-spoofing

Z Yu, Y Qin, H Zhao, X Li, G Zhao - arXiv preprint arXiv:2105.01290, 2021 - arxiv.org
Face anti-spoofing (FAS) plays a vital role in securing face recognition systems. Recently,
central difference convolution (CDC) has shown its excellent representation capacity for the …

Adaptive mixture of experts learning for generalizable face anti-spoofing

Q Zhou, KY Zhang, T Yao, R Yi, S Ding… - Proceedings of the 30th …, 2022 - dl.acm.org
With various face presentation attacks emerging continually, face anti-spoofing (FAS)
approaches based on domain generalization (DG) have drawn growing attention. Existing …

Casia-surf: A large-scale multi-modal benchmark for face anti-spoofing

S Zhang, A Liu, J Wan, Y Liang, G Guo… - … and Identity Science, 2020 - ieeexplore.ieee.org
Face anti-spoofing is essential to prevent face recognition systems from a security breach.
Much of the progresses have been made by the availability of face anti-spoofing benchmark …

Attention-based spatial-temporal multi-scale network for face anti-spoofing

W Zheng, M Yue, S Zhao, S Liu - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Face anti-spoofing is essential to the face recognition system. Although previous work has
made great progress in spatial auxiliary supervision and temporal feature extraction, there …

Feature generation and hypothesis verification for reliable face anti-spoofing

S Liu, S Lu, H Xu, J Yang, S Ding, L Ma - Proceedings of the AAAI …, 2022 - ojs.aaai.org
Although existing face anti-spoofing (FAS) methods achieve high accuracy in intra-domain
experiments, their effects drop severely in cross-domain scenarios because of poor …

Face anti-spoofing with human material perception

Z Yu, X Li, X Niu, J Shi, G Zhao - … Conference, Glasgow, UK, August 23–28 …, 2020 - Springer
Face anti-spoofing (FAS) plays a vital role in securing the face recognition systems from
presentation attacks. Most existing FAS methods capture various cues (eg, texture, depth …