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Image Dehazing datasets

archive 2025-07-28

17 datasets carry the task tag "Image Dehazing" (the task itself: Image Dehazing), ordered by the archive's paper count. Page 1 of 1: 17 shown of 17. 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 Dehazing 17

Image Dehazing datasets 1–17 of 17

KITTI
KITTI (Karlsruhe Institute of Technology and Toyota Technological Institute) is one of the most popular datasets for use in mobile robotics and autonomous driving.
ImagesLiDARObject DetectionSemantic SegmentationPose EstimationObject Tracking3D Object DetectionImage Super-Resolution+41 tasks
3,661 papers · 137 benchmarks
DENSE (Depth Estimation oN Synthetic Events)
DENSE (Depth Estimation oN Synthetic Events) is a new dataset with synthetic events and perfect ground truth.
ImagesDepth EstimationImage DehazingProbabilistic Deep Learning
49 papers · 1 benchmark
RESIDE
A new large-scale benchmark consisting of both synthetic and real-world hazy images, called REalistic Single Image DEhazing (RESIDE).
ImagesImage DehazingUnified Image RestorationSingle Image DehazingSingle Image Haze Removal
49 papers · 5 benchmarks
I-HAZE
The I-Haze dataset contains 25 indoor hazy images (size 2833×4657 pixels) training.
ImagesImage DehazingSingle Image DehazingSSIM
41 papers · 1 benchmark
NH-HAZE
NN-HAZE is an image dehazing dataset.
Image DehazingSingle Image DehazingNonhomogeneous Image Dehazing
37 papers · 2 benchmarks
Haze4k
Haze4k is a synthesized dataset with 4,000 hazy images, in which each hazy image has the associate ground truths of a latent clean image, a transmission map, and an atmospheric light ma
Image Dehazing
27 papers · 1 benchmark
SQUID (Stereo Quantitative Underwater Image Dataset)
A dataset of images taken in different locations with varying water properties, showing color charts in the scenes.
Image EnhancementImage DehazingSingle Image Dehazing
24 papers · 0 benchmarks
D-HAZY
The D-HAZY dataset is generated from NYU depth indoor image collection.
ImagesImage DehazingSingle Image DehazingSingle Image Haze Removal
17 papers · 0 benchmarks
RS-Haze
A large-scale non-homogeneous remote sensing image dehazing dataset
Image Dehazing
11 papers · 1 benchmark
ERA (Event Recognition in Aerial videos)
Consists of 2,864 videos each with a label from 25 different classes corresponding to an event unfolding 5 seconds.
Image DehazingGraph EmbeddingWord Embeddings
8 papers · 0 benchmarks
Rendered WB dataset
A dataset of over 65,000 pairs of incorrectly white-balanced images and their corresponding correctly white-balanced images.
DeblurringImage DehazingColor Constancy
7 papers · 0 benchmarks
SEN12MS-CR-TS
SEN12MS-CR-TS is a multi-modal and multi-temporal data set for cloud removal.
ImagesTime seriesHyperspectral imagesImage-to-Image TranslationImage ReconstructionImage DenoisingImage DehazingVideo ReconstructionCloud Removal
7 papers · 1 benchmark
MOR-UAV
A large-scale video dataset for MOR in aerial videos.
Object DetectionImage DehazingObject Recognition
6 papers · 0 benchmarks
SMOKE (Real Dense Non-Uniform Fog)
The SMOKE dataset is a dataset for fog/smoke removal.
Image DehazingSingle Image DehazingNonhomogeneous Image Dehazing
3 papers · 0 benchmarks
AWMM-100k
The existing multi-modality image fusion dataset lacks comprehensive coverage of adverse weather scenarios.
ImagesImage RestorationImage DehazingSingle Image DerainingUnified Image RestorationSingle Image DesnowingInfrared And Visible Image Fusion
1 paper · 0 benchmarks
DeSmoke-LAP dataset
The laparoscopic surgery dataset is associated with our International Journal of Computer Assisted Radiology and Surgery (IJCARS) publication titled “DeSmoke-LAP: Improved Unpaired Image-to-Image Translation for Desmoking in Laparoscopic…
VideosImage Dehazing
1 paper · 0 benchmarks
RB-Dust (RB-Dust: Real-world Industrial Dust Dehazing Dataset)
A small-scale real-world dataset containing hazy/dusty industrial images and their clean ground truth counterparts.
ImagesImage DehazingSingle Image Dehazing
1 paper · 1 benchmark

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.