datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
ibeta-level-1-certification
iBeta Level 1 Dataset for Face Anti-Spoofing & Liveness Detection
A presentation attack dataset for iBeta Level 1 PAD certification preparation, built for face anti-spoofing, liveness detection, and biometric face recognition systems. The dataset contains 30,000+ attack videos covering all major Level 1 attack vectors: printed photo attacks, cutout paper masks, eyeholes masks, cylinder paper masks, photo masks worn by actors, and display-based replay
attacks
What Is iBeta… See the full description on the dataset page: https://huggingface.co/datasets/AxonData/ibeta-level-1-certification.iBeta-Level-2-Certification-Dataset
iBeta Level 2 Dataset - 25,000+ 3D Mask Attack Videos
Comprehensive biometric dataset for iBeta Level 2 liveness detection training and anti-spoofing research. Emphasis on 3D attacks (masks) and movements for Active liveness (zoom-in/zoom-out, micro-movements), high variability of devices and conditions, high diversity of subjects
Spoofing Attack Types:
Silicone Mask Attacks
Latex Mask Attacks
Wrapped 3D Paper Mask Attacks
Advanced Paper Mask Attacks
Cloth 3D Face Mask… See the full description on the dataset page: https://huggingface.co/datasets/AxonData/iBeta-Level-2-Certification-Dataset.ibeta-level-2-certification
iBeta Level 2 Dataset: Presentation Attacks Liveness Detection & Verifications
The dataset consists of more than 32,300 spoofing attacks of 6 different types specifically curated for a passing iBeta Level 2 and getting a certification. It is compliant with the ISO 30107-3 standard, which sets the highest quality requirements for biometric testing and attack detection solutions.
By geting the iBeta Level 2 certification, biometric technology companies demonstrate their… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/ibeta-level-2-certification.ibeta-level-1-certification
iBeta Level 1 Dataset: Facial Liveness Detection and Anti-Spoofing
The dataset consists of more than 35,800 video attacks of 7 different types specifically curated for a passing iBeta Level 1 and getting a certification. It is compliant with the ISO 30107-3 standard, which sets the highest quality requirements for biometric testing and attack detection.
By geting the iBeta Level 1 certification, biometric technology companies demonstrate their commitment to developing robust… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/ibeta-level-1-certification.pc-web-ir-rgb-webcam-dataset-ibeta-level-1
iBeta Level 1 PAD — IR + RGB Webcam Face Liveness Dataset for PC/Web Application
Summary
iBeta Level 1 paper attacks captured with a dual-camera setup: IR (infrared) + RGB webcam for PC/web-based onboarding. Each sample contains a synchronized IR channel and a standard webcam RGB view, covering bona-fide recordings and four paper spoof variations: print & cutout, cylinder, on-actor, and 3D paper masks. Designed for ISO/IEC 30107-3 PAD Level 1 pre-evaluation in a PC/Web… See the full description on the dataset page: https://huggingface.co/datasets/AxonData/pc-web-ir-rgb-webcam-dataset-ibeta-level-1.iBeta-Level-2-Certification-Dataset
Liveness Detection Dataset
Dataset comprises 32,300 videos featuring 6 types of attacks, including Real Person, 2D masks, 2D masks with eyeholes, latex masks, wrapped 3D masks, and silicone masks, ensuring 100% iBeta Level 2 certification compliance. Designed for rigorous biometric testing and liveness detection*.- Get the data
Dataset characteristics:
Characteristic
Data
Description
Videos of people for training algorithms to detect attempts to hack… See the full description on the dataset page: https://huggingface.co/datasets/ud-ibeta/iBeta-Level-2-Certification-Dataset.ibeta-level-3-dataset
iBeta Level 3 Dataset: 10,000+ Resin Mask Attack Videos
First-to-market anti-spoofing dataset for iBeta Level 3 certification testing. 10,000+ attack videos with 12+ premium resin masks — the most advanced and realistic attack type in the PAD taxonomy.
Resin masks are custom-manufactured to replicate specific individuals' facial features with high precision, making them significantly harder to detect than silicone or latex masks.
Dataset Details
10,000+ videos*… See the full description on the dataset page: https://huggingface.co/datasets/AxonData/ibeta-level-3-dataset.ibeta-level-1-certification-dataset
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… See the full description on the dataset page: https://huggingface.co/datasets/ud-ibeta/ibeta-level-1-certification-dataset.Silicone-Mask-Dataset
Silicone Mask Attack Dataset - 6,500+ videos
Dataset comprises 6,500+ videos of individuals wearing silicone masks, captured using 5 different devices. It is designed for research in presentation attacks, focusing on 3D masks, spoofing detection, and facial recognition challenges, particularly for achieving iBeta Level 2 certification. - Get the data
Dataset characteristics:
Characteristic
Data
Description
Videos of people in silicone masks training… See the full description on the dataset page: https://huggingface.co/datasets/ud-ibeta/Silicone-Mask-Dataset.ibeta-high-fidelity-rubber-mask-dataset
Liveness Detection Dataset — iBeta Level 3 Preparation: High-Fidelity Mask Attacks (1000+)
Contact us with your feedback - recieve additional samples for free!😊
Train for the newest iBeta Level 3 today
This is our first iBeta-3 dataset, and we’re actively expanding it so you can start preparing right now and stay ahead as the standard evolves
Why this dataset?
Built for iBeta-3 difficulty. Active zoom-in/zoom-out prompts and high-fidelity PAD… See the full description on the dataset page: https://huggingface.co/datasets/AxonData/ibeta-high-fidelity-rubber-mask-dataset.