A curated list of Face Authentication Security (including face anti-spoofing/face presentation attack/face liveness detection, face attack models, etc.) 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 | Release year | Attacks | Modalities | #subjects | #videos |
---|---|---|---|---|---|
Ambient-Flash | 2021 | 2D attacks | VIS, additional light flashing | ||
3DMA | 2019 | 3D Mask | VIS,NIR | 67 genuine + 48masks | 920 |
CASIA-SURF 3D HiFi Mask | 2020 | 3D Mask | VIS | ||
CASIA-SURF 3D Mask, paper | 2020 | 3D Mask | VIS | ||
CUHK MMLab CelebA-Spoof | 2020 | 2D Print, Replay (Derived from CelbeA dataset) | VIS | ||
CASIA-SURF Cross-ethnicity Face Anti-spoofing (CeFA), paper | 2019 | 2D Print, Replay; 3D print, silica gel mask | VIS, Depth, Infrared (IR) | 8 | 192 |
IDIAP WMCA | 2019 | 2D Print, Replay and 3D Rigid Mask, Flexible Mask, Paper Mask attacks | VIS, depth, infrared and thermal | 72 | 6716 |
CASIA-SURF, paper | 2018 | 2D Print/Cut | VIS, Depth, Infrared (IR) | 1000 | 21000 |
IDIAP CSMAD, paper | 2018 | Custom Silicone Mask Attack | VIS, near-infrared (NIR), Thermal from long-wave infrared (LWIR), | ||
ROSE-YOUTU | 2018 | 2D Replay, Print, Paper Mask | VIS | 25 | 4225 |
2019 | 2D Replay, Print & 3D Mask | VIS | |||
MSU SiW (Spoofing in the Wild) | 2018 | 2D Replay, Print | VIS | 165 | 4620 |
HKBU-MARs | 2016 | 3D MASK | VIS | 12 | 1008 |
OULU-NPU | 2017 | 2D Replay, Print | VIS | 55 | 5940 |
IDIAP Multispectral-Spoof Dataset | 2015 | 2D Print | VIS, Near-Infrared | 21 | 4704 images |
IDIAP 3D Mask Attack Dataset (3DMAD), paper | 2013 | 3D Mask | VIS, Depth | 17 | 255 |
IDIAP Replay Attack | 2012 | 2D Replay, Print | VIS | ||
CASIA MFSD (FASD) | 2012 | 2D Replay, Print | VIS | 50 | 600 |
Title | Venue | Note |
---|---|---|
Face Anti-Spoofing Using Patch and Depth-Based CNNs | IJCB 2017 | RGB, 2D Attack, pseudo depth |
Face Spoofing Detection Using Colour Texture Analysis | T-IFS 2016 | RGB, 2D Attack, Color LBP |
Spoofing Face Recognition With 3D Masks | T-IFS 2014 | 3D Mask |
Face Spoofing Detection Through Visual Codebooks of Spectral Temporal Cubes | IEEE TIP 2015 | RGB, 2D Attack, |
Person-Specific Face Anti-Spoofing With Subject Domain Adaptation | T-IFS 2015 | RGB, 2D Attack, Person-specific |
Face Spoof Detection with Image Distortion Analysis | T-IFS 2015 | RGB, 2D Attack, IDA |
Using Visual Rhythms for Detecting Video-Based Facial Spoof Attacks | T-IFS 2015 | VIS, 2D Replay |
Face spoofing detection from single images using texture and local shape analysis | IJCB 2011 | RGB, 2D Presentation Attack, LBP |
Title | Venue | Note |
---|---|---|
Light Can Hack Your Face! Black-box Backdoor Attack on Face Recognition Systems | ArXiv 2020 | Face Recognition Attack |
Virtual U: Defeating Face Liveness Detection by Building Virtual Models from Your Public Photos | USENIX SS 2018 | VR tech for spoofing |
- T-PAMI: IEEE Transactions on Pattern Analysis and Machine Intelligence
- T-IFS: IEEE Transactions on Information Forensics and Security
- T-IP: IEEE Transactions on Image Processing
- T-DSC: IEEE Transactions on Cognitive and Developmental Systems
- T-BIOM IEEE Transactions on Biometrics, Behavior, and Identity Science
- CVPR: Conference on Computer Vision and Pattern Recognition
- ICCV: International Conference on Computer Vision
- ECCV: European Conference on Computer Vision (Springer)
- USENIX SS: Proceedings of USENIX Security Symposium
- NDSS: The Network and Distributed System Security Symposium
- Infocom: IEEE International Conference on Computer Communications
- MobiCom: International Conference On Mobile Computing And Networking
- CCS: ACM Computer and Communications Security Conference
- MobiSys: International Conference on Mobile Systems, Applications, and Services
- IJCB: International Joint Conference on Biometrics
- ArXiv: Papers that only appear in ArXiv are regarded not published, but they are collected here for reference only.