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Unsupervised Object Detection datasets

archive 2025-07-28

10 datasets carry the task tag "Unsupervised Object Detection" (the task itself: Unsupervised Object Detection), ordered by the archive's paper count. Page 1 of 1: 10 shown of 10. 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 52Unsupervised Object Detection 10

Unsupervised Object Detection datasets 1–10 of 10

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
LVIS
LVIS is a dataset for long tail instance segmentation.
ImagesObject DetectionInstance SegmentationFew-Shot Object DetectionUnsupervised Object DetectionZero-Shot Object DetectionOpen Vocabulary Object Detection+3 tasks
551 papers · 12 benchmarks
Objects365
Objects365 is a large-scale object detection dataset, Objects365, which has 365 object categories over 600K training images.
ImagesObject DetectionSemantic SegmentationInstance SegmentationUnsupervised Object DetectionOpen Vocabulary Object Detection
161 papers · 2 benchmarks
PASCAL VOC 2007
PASCAL VOC 2007 is a dataset for image recognition.
ImagesImage ClassificationObject DetectionSemantic SegmentationMulti-Label ClassificationObject LocalizationCross-Modal Retrieval+10 tasks
126 papers · 13 benchmarks
Clipart1k
In Clipart1k, the target domain classes to be detected are the same as those in the source domain.
Object DetectionWeakly Supervised Object DetectionUnsupervised Object DetectionBody Detection
48 papers · 3 benchmarks
Watercolor2k
Watercolor2k is a dataset used for cross-domain object detection which contains 2k watercolor images with image and instance-level annotations.
Object DetectionWeakly Supervised Object DetectionUnsupervised Object DetectionBody Detection
37 papers · 3 benchmarks
Comic2k
Comic2k is a dataset used for cross-domain object detection which contains 2k comic images with image and instance-level annotations.
ImagesObject DetectionDomain AdaptationWeakly Supervised Object DetectionUnsupervised Object DetectionBody DetectionObject Proposal Generation+1 tasks
29 papers · 4 benchmarks
UVO (Unidentified Video Objects: A Benchmark for Dense, Open-World Segmentation)
UVO is a new benchmark for open-world class-agnostic object segmentation in videos.
ImagesVideosRGB VideoObject DetectionInstance SegmentationObject LocalizationUnsupervised Object DetectionVideo Instance SegmentationOpen World Object Detection+3 tasks
27 papers · 2 benchmarks
OpenImages-v6
OpenImages V6 is a large-scale dataset , consists of 9 million training images, 41,620 validation samples, and 125,456 test samples.
ImagesObject DetectionMulti-Label ClassificationUnsupervised Object Detection
23 papers · 2 benchmarks
LeukemiaAttri
The LeukemiaAttri dataset is a large-scale, multi-domain collection of microscopy images derived from leukemia patient samples, enriched with detailed morphological information.
ImagesBiologyBiomedicalMedicalObject DetectionDomain AdaptationWeakly Supervised Object DetectionObject CountingUnsupervised Object DetectionCancer type classification+1 tasks
2 papers · 2 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.