datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
face-masksFace Masks ensemble dataset is no longer limited to Kaggle, it is now coming to Huggingface!
This dataset was created to help train and/or fine tune models for detecting masked and un-masked faces.
I created a new face masks object detection dataset by compositing together three publically available face masks object detection datasets on Kaggle that used the YOLO annotation format.
To combine the datasets, I used Roboflow.
All three original datasets had different class dictionaries, so I… See the full description on the dataset page: https://huggingface.co/datasets/hlydecker/face-masks.face-mask-detection
😷 Face Mask Detection
853 images across 3 classes, with bounding box annotations in PASCAL VOC format — for detecting whether a person is wearing a mask, not wearing one, or wearing one incorrectly.
🧭 Overview
Masks play a crucial role in protecting individuals against respiratory diseases and were one of the key precautions against COVID-19 in the absence of immunization. This dataset enables training object detection models to classify mask usage in images.… See the full description on the dataset page: https://huggingface.co/datasets/hmnshudhmn24/face-mask-detection.Superimposed-Masked-DatasetSMD is an occluded ImageNet-1K validation set, created to be an additional way to evaluate the impact of occlusion on model performance. This experiment used a variety of occluder objects that are not in the ImageNet-1K label space and are unambiguous in relationship to objects that reside in the label space.3D_paper_mask_attack_dataset_for_Liveness
Liveness Detection Dataset: 3D Paper Mask Attacks
Paper mask attack dataset for training PAD and liveness detection models against low-cost 3D spoofing — 2,000+ videos on iOS and Android, ISO 30107-3 Level 1/2 attack category
What This Dataset Covers
2,000+ video recordings of 3D paper mask presentation attacks — masks with volumetric elements that simulate facial depth. Captured on iOS and Android devices, ~7 sec per video, with zoom-in/zoom-out phases for active… See the full description on the dataset page: https://huggingface.co/datasets/AxonData/3D_paper_mask_attack_dataset_for_Liveness.silicone-mask-dataset
Silicone Mask Dataset — 12,500+ Videos for Face Anti-Spoofing & Liveness Detection
A silicone mask presentation attack dataset for face anti-spoofing, liveness detection, and biometric face recognition systems. The dataset contains 12,500+ attack videos featuring 18 hyper-realistic silicone masks, designed for training and benchmarking presentation attack detection (PAD) models. Aligned with the ISO/IEC 30107-3 standard for biometric anti-spoofing and suitable for iBeta Level 2 PAD… See the full description on the dataset page: https://huggingface.co/datasets/AxonData/silicone-mask-dataset.medical-masks-image-dataset
Face Mask Images Dataset
Dataset comprises 245,960 images of individuals captured in four different states of medical mask usage. Images feature varied lighting, angles, and demographics to ensure robust model generalization. It designed to train and evaluate detection models and mask detectors.
Dataset enables advancements in biometric security, spoofing detection, and high-quality AI model development for real-world applications. - Get the data
💵 Buy the Dataset:… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/medical-masks-image-dataset.face_masksDataset includes 250 000 images, 4 types of mask worn on 28 000 unique faces.
All images were collected using the Toloka.ai crowdsourcing service and
validated by TrainingData.prostandford_cars_masks
Stanford Cars with SAM3 Segmentation Masks
This dataset was created using segmentationAPI.com
A version of the Stanford Cars dataset
augmented with per-image segmentation masks generated by SAM3 (Segment Anything Model 3).
Schema
Column
Type
Description
image
Image
Original car photograph (JPEG)
label
int
Class label (0–195, 196 car models)
split
string
train or test
mask
Image
Binary segmentation mask (grayscale PNG)
bbox
list[int]
Bounding box [x1, y1… See the full description on the dataset page: https://huggingface.co/datasets/segmentationAPIs/standford_cars_masks.2d-masks-presentation-attack-detectionThe dataset consists of videos of individuals wearing printed 2D masks or
printed 2D masks with cut-out eyes and directly looking at the camera.
Videos are filmed in different lightning conditions and in different places
(indoors, outdoors). Each video in the dataset has an approximate duration of 2
seconds.Latex_Mask_dataset
Latex Mask Dataset for Face Anti-Spoofing and Liveness Detection
Anti spoofing dataset with Latex 3D mask attacks (5,000 videos) for iBeta 2. The Biometric Attack Dataset offers a robust solution for enhancing security in liveness detection systems by simulating 3D latex mask attacks. This dataset is invaluable for assessing and fine-tuning Passive Liveness Detection models, an essential step toward achieving iBeta Level 2 certification. By integrating diverse realistic presentation… See the full description on the dataset page: https://huggingface.co/datasets/AxonData/Latex_Mask_dataset.printed-2d-masks-with-holes-for-eyes-attacksThe dataset consists of selfies of people and videos of them wearing a printed
2d mask with their face. The dataset solves tasks in the field of anti-spoofing
and it is useful for buisness and safety systems.
The dataset includes: **attacks** - videos of people wearing printed portraits
of themselves with cut-out eyes.print-cardboard-mask-face-spoofing
Cardboard Mask Face Anti-Spoofing Dataset
3,000 videos from 50 participants of print cardboard mask attacks with real accessories - wigs, hats, glasses. Recorded on iPhone 12, iPhone 14 Pro, and Samsung S23. Built for training and evaluating face anti-spoofing, liveness detection, and presentation attack detection systems
Full dataset for commercial use — request a license at axonlab.ai
Why Accessory-Enhanced Masks Are a Harder Problem
Standard print attack datasets… See the full description on the dataset page: https://huggingface.co/datasets/AxonData/print-cardboard-mask-face-spoofing.2d-paper-mask-face-anti-spoofing
Cut-Out Paper Mask Face Spoofing Dataset
3,000 videos of partial 2D paper mask attacks from 50 participants, recorded on Galaxy A54 and iPhone 14 Pro. Built for training and evaluating face anti-spoofing, liveness detection, and presentation attack detection systems.
Full dataset for commercial use — request a license at axonlab.ai
Why Cut-Out Masks Are a Harder Problem
Standard print attack and paper mask datasets use full-face photo printouts. Cut-out masks are… See the full description on the dataset page: https://huggingface.co/datasets/AxonData/2d-paper-mask-face-anti-spoofing.Face-Mask-DetectionOriginal datasets https://www.kaggle.com/datasets/ashishjangra27/face-mask-12k-images-dataset
MaskImageNet
MaskImageNet 460K Dataset Card
Dataset details
please checkout our paper
Paper or resources for more information:
[Project] [Paper] [Code]
high_precision_3d_resin_masks_real_faces
High Fidelity Resin Mask Attack Dataset
This Dataset is a specialized face anti-spoofing dataset featuring personalized resin mask attacks targeting facial recognition systems and biometric authentication. This unique dataset employs custom-manufactured rubber face masks designed to replicate specific individuals’ facial features with high precision
What sets Rubber Mask Attack Dataset apart from conventional PAD datasets is its dual-recording methodology — capturing both authentic… See the full description on the dataset page: https://huggingface.co/datasets/AxonData/high_precision_3d_resin_masks_real_faces.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.mask_kaggle
Dataset Summary
A dataset from kaggle. origin: https://dphi.tech/challenges/data-sprint-76-human-activity-recognition/233/data
Introduction
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PROBLEM STATEMENT
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About Files
Train - contains all the images that are to be used for training your model. In this folder you will find 15 folders namely - 'calling', ’clapping’, ’cycling’, ’dancing’, ‘drinking’, ‘eating’, ‘fighting’, ‘hugging’, ‘laughing’, ‘listeningtomusic’, ‘running’, ‘sitting’… See the full description on the dataset page: https://huggingface.co/datasets/Elisa/mask_kaggle.Face-Mask-Detection-SystemOriginal datasets https://www.kaggle.com/datasets/ashishjangra27/face-mask-12k-images-dataset
maskMaskFace es un conjunto de datos de imágenes de personas con y sin mascarillas Consta de 3 clases: 1 clase de si la persona está puesta la mascarilla,
otra clase si la persona no esta puesta la mascarilla y una clase donde la persona está puesta la mascarilla incorrectamente.