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.

Databases

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

Contents

• Deep-Learning-Based Methods
• Traditional Methods
• Domain Generalization
• Zero/few-shot Learning or Anomaly Detection

Deep-Learning-Based Methods

Title	Venue	Remarks
Leveraging Shape, Reflectance and Albedo from Shading for Face Presentation Attack Detection	IEEE TIFS 2020	SfS
Searching Central Difference Convolutional Networks for Face Anti-Spoofing	CVPR 2020	RGB, NAS
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

Traditional Methods

Title	Venue	Remarks
Face Spoofing Detection Using Colour Texture Analysis	IEEE TIFS 2016	RGB, 2D Attack, Color LBP
Spoofing Face Recognition With 3D Masks	IEEE TIFS 2014	3D Mask
Face Spoofing Detection Through Visual Codebooks of Spectral Temporal Cubes	IEEE TIP 2015	RGB, 2D Attack,
Face Spoof Detection with Image Distortion Analysis	IEEE TIFS 2015	RGB, 2D Attack, IDA
Face spoofing detection from single images using texture and local shape analysis	IJCB 2011	RGB, 2D Presentation Attack, LBP

Domain Generalization/Adaptation

Title	Venue	Remarks
Domain Agnostic Feature Learning for Image and Video Based Face Anti-Spoofing	ArXiv 2019	RGB, 2D Attack
Multi-adversarial Discriminative Deep Domain Generalization for Face Presentation Attack Detection	CVPR 2019	RGB, 2D Attack,
Learning generalized deep feature representation for face anti-spoofing	IEEE TIFS 2018	RGB, 2D Presentation Attack,
Unsupervised domain adaptation for face anti-spoofing	IEEE TIFS 2018	RGB, 2D Attack, unsupervised domain adaptation
Person-Specific Face Antispoofing With Subject Domain Adaptation	IEEE TIFS 2015	RGB, 2D Attack, Person-specific

Zero/few-shot Learning or Anomaly Detection

Title	Venue	Remarks
Learning Meta Model for Zero- and Few-shot Face Anti-spoofing	AAAI 2020	RGB, 2D Presentation Attack, Meta Learning
Deep Tree Learning for Zero-shot Face Anti-Spoofing	CVPR 2019	RGB, 2D Attack
Deep Anomaly Detection for Generalized Face Anti Spoofing	CVPRW 2019	RGB, 2D Attack

System / Mobile Applications

Title	Venue	Remarks
Face Flashing: a Secure Liveness Detection Protocol based on Light Reflections	NDSS 2018	RGB+Flashing
Light Field-Based Face Presentation Attack Detection: Reviewing, Benchmarking and One Step Further	IEEE TIFS 2018	Light Filed-Based
rtCaptcha: A Real-Time CAPTCHA Based Liveness Detection System	NDSS 2018	RGB, Captcha
Face Liveness Detection Using a Flash Against 2D Spoofing Attack	IEEE TIFS 2017	RGB+Flashing, 2D Attack
Your face your heart: Secure mobile face authentication with photoplethysmograms	INFORCOM 2017	RGB, rPPG
Seeing your face is not enough: An inertial sensor-based liveness detection for face authentication	ACM CCS 2015	RGB+Accelerometer
Sensor-assisted facial recognition: an enhanced biometric authentication system for smartphones	Mobisys 2014	RGB+ Sensors

Attack

Title	Venue	Remarks
Virtual U: Defeating Face Liveness Detection by Building Virtual Models from Your Public Photos	USENIX SS 2018	VR tech for spoofing