video video	label class label 8 classes
	01. Real
	01. Real
	12. 2D mask
	12. 2D mask
	23. 2D mask with cut-out eyes
	23. 2D mask with cut-out eyes
	34. 2D mask on a cylinder
	34. 2D mask on a cylinder
	45. 3D mask
	45. 3D mask
	56. Replay - phone
	56. Replay - phone
	67. Replay - monitor
	67. Replay - monitor
	78. Replay - pad
	78. Replay - pad

iBeta Level 1 Certification Dataset - 35, 800 videos

Dataset focuses on biometric testing processes and presentation attack detection solutions, specifically designed to meet the rigorous iBeta Quality standards for iBeta Certification. It supports independent testing and accredited biometrics assessments, validating biometric technology against spoofing attempts and identity fraud. - Get the data

Dataset characteristics:

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 actors	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%)

📊 Sample dataset available! For full access, contact us to discuss purchase terms.

Dataset structure

1. Real - Video of actor's face is strictly in the center, eyes look at the camera, without emotion
1. 2D mask - Video of 2D mask
1. 2D mask with cut-out eyes - Video of 2D mask with cut-out eyes
1. 2D mask on a cylinder - Video of 2D mask wrapped around cylinder
1. 3D mask - Video 3d mask cut along the contour, volumetric: nose, forehead, chin, shoulders
1. Replay - phone - Video of a person from selected frames from Reels displayed on the phone
1. Replay - monitor - Video of a person from selected frames from Reels displayed on the monitor
1. Replay - pad - Video of a person from selected frames from Reels displayed on the pad
iBeta_level_1.csv - file of metadata for all individuals in the dataset.

Datasets:

ud-ibeta
/

ibeta-level-1-certification-dataset

iBeta Level 1 Certification Dataset - 35, 800 videos

Dataset characteristics:

📊 Sample dataset available! For full access, contact us to discuss purchase terms.

Dataset structure

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