iBeta Level 1 Dataset
The dataset supports biometric testing against presentation attacks and ensures compliance with iBeta Level 1 certification requirements for liveness detection and security quality assurance
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-
- Videos
- 35, 800
-
- iBeta Level 1 Completion
- 100%
-
- Type of Attacks
- 8
- Facial Recognition
- iBeta
- Liveness Detection
- Security
- Anti-spoofing
- Computer Vision
-
- Videos
- 35, 800
-
- iBeta Level 1 Completion
- 100%
-
- Type of Attacks
- 8
Dataset Info
Characteristic | Data |
Description | Videos of people for training algorithms to detect attempts to hack biometric systems. |
Data types | Video |
Tasks | Face recognition, Computer Vision |
Total number of Videos | 35,800 |
Number of actor | 50 |
Labeling | Only technical characteristics and metadata (age, gender, ethnicity) |
Gender | Male, Female |
Ethnicity | Caucasian (60%), Asian (20%), African (20%) |
Features | Bald, beard-mustache, makeup, scar, piercing, no features |
Age | 18-29 (44%), 30-49 (50%), 50+ (6%) |
attacks monthly
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Case Description
Developed to satisfy the laboratory’s requirements
Successfully used to get iBeta Level 1 certificate
Ready-to-use for training liveness detection systems
100% accuracy, without type 1 and type 2 errors

Statistics
-
- Distribution by gender
-
- Distribution by ethnicity
-
- Distribution by age
Technical
Characteristics
Characteristic | Data |
Video extensions | mp4, MOV |
Video Resolutions | Min = 1920х1080, Max = 3840х2160 |
Video duration | 5 second |
Number of backgrounds | 10 |
Devices | Samsung Galaxy A53, OPPO A18, iPhone 14, Apple iPad 10.2 and etc. |
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