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Contrastive Learning datasets

archive 2025-07-28

16 datasets carry the task tag "Contrastive Learning" (the task itself: Contrastive Learning), 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 52Contrastive Learning 16

Contrastive Learning datasets 1–16 of 16

CIFAR-10
description withheld: archive row vandalised before snapshot
ImagesImage ClassificationClassificationImage GenerationZero-Shot LearningAnomaly DetectionImage Retrieval+58 tasks
16,145 papers · 91 benchmarks
ImageNet
The ImageNet dataset contains 14,197,122 annotated images according to the WordNet hierarchy.
ImagesImage ClassificationClassificationImage GenerationZero-Shot LearningVisual Question Answering (VQA)Few-Shot Image Classification+37 tasks
15,430 papers · 52 benchmarks
STL-10 (Self-Taught Learning 10)
The STL-10 is an image dataset derived from ImageNet and popularly used to evaluate algorithms of unsupervised feature learning or self-taught learning.
ImagesImage ClassificationImage GenerationAnomaly DetectionSemi-Supervised Image ClassificationImage ClusteringOut-of-Distribution Detection+12 tasks
1,092 papers · 18 benchmarks
10,000 People - Human Pose Recognition Data
Description: 10,000 People - Human Pose Recognition Data.
Object DetectionPose EstimationPose TrackingContrastive Learning
265 papers · 1 benchmark
FSD50K (Freesound Database 50K)
Freesound Dataset 50k (or FSD50K for short) is an open dataset of human-labeled sound events containing 51,197 Freesound clips unequally distributed in 200 classes drawn from the AudioSet Ontology.
AudioDomain AdaptationAudio ClassificationContrastive LearningEnvironmental Sound Classification
155 papers · 2 benchmarks
GuitarSet
GuitarSet is a dataset of high-quality guitar recordings and rich annotations.
AudioInformation RetrievalBeat TrackingDownbeat TrackingContrastive LearningMusic Information Retrieval
31 papers · 2 benchmarks
INRIA Aerial Image Labeling
The INRIA Aerial Image Labeling dataset is comprised of 360 RGB tiles of 5000×5000px with a spatial resolution of 30cm/px on 10 cities across the globe.
ImagesSemantic SegmentationSelf-Supervised LearningContrastive Learning
21 papers · 1 benchmark
FIVR-200K
The FIVR-200K dataset has been collected to simulate the problem of Fine-grained Incident Video Retrieval (FIVR).
VideosVideo RetrievalContrastive Learning
16 papers · 1 benchmark
OLIVES Dataset (Ophthalmic Labels for Investigating Visual Eye Semantics)
Clinical diagnosis of the eye is performed over multifarious data modalities including scalar clinical labels, vectorized biomarkers, two-dimensional fundus images, and three-dimensional Optical Coherence Tomography (OCT) scans.
MedicalMultimodal Deep LearningContrastive LearningSemi-supervised Medical Image Classification
10 papers · 0 benchmarks
DAD (Driver Anomaly Detection)
Contains normal driving videos together with a set of anomalous actions in its training set.
Anomaly DetectionContrastive LearningOpen Set Learning
9 papers · 0 benchmarks
BIOSCAN-5M
As part of an ongoing worldwide effort to comprehend and monitor insect biodiversity, we present the BIOSCAN-5M Insect dataset to the machine learning community.
ImagesBiologyClassificationSemi-Supervised Image ClassificationDomain GeneralizationTransfer LearningHierarchical Multi-label ClassificationMultimodal Deep Learning+4 tasks
4 papers · 0 benchmarks
CommitBART
CommitBART is a benchmark for researching commit-related task such as denoising, cross-modal generation and contrastive learning.
TextsDenoisingContrastive Learning
3 papers · 0 benchmarks
US-4
The US-4 is a dataset of Ultrasound (US) images.
ImagesMedicalContrastive Learning
3 papers · 0 benchmarks
Extended Agriculture-Vision
Extended Agriculture-Vision dataset comprises two parts: 1.
ClassificationSemantic SegmentationSelf-Supervised LearningContrastive Learning
2 papers · 0 benchmarks
BankNote-Net
Millions of people around the world have low or no vision.
Image ClassificationFew-Shot LearningFew-Shot Object DetectionContrastive Learning
1 paper · 0 benchmarks
MatSim (MatSim dataset for materials similarity recognition from images)
MatSim is a synthetic dataset, and natural image benchmark for computer vision-based recognition of similarities and transitions between materials and textures, focusing on identifying any material under any conditions using one or a few…
ImagesContrastive LearningOne-Shot LearningMaterial Recognition
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.