Database |
Year of release |
# subjects |
# videos |
Acquisition camera device |
Attack type |
Subject race |
Subject gender |
Subject age |
NUAA [1] |
2010 |
15 |
•24 genuine • 33 spoof |
• Web-cam (640 × 480) |
• Printed photo |
• Asian 100% |
• Male 80% • Female 20% |
20 to 30 yrs |
Idiap REPLAYATTACK [2][3][4] |
2012 |
50 |
• 200 genuine • 1,000 spoof |
• MacBook 13’’ camera (320 × 240) |
• Printed photo • Display photo (mobile/HD) • Replayed video (mobile/HD) |
• White 76% • Asian 22% • Black 2% |
• Male 86% • Female 14% |
20 to 40 yrs |
CASIA FASD [5] |
2012 |
50 |
• 150 genuine • 450 spoof |
• Low-quality camera (640 × 480) • Normal-quality camera (480 × 640) • Sony NEX-5 camera (1280 × 720) |
• Printed photo • Replayed video (HD) |
• Asian 100% |
• Male 86% • Female 14% |
20 to 35 yrs |
MSU MFSD [6] |
2014 |
55① |
• 110 genuine • 330 spoof |
• MacBook Air 13” camera (640 × 480) • Google Nexus 5 camera (720 × 480) |
• Printed photo • Replayed video (mobile/HD) |
• White 70% • Asian 28% • Black 2% |
• Male 63% • Female 37% |
20 to 60 yrs |
The Oulu-NPU face anti-spoofing database |
2016 |
55 |
• 990 genuine • 3,960 spoof |
• Front cameras of six mobile devices(1080×1920) (Samsung Galaxy S6 edge, HTC Desire EYE, MEIZU X5, ASUS Zenfone Selfie, Sony XPERIA C5 Ultra Dual and OPPO N3) |
• Two printed photo • Two replayed video (mobile/HD) |
• White 4% • Asian 96% |
• Male 69% • Female31% |
20 to 60 yrs |
注:① MSU MFSD中55个人的数据,只有35个人的数据可以公开使用。
②“Cut photo attack”表示将打印图片中眼睛部位剪掉,攻击者用他的照片盖住他的脸,并且可以在洞里眨眼睛。
CASIA FASD 3D-MAD database Print attack
MSU-MFSD
anti-spoofing, face-detect等数据集
活体检测:
Reference
1 人脸相关数据库