Awesome-FAS (Face Anti-Spoofing)
A curated list of Face Anti-Spoofing and related resources. This is inspired by awesome-deep-vision, awesome-adversarial-machine-learning, awesome-deep-learning-papers, Awesome-NAS and Awesome-Pruing
Please feel free to pull requests or open an issue to add papers.
Name |
Publisher |
Release year |
Attack |
Modal |
CASIA SURF |
CASIA CBSR |
2019 |
2D Attack (Print) |
RGB, Depth, Infrared (IR) |
ROSE-YOUTU |
ROSE Lab NTU, Singapore & YOUTU Lab, Tencent |
2018 |
2D Attack (Replay, Print), Paper Mask |
RGB |
OULU-NPU |
OULU University, Finland |
2018 |
2D Attack (Replay, Print) |
RGB |
SiW (Spoofing in the Wild) |
Michigan State University |
2018 |
2D (Replay, Print) |
RGB |
HKBU-MARs |
HKBU |
2018 |
3D MASK |
RGB |
Multispectral-Spoof Dataset |
Idiap Research Institute |
2015 |
2D Attack (Print) |
RGB, Near-Infrared, Depth |
IDIAP 3D Mask Attack Dataset |
Idiap Research Institute |
2013 |
3D Mask |
RGB, Depth |
IDIAP Replay Attack |
Idiap Research Institute |
2012 |
2D Attack (Replay, Print) |
RGB |
CASIA FASD |
CASIA CBSR |
2012 |
2D Attack (Replay, Print) |
RGB |
Deep-Learning-Based Methods
Title |
Venue |
Remarks |
Regularized Fine-grained Meta Face Anti-spoofing |
AAAI 2020 |
RGB, 2D Attack, Meta Learning, Code |
Attention-Based Two-Stream Convolutional Networks for Face Spoofing Detection |
IEEE TIFS 2019 |
RGB, 2D Attack |
Biometric Face Presentation Attack Detection with Multi-Channel Convolutional Neural Network |
IEEE TIFS 2019 |
RGB+IR+Depth, 2D Presentation Attack |
Face Anti-Spoofing: Model Matters, So Does Data |
CVPR 2019 |
RGB, 2D Attack,data augmentation |
A Dataset and Benchmark for Large-scale Multi-modal Face Anti-spoofing |
CVPR 2019 |
RGB+IR+Depth, 2D Attack |
Exploiting temporal and depth information for multi-frame face anti-spoofing |
ArXiv 2018 |
RGB, 2D Presentation Attack, Multi-frame |
Face De-Spoofing: Anti-Spoofing via Noise Modeling |
ECCV 2018 |
RGB, 2D Attack, pseudo depth, Code |
Learning Deep Models for Face Anti-Spoofing: Binary or Auxiliary Supervision |
CVPR 2018 |
RGB, 2D Attack, pseudo depth+rPPG |
Face Anti-Spoofing Using Patch and Depth-Based CNNs |
IJCB 2017 |
RGB, 2D Attack, pseudo depth |
Domain Generalization/Adaptation
Zero/few-shot Learning or Anomaly Detection
System / Mobile Applications