/Awesome-FAS

Paper collection of about the face anti-spoofing

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
CASIA SURF CASIA CBSR 2019 Replay (2D, IR data)
OULU-NPU OULU University, Finland 2018 Replay, Print(2D)
SiW (Spoofing in the Wild) Michigan State University 2018 2D: Replay, Print
HKBU-MARs HKBU 2018 3D MASK
IDIAP 3D Mask Attack Dataset Idiap Research Institute 2013 3D Mask
IDIAP Replay Attack Idiap Research Institute 2012 Replay, Print(2D)
CASIA FASD CASIA CBSR 2012 Replay, Print(2D)

Contents

Abbreviations for remarks

Data type RGB IR SL PC
Explanation RGB data Infrared data Structure light data Point Cloud data

Common CNN-Based Method

Title Venue Remarks
Biometric Face Presentation Attack Detection with Multi-Channel Convolutional Neural Network IEEE TIFS 2019 RGB
Attention-Based Two-Stream Convolutional Networks for Face Spoofing Detection IEEE TIFS 2019 RGB
Face Anti-Spoofing: Model Matters, So Does Data CVPR 2019 RGB
A Dataset and Benchmark for Large-scale Multi-modal Face Anti-spoofing CVPR 2019 RGB+IR+Depth
Face De-Spoofing: Anti-Spoofing via Noise Modeling ECCV 2018 RGB,Code
Learning Deep Models for Face Anti-Spoofing: Binary or Auxiliary Supervision CVPR 2018 RGB, pseudo Depth+rPPG
Face Anti-Spoofing Using Patch and Depth-Based CNNs IJCB 2017 RGB, pseudo Depth

Traditional Methods

Title Venue Remarks
Face Spoofing Detection Using Colour Texture Analysis IEEE TIFS 2016 RGB, Color LBP
Face Spoofing Detection Through Visual Codebooks of Spectral Temporal Cubes IEEE TIP 2015 RGB
Face Spoof Detection with Image Distortion Analysis IEEE TIFS 2015 RGB
Face spoofing detection from single images using texture and local shape analysis IJCB 2011 RGB, LBP

Domain Generalization

Title Venue Remarks
Multi-adversarial Discriminative Deep Domain Generalization for Face Presentation Attack Detection CVPR 2019 RGB
Learning generalized deep feature representation for face anti-spoofing IEEE TIFS 2018 RGB
Unsupervised domain adaptation for face anti-spoofing IEEE TIFS 2018 RGB
Person-Specific Face Antispoofing With Subject Domain Adaptation IEEE TIFS 2015 RGB, Person-specific

Zero/few-shot Learning or Anomaly Detection

Title Venue Remarks
Deep Tree Learning for Zero-shot Face Anti-Spoofing CVPR 2019 RGB
Deep Anomaly Detection for Generalized Face Anti Spoofing CVPRW 2019 RGB

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
Your face your heart: Secure mobile face authentication with photoplethysmograms INFORCOM 2017 RGB+rPPG
Sensor-assisted facial recognition: an enhanced biometric authentication system for smartphones Mobisys 2014 RGB+Sensor

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