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Liveness Detection Dataset: 3D Paper Mask Attacks
Paper mask attack dataset for training PAD and liveness detection models against low-cost 3D spoofing — 2,000+ videos on iOS and Android, ISO 30107-3 Level 1/2 attack category
What This Dataset Covers
2,000+ video recordings of 3D paper mask presentation attacks — masks with volumetric elements that simulate facial depth. Captured on iOS and Android devices, ~7 sec per video, with zoom-in/zoom-out phases for active liveness scenarios
- 40+ participants
- Balanced gender and ethnicity representation (Caucasian, Black, Asian)
- Multiple device types: low-end to flagship
Attack Classification (ISO 30107-3)
This attack type falls under 3D artifact attacks in the ISO 30107-3 taxonomy — the same category tested in iBeta Level 1 and Level 2 certification. Paper masks with volume elements (protruding nose, forehead, shoulders) are one of the most accessible attack vectors, making them a baseline requirement for any PAD system
How This Dataset Fits into Anti-Spoofing Pipelines
- Standalone: Train a binary classifier (live vs. paper mask attack)
- Combined: Merge with other attack types for a multi-class PAD model — pairs well with replay, print, and silicone mask data
- iBeta prep: Use alongside live session data to simulate Level 1 certification test conditions
Related Datasets
For a more advanced version of this attack type, see:
Wrapped 3D Paper Mask Spoofing Dataset — full-face masks
on mannequins with wigs and accessories
For the complete anti-spoofing collection:
Face Anti-Spoofing Dataset — 100,000+ videos, 11 attack types.
Full version of the dataset is available for commercial usage. Leave a request on our website Axonlabs to purchase the dataset 💰
Keywords
- iBeta Certifications
- PAD Attacks
- Presentation Attack Detection
- Antispoofing
- Liveness Detection
- Spoof Detection
- Facial Recognition
- Biometric Authentication
- Security Systems
- AI Dataset
- 3D Mask Attack Dataset
- Active Liveness
- Anti-Spoofing Technology
- Facial Biometrics
- Machine Learning Dataset
- Deep Learning
Contact and Feedback
We welcome your feedback! Feel free to reach out to us and share your experience with this dataset. If you're interested, you can also receive additional samples for free! 😊
Visit us at Axonlabs to request a full version of the dataset for commercial usage.
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