datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
Uddessho-Bangla-Multimodal-Intent-Classification
📊 Uddessho Dataset — Multimodal Author Intent Classification
Uddessho (meaning "Intent" in English) is a multimodal dataset created for author intent classification in the low-resource Bangla language.It contains 3,048 social media posts (text + images) labeled into six distinct intent types.
🏷️ Intent Categories & Label Mapping
Label ID
Class Name
0
Advocative
1
Controversial
2
Exhibitionist
3
Expressive
4
Informative
5
Promotive
📂… See the full description on the dataset page: https://huggingface.co/datasets/Mukaffi28/Uddessho-Bangla-Multimodal-Intent-Classification.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.body-measurements-image-dataset
Body Measurements Image Dataset - 13,000 Images
Dataset consists of 13,000+ standardized photos of 1,000+ people, offering a robust resource for body measurements estimation, human body analysis, and personalized sizing recommendations in e-commerce. Each subject is captured in front and side poses with paired 17+ anthropometric measurements, enabling precise shape estimation, weight prediction, and body characteristics detection.— Get the data
Dataset characteristics:… See the full description on the dataset page: https://huggingface.co/datasets/ud-biometrics/body-measurements-image-dataset.open-palm-hand-images
Palm Dataset - 500,000 Images
Dataset comprises 500,000 high-quality images featuring diverse human hands, specifically designed for hand detection, palm recognition, and gesture analysis. It provides diverse training data with metadata on age, gender, and ethnicity for accurate computer vision model training.— Get the data
Dataset characteristics:
Characteristic
Data
Description
Open palm images designed for training and evaluating hand-based… See the full description on the dataset page: https://huggingface.co/datasets/ud-biometrics/open-palm-hand-images.Anti-Spoofing-Real-Videos
Face Anti Spoofing Dataset - 98 000+ files
Dataset features 98,000+ files of real photos and videos of people from 170+ countries, representing 70,000+ unique individuals. By leveraging this dataset, developers can enhance spoofing detection techniques, improve recognition systems, and deploy anti-spoofing algorithms capable of preventing fraud in deep learning-based solutions.- Get the data
Dataset characteristics:
Characteristic
Data
Description
Live… See the full description on the dataset page: https://huggingface.co/datasets/ud-biometrics/Anti-Spoofing-Real-Videos.garbage-classification
Trash Classification - 5,000+ photos
Dataset comprises 5,000+ photos of garbage cans featuring various capacities, types, and waste materials, designed for advancing garbage classification and waste management systems. By leveraging this dataset, researchers and developers can enhance classification systems, automate garbage collection processes, and improve strategies for reducing environmental pollution. - Get the data
Dataset characteristics:
Characteristic… See the full description on the dataset page: https://huggingface.co/datasets/ud-smart-city/garbage-classification.hand-gesture-recognition
Movement Recognition Dataset - 10k+ videos
Dataset comprises 10,000+ videos of people demonstrating 5 distinct hand gestures, designed for advancing gesture recognition systems and improving recognition technology. It is ideal for training real-time recognition software, improving control systems, and exploring 3D models of hand pose and finger movements. - Get the data
Dataset characteristics:
Characteristic
Data
Description
Each video shows a person… See the full description on the dataset page: https://huggingface.co/datasets/ud-biometrics/hand-gesture-recognition.Crowd-Countin-Dataset
Crowd Dataset - 647 Photos
Dataset comprises 647 photos of dense crowds, containing between 1,000 to 13,000 people per image. Each image includes detailed keypoint annotations for every individual, enabling advanced data analysis and deep learning applications in crowd density estimation, object detection, and counting algorithms. - Get the data
Dataset characteristics:
Characteristic
Data
Description
Crowd photos with labeling for determining crowd density… See the full description on the dataset page: https://huggingface.co/datasets/ud-smart-city/Crowd-Countin-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.male-hair-loss-dataset
Male Hair Loss Dataset - 2 400+ images
Dataset comprises medical images of scalps from five angles, labeled with seven classifications based on the Norwood-Hamilton scale, aiding in diagnosing hair losses and scalp conditions. Utilizing deep learning techniques, machine learning algorithms can analyze hair density, follicles, and hair growth patterns to improve accurate diagnosis of alopecia areata and other hair disorders. — Get the data
Dataset characteristics:… See the full description on the dataset page: https://huggingface.co/datasets/ud-medical/male-hair-loss-dataset.ear-detection-dataset
Ear Detection - 14,000+ Images
The dataset comprises 14,000+ ear images from 2,000 unique individuals, paired with reference face photos and demographic labels. Designed for ear recognition and biometric identification, it helps research in human ear detection, recognition accuracy, and biometric systems.— Get the data
Dataset characteristics:
Characteristic
Data
Description
Images of an ear with a face photo
Data types
Image
Tasks
Ear‑biometric R&D… See the full description on the dataset page: https://huggingface.co/datasets/ud-biometrics/ear-detection-dataset.men-hair-loss-dataset
Hair Loss Segmentation Dataset - 3 100 images
The dataset comprises 3,100 images from 775 individuals, featuring male alopecia cases captured from two angles (front + top views) with corresponding segmentation masks. Designed for learning algorithms for detecting hair disorders, evaluating hair restoration techniques, and training models for early diagnosis of alopecia. — Get the data
Dataset characteristics:
Characteristic
Data
Description
Photos of men with… See the full description on the dataset page: https://huggingface.co/datasets/ud-medical/men-hair-loss-dataset.Selfie-and-ID-Dataset
Document Dataset - 65,000+ photos
The dataset contains 65,000+ photos of 5,000+ people from 40+ countries, featuring selfie images paired with identity documents for facial recognition, Know Your Customer (KYC), and re-identification tasks. It is designed to enhance verification systems, improve recognition models, and support biometric research. — Get the data
Dataset characteristics:
Characteristic
Data
Description
Photos of individuals and their… See the full description on the dataset page: https://huggingface.co/datasets/ud-biometrics/Selfie-and-ID-Dataset.hair-loss-segmentation-dataset
Hair Loss Segmentation Dataset - 1 080 images
The dataset comprises 1,080 images of 540 women with alopecia, featuring top-view scalp images paired with segmentation masks. Each image is annotated with precise segmentation masks, enabling analysis of hair follicles, hair density, and baldness patterns. — Get the data
Dataset characteristics:
Characteristic
Data
Description
Photos of women with varying degrees of hair loss for segmentation tasks
Data… See the full description on the dataset page: https://huggingface.co/datasets/ud-medical/hair-loss-segmentation-dataset.biometric-fingerprint-spoofing
Fingerprint Spoofing Dataset 5,000 photos
Dataset contains 5,000+ high-quality fingerprint images capturing real fingerprints and multiple spoofing fingerprint attack types, including print and replay scenarios. Designed for spoofing detection and liveness detection tasks, the fingerprint dataset provides labeled biometric data from different devices and fingers to train and evaluate biometric security and fingerprint recognition systems.- Get the data
Dataset… See the full description on the dataset page: https://huggingface.co/datasets/ud-biometrics/biometric-fingerprint-spoofing.kids-and-teens-selfie-dataset
Age Estimation - 6,000 Photos
Dataset contains 9,000 high-quality facial images of children and teenagers aged 7–15, designed for age estimation, facial recognition, and anti-spoofing research. Its primary application is supporting the development of robust age estimation models, improving facial analysis for younger demographics, and studying social media usage patterns. — Get the data
Dataset characteristics:
Characteristic
Data
Description
Photos of… See the full description on the dataset page: https://huggingface.co/datasets/ud-biometrics/kids-and-teens-selfie-dataset.bald-women-dataset
Female Hair Loss Dataset - 4 980 images
This dataset comprises 4,980 images of 2,490 people, providing hairs and losses data points for advanced machine learning. It designed to support deep learning models and learning algorithms for treating hair conditions. — Get the data
Dataset characteristics:
Characteristic
Data
Description
Photos of people with varying degrees of hair loss for alopecia classification
Data types
Image
Tasks
Classification… See the full description on the dataset page: https://huggingface.co/datasets/ud-medical/bald-women-dataset.multi-material-fingerprint-spoofing
Fingerprint Spoofing Dataset 4,000 photos
The dataset contains 4,000+ fingerprint images from 100 individuals, captured with a ZKTeco ZK9500 optical scanner and including real fingerprints and spoofing attacks created with alginate, plasticine, and silicone materials. It includes metadata (gender, age, finger, hand, device) and supports biometric security research, presentation attack detection, spoof detection, and fingerprint recognition model training.- Get the data… See the full description on the dataset page: https://huggingface.co/datasets/ud-biometrics/multi-material-fingerprint-spoofing.