Deep face recognition: A survey

M Wang, W Deng - Neurocomputing, 2021 - Elsevier
Deep learning applies multiple processing layers to learn representations of data with
multiple levels of feature extraction. This emerging technique has reshaped the research …

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 …

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 …

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 …

On the detection of digital face manipulation

H Dang, F Liu, J Stehouwer, X Liu… - Proceedings of the …, 2020 - openaccess.thecvf.com
Detecting manipulated facial images and videos is an increasingly important topic in digital
media forensics. As advanced face synthesis and manipulation methods are made …

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 …

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 …

Density-aware single image de-raining using a multi-stream dense network

H Zhang, VM Patel - … of the IEEE conference on computer …, 2018 - openaccess.thecvf.com
Single image rain streak removal is an extremely challenging problem due to the presence
of non-uniform rain densities in images. We present a novel density-aware multi-stream …

Learning deep models for face anti-spoofing: Binary or auxiliary supervision

Y Liu, A Jourabloo, X Liu - Proceedings of the IEEE …, 2018 - openaccess.thecvf.com
Face anti-spoofing is crucial to prevent face recognition systems from a security breach.
Previous deep learning approaches formulate face anti-spoofing as a binary classification …