datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
video-quality-scored
Image-to-Video Quality-Scored Clips
A collection of prompted image-to-video samples with quality-evaluation metadata.
Each sample pairs a first frame (the I2V conditioning image) with one or both
of:
a generated video produced by a video model from the first frame + prompt
an original clip (the reference/source video the prompt was authored around)
A subset of the samples also carry per-clip quality scores: an overall
quality_score, six per-aspect breakdowns… See the full description on the dataset page: https://huggingface.co/datasets/mohantesting/video-quality-scored.high-quality-invoice-images-for-ocr
Dataset Card for high_quality_invoice_images_ocr
This is a FiftyOne dataset containing 8,181 high-quality synthetic invoice images for OCR and document understanding tasks. The dataset includes 1,489 fully annotated samples with structured JSON metadata and raw OCR text, plus 6,692 unannotated images for semi-supervised learning or annotation projects.
Installation
If you haven't already, install FiftyOne:
pip install -U fiftyone
Usage
import fiftyone as… See the full description on the dataset page: https://huggingface.co/datasets/Voxel51/high-quality-invoice-images-for-ocr.synthetic-dataset-1m-dalle3-high-quality-captions
Dataset Card for Dalle3 1 Million+ High Quality Captions
Alt name: Human Preference Synthetic Dataset
Example grids for landscapes, cats, creatures, and fantasy are also available.
Description:
This dataset comprises of AI-generated images sourced from various websites and individuals, primarily focusing on Dalle 3 content, along with contributions from other AI systems of sufficient quality like Stable Diffusion and Midjourney (MJ v5 and above). As users typically… See the full description on the dataset page: https://huggingface.co/datasets/ProGamerGov/synthetic-dataset-1m-dalle3-high-quality-captions.PACE-Water-Qualityhigh-quality-invoice-images-for-ocr
Dataset Card for high_quality_invoice_images_ocr
This is a FiftyOne dataset containing 8,181 high-quality synthetic invoice images for OCR and document understanding tasks. The dataset includes 1,489 fully annotated samples with structured JSON metadata and raw OCR text, plus 6,692 unannotated images for semi-supervised learning or annotation projects.
Installation
If you haven't already, install FiftyOne:
pip install -U fiftyone
Usage
import… See the full description on the dataset page: https://huggingface.co/datasets/JuanfelipeX123/high-quality-invoice-images-for-ocr.high-quality-invoice-images-for-ocr
Dataset Card for high_quality_invoice_images_ocr
This is a FiftyOne dataset containing 8,181 high-quality synthetic invoice images for OCR and document understanding tasks. The dataset includes 1,489 fully annotated samples with structured JSON metadata and raw OCR text, plus 6,692 unannotated images for semi-supervised learning or annotation projects.
Installation
If you haven't already, install FiftyOne:
pip install -U fiftyone
Usage
import… See the full description on the dataset page: https://huggingface.co/datasets/Shubhal829/high-quality-invoice-images-for-ocr.AIGI-Detection-Quality-Paradox
AIGI-Detection-Quality-Paradox Dataset
The dataset was created for the paper:
Are High-Quality AI-Generated Images More Difficult for Models to Detect?Authors: Yao Xiao, Binbin Yang, Weiyan Chen, Jiahao Chen, Zijie Cao, Ziyi Dong, Xiangyang Ji, Liang Lin, Wei Ke, Pengxu WeiAccepted by: ICML 2025Paper Link: https://openreview.net/forum?id=sKYdVKE1tS
Overview
This dataset contains diverse realistic AI-generated images from multiple generators, each with detailed… See the full description on the dataset page: https://huggingface.co/datasets/Coxy7/AIGI-Detection-Quality-Paradox.high-quality-midjouney-srefs
Midjourney Image Scraper & Dataset Creator
A complete toolkit for scraping Midjourney images, generating captions, and creating HuggingFace datasets with optional automatic upload to HuggingFace Hub.
🌟 Features
🔍 Web Scraping: Download images from midjourneysref.com with comprehensive error handling
🤖 AI Captioning: Automatic image captioning using Moondream API with auto-resume capability
✂️ Smart Cropping: AI-powered image cropping using OpenAI to optimize aspect… See the full description on the dataset page: https://huggingface.co/datasets/peteromallet/high-quality-midjouney-srefs.high-quality_art-mix_images_for_diffusion_training_1ai_made photorealistic
OCR-Quality
OCR-Quality Dataset
Project Page | Paper | Github
A comprehensive benchmark dataset for evaluating OCR quality across diverse document types and sources, introduced in the paper "Consensus Entropy: Harnessing Multi-VLM Agreement for Self-Verifying and Self-Improving OCR".
Overview
OCR-Quality is a dataset containing 1,000 document images with human-annotated quality scores and OCR text extracted by Qwen2.5-VL-72B model. The dataset is designed to evaluate and compare… See the full description on the dataset page: https://huggingface.co/datasets/Aslan-mingye/OCR-Quality.rice-quality-assessment-qwen-vlJerusalem-Air-Quality-Shabbat
Jerusalem Air Quality — Weekday vs Shabbat
Twelve months of 5-minute-resolution air-quality readings from 12 monitoring
stations across Jerusalem, formatted for analysing the weekday vs Friday vs
Shabbat (Saturday) pattern in urban pollution.
📊 Companion analysis repository:
danielrosehill/JLM-Air-Quality-Analysis
— exact halachic relabeling, cross-city control analysis (London + New
York), and the figure set summarised below. Reproducible scripts included.
The motivation:… See the full description on the dataset page: https://huggingface.co/datasets/danielrosehill/Jerusalem-Air-Quality-Shabbat.tomato_quality_classification
Tomato Quality Classification
A dataset for quality classification of Tomatoes. The dataset contains raw and augmented versions.The raw dataset contains 1,986 images.Images per class:
Fresh: 1,350
Rotten: 636
The augmented dataset contains 6,000 images.Images per class:
Fresh: 3,000
Rotten: 3,000
This dataset is indexed on https://project-agml.github.io/ as part of the AgML python library.
Citation
@article{khatun2023extensive,
title={An extensive real-world… See the full description on the dataset page: https://huggingface.co/datasets/Project-AgML/tomato_quality_classification.dermnet-nab_new-qualityaudio-quality-dataset-nfe4-30-step2
Audio Quality Dataset: NFE 4-30 Step 2
Overview
This dataset publishes synthetic speech artifacts and derived spectrograms used for repo-local audio-quality experiments.
At a glance:
2800 synthetic runs
200 short English prompt sentences
14 NFE settings: 4, 6, 8, ..., 30
fixed seed 1024
Each row represents one synthetic run and includes:
prompt text
raw synthetic WAV
processed synthetic WAV
spectrogram PNG
NFE value
procedural weak label
Here, NFE means the number of… See the full description on the dataset page: https://huggingface.co/datasets/TashaSkyUp/audio-quality-dataset-nfe4-30-step2.FruitNet_quality_classification
Fruitnet Quality Classification
A dataset for image classification of Fruitnet Quality Classification. The dataset contains 19,526 images across 3 classes: Bad, Good, Mixed.Images per class:
Bad: 6,788
Good: 11,664
Mixed: 1,074
This dataset is indexed on https://project-agml.github.io/ as part of the AgML python library.
Citation
@article{meshram2022fruitnet,
title={FruitNet: Indian fruits image dataset with quality for machine learning applications}… See the full description on the dataset page: https://huggingface.co/datasets/Project-AgML/FruitNet_quality_classification.high_qualityFruitVision_quality_classification
FruitVision Quality Classification
A dataset for quality classification of apples, bananas, mangoes, grapes, and oranges. The dataset contains raw and augmented versions.The raw dataset contains 10,154 images.Images per class:
Formalin-mixed: 3,176
Fresh: 3,800
Rotten: 3,178
The augmented dataset contains 73,389 images.Images per class:
Formalin-mixed: 22,228
Fresh: 30,400
Rotten: 20,761
This dataset is indexed on https://project-agml.github.io/ as part of the AgML python… See the full description on the dataset page: https://huggingface.co/datasets/Project-AgML/FruitVision_quality_classification.High-Quality-Synthetic-Images
Dataset Description
Dataset Name: Goldfish High-Quality AI-Generated Images Dataset
The Goldfish High-Quality AI-Generated Images Dataset contains a curated collection of high-resolution images. Each image is paired with an AI-generated prompt, specifically crafted to describe the visual content, rather than using the original prompts.
Dataset Details
Source: The images were collected from a single high-quality source specializing in AI-generated art.
Resolution: All… See the full description on the dataset page: https://huggingface.co/datasets/Chan-Y/High-Quality-Synthetic-Images.medicine-quality-control-labs
Medicine Quality Control Laboratories (Equipment, Staff, Proficiency, Budget) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/medicine-quality-control-labs.lpbf-melt-pool-quality-dataset
LPBF 熔池监测与成形质量合成数据集
面向激光粉末床熔融（Laser Powder Bed Fusion, LPBF）金属增材制造过程质量控制的教学/算法验证数据集。
数据集将熔池图像、工艺参数与传感器时序三路数据以同一样本编号对齐，可用于成形质量分类、
致密度回归与过程异常检测等任务。
⚠️ 数据性质声明：本数据集为程序合成的模拟数据（synthetic），非真实实验或企业产线数据。
生成脚本为 generate_sample_data.py（配套课程设计项目），随机种子固定为 42，可完全复现。
如需真实工业数据，请使用 NIST AM-Bench 等公开基准数据集。
数据集背景
LPBF 过程以高功率激光逐层熔化金属粉末成形零件，熔池的温度、形貌与稳定性直接决定成形件的致密度与缺陷水平。
实际产线中，熔池图像由同轴高速相机采集，温度与氧含量由过程传感器逐层记录，而激光功率、扫描速度、
层厚与扫描间距是可调的工艺参数。本数据集按上述物理关系构造三路相互关联的数据，用于在没有产线条件… See the full description on the dataset page: https://huggingface.co/datasets/zoumingwu/lpbf-melt-pool-quality-dataset.africa-synth-antibiotic-quality-amr-all
Antibiotic Quality & AMR Acceleration (SSA) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: economics_finance - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-antibiotic-quality-amr-all.africa-synth-air-quality-air-quality-respiratory-all
Air Quality & Respiratory Disease Dataset (PM2.5, COPD, Asthma, Lung Function) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: energy - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-air-quality-air-quality-respiratory-all.vintage-photography-450k-high-quality-captionsThis is a 450k image datastet focused on photography from the 20th century, and their analog aspect. Many of the images are in high resolution. This dataset currently has 20k images captioned with InternVL2 26B, and is a work in progress (I plan to caption the entire dataset and also have short captions for all of the images, compute is an issue for now).
africa-synth-arv-quality-hiv-treatment-all
Antiretroviral Quality & HIV Treatment (SSA) | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-arv-quality-hiv-treatment-all.Luffa_quality_classification
Luffa Quality Classification
This dataset provides real RGB images of luffa plants captured in a field environment in Bangladesh using a handheld smartphone. Collected during October 2023, the images depict natural variations in luffa quality relevant to agricultural disease classification. It serves as a practical resource for developing computer vision models in agricultural quality assessment under real-world field conditions. The dataset contains 343 images across 2 classes:… See the full description on the dataset page: https://huggingface.co/datasets/Project-AgML/Luffa_quality_classification.high_quality_2k5_from_fvmath_with_distilledafrica-synth-health-system-medicine-quality-testing-lab-all
Medicine Quality Testing Laboratory (SSA) | Africa (World Health Organization)
Size category: 10K<n<100K - Formats: csv - Sector: health - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Health datasets help researchers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-health-system-medicine-quality-testing-lab-all.synthetic-dataset-1m-dalle3-high-quality-captions
Dataset Card for Dalle3 1 Million+ High Quality Captions
Alt name: Human Preference Synthetic Dataset
Example grids for landscapes, cats, creatures, and fantasy are also available.
Description:
This dataset comprises of AI-generated images sourced from various websites and individuals, primarily focusing on Dalle 3 content, along with contributions from other AI systems of sufficient quality like Stable Diffusion and Midjourney (MJ v5 and above). As users typically… See the full description on the dataset page: https://huggingface.co/datasets/lingcarzy/synthetic-dataset-1m-dalle3-high-quality-captions.africa-synth-governance-voter-registration-quality-all
African Voter Registration Quality | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: governance_security - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Public… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-governance-voter-registration-quality-all.