datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
dragon
Dataset Card for DRAGON
🧾 ArXiv Preprint
DRAGON is a large-scale Dataset of Realistic imAges Generated by diffusiON models.
The dataset includes a total of 2.5 million training images and 100,000 test images generated using 25 diffusion models, spanning both recent advancements and older, well-established architectures.
Dataset Details
Dataset Description
The remarkable ease of use of diffusion models for image generation has led to a proliferation of… See the full description on the dataset page: https://huggingface.co/datasets/lesc-unifi/dragon.reef-guidance-system
Dataset Card for Reef Guidance System
This dataset provides imagery used for training and evaluation of models in the Reef Guidance System. All imagery was collected by the Australian Institute of Marine Science using the ReefScan™ Transom Marine Monitoring System.
If you use this dataset in your work, please cite the associated paper: AI-driven dispensing of coral reseeding devices for broad-scale restoration of the Great Barrier Reef (citations provided at bottom of this… See the full description on the dataset page: https://huggingface.co/datasets/QCR-Underwater-Perception/reef-guidance-system.Safe_and_Unsafe_Behaviours
Dataset Card for safe_unsafe_behaviours
This is a FiftyOne dataset with 691 samples.
Installation
If you haven't already, install FiftyOne:
pip install -U fiftyone
Usage
import fiftyone as fo
from fiftyone.utils.huggingface import load_from_hub
# Load the dataset
# Note: other available arguments include 'max_samples', etc
dataset = load_from_hub("Voxel51/Safe_and_Unsafe_Behaviours")
# Launch the App
session = fo.launch_app(dataset)
Dataset… See the full description on the dataset page: https://huggingface.co/datasets/Voxel51/Safe_and_Unsafe_Behaviours.UnorthoDOS
UnorthoDOS - Unorthorectified Dataset for On board Satellite methane detection
This repository contains two ML-ready datasets, comprising orthorectified and unorthorectified hyperspectral images from the Earth Surface Mineral Dust Source Investigation (EMIT) sensor, for methane detection. This dataset supports the research presented in the paper Towards Methane Detection Onboard Satellites.
Paper: Towards Methane Detection Onboard Satellites
Code:… See the full description on the dataset page: https://huggingface.co/datasets/SpaceML/UnorthoDOS.multiple-sclerosis-dataset
Multiple Sclerosis Dataset, Brain MRI Object Detection & Segmentation Dataset
The dataset consists of .dcm files containing MRI scans of the brain of the person with a multiple sclerosis. The images are labeled by the doctors and accompanied by report in PDF-format.
The dataset includes 13 studies, made from the different angles which provide a comprehensive understanding of a multiple sclerosis as a condition.
MRI study angles in the dataset
💴 For… See the full description on the dataset page: https://huggingface.co/datasets/UniqueData/multiple-sclerosis-dataset.casia-char-1
CASIA Character Sample Dataset
This dataset is adapted from CASIA Online and Offline Chinese Handwriting Databases,
but this only contains character level sample data (from the offline database). The first column is the ground truth label (single character from
GB2312 charset) and the second one is byte sequences of the decoded PNG files from the original .gnt files.
Conditions of Academic Use
Please refer to the official page for more information.
All samples in the… See the full description on the dataset page: https://huggingface.co/datasets/UndefinedCpp/casia-char-1.Cropped_BOSSBase_1.01_WOW_S-UNIWARD
Dataset Card: BOSS-Based Cropped Steganography Dataset
Dataset Overview
Name: BOSS-Based Cropped Steganography Dataset (working title)
Description:
This dataset is a prepared and cropped version of the BOSSbase v1.01 dataset, commonly used in steganography and steganalysis research. Each original 512×512 grayscale image is split into four non-overlapping 256×256 patches to support deep learning experiments with smaller, manageable image sizes. The dataset supports binary… See the full description on the dataset page: https://huggingface.co/datasets/italoaa/Cropped_BOSSBase_1.01_WOW_S-UNIWARD.license-plate-detection
Licensed Plate - Character Recognition for LPR, ALPR and ANPR
The dataset features license plates from 86 countries and includes 1,940,000+ images with OCR. It focuses on plate recognitions and related detection systems, providing detailed information on plate numbers, country, bbox labeling and other data as well as corresponding masks for recognition tasks - Get the data
The dataset encompasses plate detection systems, cameras, and character recognition for accurate… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/license-plate-detection.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.
By leveraging this dataset, researchers can improve identification systems, train neural networks, and develop robust recognition algorithms for person identification. - Get… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/ear-detection-dataset.facial-skin-condition-dataset
Human Faces Dataset
Dataset comprises 1,200+ high-quality facial images of 400 people, capturing diverse skin tones (lighter to darker), various skin types, and multiple poses (frontal, left/right profiles). Designed for dermatology research, it provides detailed annotations of skin diseases, lesions, acne, rashes, and other dermatological conditions, enabling robust disease detection, classification, and diagnosis.
It is ideal for training deep learning models, improving… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/facial-skin-condition-dataset.the-un-laion-templeAll files uploaded. Enjoy!
Dataset Card for The Unlaion Temple
Dataset Details
Dataset Description
Laion-5B is still not public, so we decided to create our own dataset.
The Unlaion Temple is a raw dataset of CommonCrawl images (Estimated to be a total of 2 Billion urls). We haven't verified whether the links in this dataset are functional.
You are responsible for handling the data.
We've made some improvements to the dataset based on user feedback:
All… See the full description on the dataset page: https://huggingface.co/datasets/DSULT-Chiharu/the-un-laion-temple.Selfie-with-ID
Selfie Identity Dataset - 2 ID photo, 13 selfie
The dataset contains 65,000+ photo of more than 5,000 people from 40 countries, making it a valuable resource for exploring and developing identity verification solutions. This collection serves as a valuable resource for researchers and developers working on biometric verification solutions, especially in areas like facial recognition and financial services.
By utilizing this dataset, researchers can develop more robust… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/Selfie-with-ID.UnsafeBench
Dataset Card for Dataset Name
[Update]: we added the caption/prompt information (if there is one) in case other researchers need it. It is not used in our study though.
The dataset consists of 10K safe/unsafe images of 11 different types of unsafe content and two sources (real-world VS AI-generated).
Dataset Details
Source
# Safe
# Unsafe
# All
LAION-5B (real-world)
3,228
1,832
5,060
Lexica (AI-generated)
2,870
2,216
5,086
All
6,098
4,048
10,146… See the full description on the dataset page: https://huggingface.co/datasets/yiting/UnsafeBench.outdoor-garbage
Outdoor Garbage - Smart Cities Dataset
Dataset comprises 5,000+ images of trash cans captured in various outdoor environments at different times of day and under diverse weather conditions. This extensive collection is designed for research in waste classification and detection methods, researchers can advance their capabilities in deep learning and machine learning applications, specifically in the areas of image recognition and instance segmentation.
By utilizing this dataset… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/outdoor-garbage.ungenerated
Ungenerated
Dataset Details
This dataset contains reconstructed PNG artworks and associated metadata collected from ungenerated.io.
Art Styles
Examples include user-labeled styles such as digital art, traditional art, 3D art, pixel art, photography, and other categories present in the source platform.
Schema
Each example contains:
Column
Type
Description
image
Image
Reconstructed PNG
id
string
Unique artwork ID
title
string
Title given… See the full description on the dataset page: https://huggingface.co/datasets/Thereallo/ungenerated.forensic-fingerprint-dataset
Fingerprint Database
Dataset comprises 6,000+ fingerprint images from 100 individuals, with samples covering both hands and all ten fingers per person. It is designed for fingerprint identification, recognition systems, and forensic investigations, offering a robust resource for biometric data analysis, criminal investigations, and automated fingerprint matching.
By leveraging this dataset, researchers and law enforcement agencies can enhance fingerprint recognition algorithms… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/forensic-fingerprint-dataset.facial-expression-recognition-dataset
Emotion recognition Dataset
Dataset comprises 199,955 images featuring 28,565 individuals displaying a variety of facial expressions. It is designed for research in emotion recognition and facial expression analysis across diverse races, genders, and ages.
By utilizing this dataset, researchers and developers can enhance their understanding of facial recognition technology and improve the accuracy of emotion classification systems. - Get the data
This dataset includes images… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/facial-expression-recognition-dataset.crowd-counting
Crowd Density Dataset - Different Crowd Sizes
The dataset consists of 647 images of crowds, containing up to 11,000 individuals, annotated with keypoints for precise crowd counting and density estimation. It is designed for crowd counting tasks, particularly in crowded scenes settings, accommodating various sizes and challenges in estimating density. The dataset includes examples of both denser crowds and sparser crowds, enhancing counting accuracy for real-world applications in… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/crowd-counting.underworld_dataset_v2
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\___/\_| \_/___/ \____/\_| \_|\/ \/ \___/\_| \_\_____/___/
Underworld Dataset v2
Generated with WEBXOS UNDERWORLD LANDSCAPE GENERATOR… See the full description on the dataset page: https://huggingface.co/datasets/webxos/underworld_dataset_v2.SPARK-2022
SPARK 2022 — Stream 1 (Spacecraft Detection)
Stream 1 of the SPARK 2022 dataset (SPAcecraft Recognition leveraging Knowledge
of the space environment): space-borne imagery of 10 spacecraft plus a debris
class, for object detection and classification. Each image contains exactly one
target annotated with a single bounding box and class label.
Dataset summary
Images
110,000 JPEG, 1024 × 1024, RGB
Annotations
1 bounding box + class per image
Classes… See the full description on the dataset page: https://huggingface.co/datasets/CVI2-UniLU/SPARK-2022.body-measurements-dataset
Body Measurements Dataset
The dataset consists of a compilation of people's photos along with their corresponding body measurements. It is designed to provide information and insights into the physical appearances and body characteristics of individuals.
The dataset includes a diverse range of subjects representing different age groups, genders, and ethnicities.
The photos are captured in a standardized manner, depicting individuals in a front and side positions.
The images aim to… See the full description on the dataset page: https://huggingface.co/datasets/UniqueData/body-measurements-dataset.synthetic-turkish-passports
Turkish passport dataset - 5, 000 images
Dataset comprises 5,000 meticulously organized files capturing Turkish passports under highly controlled variations, making it an invaluable resource for developing robust document recognition and verification systems. It is specifically designed for training and testing models in passport authentication, biometric data extraction, and identity verification.
By leveraging this dataset containing detailed information from Turkish… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/synthetic-turkish-passports.kids-and-teens-selfie-dataset
Age Estimation
The dataset consists of 6,000 high-quality facial images from 300 people (children and teenagers), featuring a diverse range of facial features, poses, and attributes. It is designed for research and development in age estimation, facial recognition for younger demographics, and understanding media use patterns on social media platforms.
By utilizing this dataset, researchers and developers can advance their models for responsible technology, ensuring safer… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/kids-and-teens-selfie-dataset.face-anti-spoofing
Face Antispoofing dataset for recognition systems
The dataset consists of 98,000 videos and selfies from 170 countries, providing a foundation for developing robust security systems and facial recognition algorithms.
While the dataset itself doesn't contain spoofing attacks, it's a valuable resource for testing liveness detection system, allowing researchers to simulate attacks and evaluate how effectively their systems can distinguish between real faces and various forms of… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/face-anti-spoofing.grocery-shelves
Grocery Shelves Dataset
Dataset comprises 5,000+ images of grocery shelves captured in various grocery stores and supermarkets under different lighting conditions. It is designed for research in object detection and product recognition, providing valuable insights into the retail industry for enhancing computer vision applications.
By utilizing this dataset, users can improve their understanding of deep learning methods and develop more effective vision applications tailored to… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/grocery-shelves.cars-object-tracking
Cars Object Tracking
Dataset comprises 10,000+ video frames featuring both light vehicles (cars) and heavy vehicles (minivans). This extensive collection is meticulously designed for research in multi-object tracking and object detection, providing a robust foundation for developing and evaluating various tracking algorithms for road safety system development.
By utilizing this dataset, researchers can significantly enhance their understanding of vehicle dynamics and improve… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/cars-object-tracking.unsplash-imgNFT-70M_transactions
Dataset Card for "NFT-70M_transactions"
Dataset summary
The NFT-70M_transactions dataset is the largest and most up-to-date collection of Non-Fungible Tokens (NFT) transactions between 2021 and 2023 sourced from OpenSea, the leading trading platform in the Web3 ecosystem.
With more than 70M transactions enriched with metadata, this dataset is conceived to support a wide range of tasks, ranging from sequential and transactional data processing/analysis to graph-based… See the full description on the dataset page: https://huggingface.co/datasets/MLNTeam-Unical/NFT-70M_transactions.artistic-styles-dataset
Professional Illustrations Dataset - 30,000 images
The dataset comprises 30,000 high-quality artistic images spanning 20 distinct artistic styles and movements. It specifically designed for advancing research in artwork generation, style transfer, and the classification of visual arts.
By leveraging this dataset, researchers and developers can push the boundaries of generating images, creating new artistic creations, and conducting aesthetic evaluations. - Get the data
The… See the full description on the dataset page: https://huggingface.co/datasets/UniDataPro/artistic-styles-dataset.portrait_and_26_photosEach set includes 27 photos of people. Each person provided
two types of photos: one photo in profile (portrait_1),
and 26 photos from their life (photo_1, photo_2, …, photo_26).