iBeta Level 2 Dataset

There are >25K videos tailored for iBeta level 2 certification from 150+ IDs

Check samples on Kaggle

iBeta Level 2 dataset summary

Parameter	Value
Volume	25,000+ videos from 150+ IDs
Coverage	Silicone, latex, wrapped 3D paper, advanced paper, and cloth 3D mask attacks
Demographics	Adults aged 18–65, balanced gender, multi-ethnic
Devices	iOS and Android phones (10+ device models)
Conditions	Indoor and outdoor, multiple lighting levels and view angles

Introduction

iBeta Level 2 PAD is a compact training dataset for liveness detection and anti-spoofing focused on 3D mask attacks and active liveness. It includes 25,000+ short multi-frame videos captured on diverse iOS and Android devices, subjects, and conditions. Covered attack types: silicone, latex, wrapped 3D paper, advanced paper, and cloth 3D masks. Ideal for training, validation, and pre-certification experiments targeting iBeta Level 2 certification, which tests biometric systems against ISO/IEC 30107-3 – the international standard for biometric presentation attack detection

Dataset Features

Mask dynamics in active liveness: Zoom-in, zoom-out, head turns, and natural blinking
Off-axis viewing angles: Subjects recorded from multiple angles and distances
Dual-device per attack: Every mask attack captured on both iOS and Android phones
Variable accessories: Different hairstyles, glasses, and wigs across sessions

Source and collection methodology

We captured realistic iBeta Level 2 spoofing scenarios with front-facing cameras across varied people, environments, and devices. Each clip follows an active liveness script (zoom-in/zoom-out, natural head turns/blinks) and lasts ~10 seconds

Recording devices
- iOS: iPhone 14, iPhone 14 Pro, iPhone 13 Pro
- Android: Galaxy S23, Xiaomi Redmi Note 12 Pro+, Galaxy A54, Pixel 7, Honor 70
Capture protocol
- 3D mask attacks
- Guided zoom phases
- Multiple distances
Environments & lighting
- Indoor (offices, home settings) and outdoor scenes
- Three lighting levels: low, medium, bright; mixed backgrounds

Real-World Validation: Open Liveness Model Stress Test

To demonstrate the practical value of this dataset, we tested its 3D silicone mask attack samples against Doubango’s open-source face liveness model – a publicly available liveness detection SDK used as a reference implementation by anti-spoofing researchers and developers

Key result: Doubango’s liveness classifier rated both silicone mask attacks below as 99.91% and 99.97% genuine, fully classifying the spoofs as real, living faces

Use cases and applications

iBeta Level 2 Certification Compliance:

Helps to train the models for iBeta level 2 certification tests
Allows pre-certification testing to assess system performance before submission

Inhouse Liveness Detection Models:

Used for training and validation of anti-spoofing models
Enables testing of existing algorithms and identification of their vulnerabilities against spoofing attacks

How companies achieved iBeta with us

Datasets like this contributed to 21% of companies that passed iBeta certification in 2025 – all Axon Labs clients

From Failed Attempt to Success: UK Fintech Passed iBeta 2

UK fintech invested in datasets from another vendor for iBeta 2 and failed. The gap analysis revealed critical missing attack vectors. They needed a solution fast

Double Success: E-KYC Startup Achieves iBeta 1 & 2

A US-based e-KYC startup needed to prove their facial recognition technology met the highest industry security standards. Their ambitious goal: pass iBeta 1 and 2 Certification

Technology company from Vietnam: iBeta Level 2 success

A Vietnam-based AI/Big Data firm coached by Axon Labs passed iBeta PAD Level 2 on the first try with 0% successful spoofs; the solution claims 99.9% face-recognition accuracy

Format: Videos are optimized for compatibility with mainstream ML frameworks
Resolution and frame rate: Videos are high-resolution with frame rates calibrated for capturing quick and realistic mask placements, ensuring precise data for model training

Potential customisation options:

Filming videos attacks with targeted movements
Filming videos attacks for you on target devices (for example, webcams)
Using your SDK for custom attack scenarios spoofing your ML model
Use RGB and USB cameras to support diverse research and testing needs
For two masks, video recordings are available from the back camera, capturing multiple angles (close-up, far, left, and right)

Legal & Compliance

We prioritize data privacy, ethical AI development, and regulatory compliance. Our iBeta Level 2 Dataset is collected and processed in full accordance with global data protection standards including GDPR, ensuring legality, security, and responsible AI practices

Sample dataset

A sample version of this dataset is available on Kaggle. Leave a request for additional samples in the form below

Have a question?

Where does the data come from?

We collect data from our internal team. All information is further verified by our specialists

What is the process?

Once your enquiry has been sent, we will contact you to discuss the details and complete the necessary paperwork. The timing of receiving the dataset depends on the specific request and additional requirements

Can you help us meet dataset disclosure requirements, GDPR and other regulatory controls?

Our unique selling point is to provide legally clean datasets to our customers. We obtain the consent from all the participants to use their data for AI model development. We are able to provide comprensive reporting on the licensing, data collection and privacy compliance of our datasets. Although there seems to be a diverse response to how to control AI development and deployment, we are able to service global customers seeking to launch global AI products.

What makes this dataset suitable for iBeta certification?

The dataset follows iBeta testing protocols and includes diverse attack scenarios that mirror real-world spoofing attempts. It covers both passive and active liveness testing requirements with proper demographic representation and standardized capture conditions essential for certification preparation

What is the price of the dataset?

The price depends on your specific requirements. Please submit a request to receive a free consultation

Contact us

Tell us about yourself, and get access to free samples of the dataset

I want to receive communications on the newly added datasets

Didn't find what you were looking for?

Our collection includes many datasets for various requests

iBeta

iBeta Level 2 Dataset