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Activity Detection datasets

archive 2025-07-28

12 datasets carry the task tag "Activity Detection" (the task itself: Activity Detection), ordered by the archive's paper count. Page 1 of 1: 12 shown of 12. 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 52Activity Detection 12

Activity Detection datasets 1–12 of 12

AVA (Atomic Visual Actions)
AVA is a project that provides audiovisual annotations of video for improving our understanding of human activity.
VideosAction RecognitionNode ClassificationAction DetectionSpeech EnhancementAction Recognition In VideosVideo Understanding+7 tasks
113 papers · 7 benchmarks
Toyota Smarthome Dataset
A large scale dataset with daily-living activities performed in a natural manner.
VideosAction DetectionAction ClassificationActivity Detection
31 papers · 1 benchmark
ROAD (ROAD: The ROad event Awareness Dataset for Autonomous Driving)
ROAD is designed to test an autonomous vehicle's ability to detect road events, defined as triplets composed by an active agent, the action(s) it performs and the corresponding scene locations.
VideosAutonomous VehiclesAction DetectionContinual LearningAutonomous DrivingEvent DetectionDecision Making+1 tasks
27 papers · 0 benchmarks
MEVA (Multiview Extended Video with Activities)
Large-scale dataset for human activity recognition.
Activity RecognitionAction DetectionActivity Detection
17 papers · 0 benchmarks
TSU (Toyota Smarthome Untrimmed)
Toyota Smarthome Untrimmed (TSU) is a dataset for activity detection in long untrimmed videos.
VideosAction DetectionActivity Detection
16 papers · 1 benchmark
AVA-Speech
Contains densely labeled speech activity in YouTube videos, with the goal of creating a shared, available dataset for this task.
Action DetectionSpeaker DiarizationActivity Detection
10 papers · 1 benchmark
Home Action Genome
Home Action Genome is a large-scale multi-view video database of indoor daily activities.
VideosAudioActivity RecognitionAction RecognitionVideo ClassificationMultimodal Activity RecognitionMultiview DetectionScene Graph Detection+4 tasks
9 papers · 2 benchmarks
IITB Corridor
An abnormal activity data-set for research use that contains 4,83,566 annotated frames.
Anomaly DetectionAction DetectionTrajectory PredictionVideo Anomaly DetectionActivity Detection
5 papers · 2 benchmarks
MLB-YouTube Dataset
The MLB-YouTube dataset is a new, large-scale dataset consisting of 20 baseball games from the 2017 MLB post-season available on YouTube with over 42 hours of video footage.
VideosAction DetectionVideo UnderstandingActivity Detection
5 papers · 0 benchmarks
UCLA Protest Image
40,764 images (11,659 protest images and hard negatives) with various annotations of visual attributes and sentiments.
ImagesAction DetectionText SpottingActivity Detection
2 papers · 0 benchmarks
DAHLIA (DAily Human Life Activity)
DAHLIA dataset [1] is devoted to human activity recognition, which is a major issue for adapting smart-home services such as user assistance.
VideosRGB-DActivity RecognitionActivity Recognition In VideosActivity DetectionHome Activity Monitoring
0 papers · 0 benchmarks
InfiniteRep
InfiniteRep is a synthetic, open-source dataset for fitness and physical therapy (PT) applications.
ImagesVideos3DBiomedical3d meshesRGB-DActionsTrackingRGB VideoPose EstimationActivity Recognition2D Semantic Segmentation3D Human Pose Estimation3D Action RecognitionAction Detection+13 tasks
0 papers · 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.