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Image Quality Assessment datasets

archive 2025-07-28

16 datasets carry the task tag "Image Quality Assessment" (the task itself: Image Quality Assessment), ordered by the archive's paper count. Page 1 of 1: 16 shown of 16. Facet routes are this site's own (the archive records the tag string, not a page).

The archive holds 12,214 dataset rows; 12,172 are listed. 6 are withheld from every listing and count here as vandalised before snapshot (6 with contact-centre spam in the title, 0 with a spam description on a row that has no homepage, no paper and no papers counted; none with more than 1 paper, 0 with a benchmark), listed in withheld.json; 1 listed row carries a vandalised description, withheld on its page. This gate never withholds a row with a homepage or a paper that resolves, and a clean description; the content rules below withhold a row whose name is spam whatever else it carries. The gate is a phrase list: these are the rows it caught, not a claim that the rest is clean. Before that gate, the site's content rules withhold 36 more rows (invite-code, gambling, travel-booking, contact-centre and similar spam in the name or on a row with nothing real behind it); they have no page and are listed in withheld.json.

Filter 51 task tags shown of 3,717, by dataset count; the full filter by modality, task and language is on /datasets

All 12,172 Question Answering 413Semantic Segmentation 347Object Detection 332Image Classification 283Classification 222Text Classification 167Language Modelling 166Text Generation 162Visual Question Answering (VQA) 144Named Entity Recognition (NER) 130Pose Estimation 124Anomaly Detection 119Action Recognition 115Instance Segmentation 111Sentiment Analysis 104Text Summarization 98Domain Adaptation 96Speech Recognition 96Reading Comprehension 95Information Retrieval 932D Object Detection 92Image Retrieval 87Machine Translation 82Relation Extraction 822D Semantic Segmentation 81Natural Language Inference 81Image Captioning 79Image Generation 79Depth Estimation 77Node Classification 75Natural Language Understanding 72Autonomous Driving 70Code Generation 70Object Tracking 693D Object Detection 67Face Recognition 67Link Prediction 67Person Re-Identification 65Data Augmentation 63Multi-Task Learning 593D Reconstruction 58Common Sense Reasoning 56Recommendation Systems 56Video Understanding 56Optical Character Recognition (OCR) 55Graph Classification 54Abstractive Text Summarization 52Emotion Recognition 52Medical Image Segmentation 52Word Embeddings 52Image Quality Assessment 16

Image Quality Assessment datasets 1–16 of 16

CSIQ (Categorical Subjective Image Quality)
The CSIQ database consists of 30 original images, each is distorted using six different types of distortions at four to five different levels of distortion.
ImagesImage Quality AssessmentNo-Reference Image Quality Assessment
115 papers · 1 benchmark
KonIQ-10k (Konstanz Image Quality 10k Database)
KonIQ-10k is a large-scale IQA dataset consisting of 10,073 quality scored images.
Image Quality AssessmentNo-Reference Image Quality Assessment
113 papers · 2 benchmarks
SPAQ (Smartphone Photography Attribute and Quality)
The Smartphone Photography Attribute and Quality (SPAQ) dataset is a comprehensive database for the perceptual quality assessment of smartphone photography.
Image Quality AssessmentNo-Reference Image Quality Assessment
86 papers · 2 benchmarks
KADID-10k
Konstanz artificially distorted image quality database (KADID-10k) contains 81 pristine images, each degraded by 25 distortions in 5 levels.
Image Quality AssessmentNo-Reference Image Quality Assessment
29 papers · 2 benchmarks
EyeQ
Dataset with 28,792 retinal images from the EyePACS dataset, based on a three-level quality grading system (i.e., Good', Usable' and Reject') for evaluating RIQA methods.
Image ClassificationImage Quality Assessment
28 papers · 0 benchmarks
MSU SR-QA Dataset (MSU Super-Resolution Quality Assessment Dataset)
Our dataset was made of videos from MSU Video Upscalers Benchmark Dataset, MSU Video Super-Resolution Benchmark Dataset and MSU Super-Resolution for Video Compression Benchmark Dataset.
VideosSuper-ResolutionImage Super-ResolutionImage Quality AssessmentVideo Super-ResolutionVideo Quality Assessment
26 papers · 1 benchmark
MSU NR VQA Database (MSU No-Reference Video Quality Assessment Database)
The dataset was created for video quality assessment problem.
ImagesVideosImage Quality AssessmentVideo Quality AssessmentNo-Reference Image Quality AssessmentBlind Image Quality Assessment
20 papers · 2 benchmarks
MSU FR VQA Database (MSU Full-Reference Video Quality Assessment Database)
The dataset was created for video quality assessment problem.
ImagesVideosImage Quality AssessmentVideo Quality Assessment
18 papers · 2 benchmarks
TID2013
TID2013 is a dataset for image quality assessment that contains 25 reference images and 3000 distorted images (25 reference images x 24 types of distortions x 5 levels of distortions).
ImagesImage Quality AssessmentNo-Reference Image Quality Assessment
17 papers · 1 benchmark
CURE-TSR (CURE Traffic Sign Recognition)
Includes more than two million traffic sign images that are based on real-world and simulator data.
Image Quality AssessmentTraffic Sign RecognitionTraffic Sign Detection
16 papers · 0 benchmarks
UHD-IQA
We introduce a novel Image Quality Assessment (IQA) dataset comprising 6073 UHD-1 (4K) images, annotated at a fixed width of 3840 pixels.
ImagesImage Quality AssessmentNo-Reference Image Quality AssessmentNR-IQABlind Image Quality Assessment4k
9 papers · 1 benchmark
PIQ23
Year after year, the demand for ever-better smartphone photos continues to grow, in particular in the domain of portrait photography.
ImagesImage Quality AssessmentFace Image Quality AssessmentBlind Image Quality Assessment
5 papers · 1 benchmark
Hephaestus (Hephaestus: A large scale multitask dataset towards InSAR understanding)
Hephaestus is the first large-scale InSAR dataset.
ImagesTextsClassificationSemantic SegmentationImage CaptioningImage Quality Assessment
3 papers · 0 benchmarks
CROSS (Cross-Reference Omnidirectional Stitching IQA)
Cross-Reference Omnidirectional Stitching IQA is a novel omnidirectional image dataset containing stitched images as well as dual-fisheye images captured from standard quarters of 0◦, 90◦ , 180◦ and 270◦.
ImagesImage Quality AssessmentImage Stitching
1 paper · 0 benchmarks
Fraunhofer Portugal AICOS EDoF Dataset
The Fraunhofer Portugal AICOS EDoF Dataset was produced within the TAMI project and is composed of images of microscopic fields of view (FOV) of Liquid-based Cervical Cytology (LBC) samples.
ImagesBiomedicalMedicalImage Quality Assessment
1 paper · 0 benchmarks
SACID (Saliency Aware Compressed Images Dataset)
Click to add a brief description of the dataset (Markdown and LaTeX enabled).
ImagesImage Quality Assessment
1 paper · 0 benchmarks

Paper counts and descriptions are the archive's, frozen 2025-07-28; no citation counts, no stars, no trending. Sorting by "most cited" or "newest" was a live-site feature the archive does not carry.