</> Code with Papers by Syntology

Home › Datasets › task › Human Activity Recognition

Human Activity Recognition datasets

archive 2025-07-28

15 datasets carry the task tag "Human Activity Recognition" (the task itself: Human Activity Recognition), ordered by the archive's paper count. Page 1 of 1: 15 shown of 15. 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 52Human Activity Recognition 15

Human Activity Recognition datasets 1–15 of 15

UCF101 (UCF101 Human Actions dataset)
UCF101 dataset is an extension of UCF50 and consists of 13,320 video clips, which are classified into 101 categories.
VideosZero-Shot LearningAction RecognitionTemporal Action LocalizationFew-Shot LearningImage ClusteringSkeleton Based Action Recognition+16 tasks
1,863 papers · 23 benchmarks
HMDB51
The HMDB51 dataset is a large collection of realistic videos from various sources, including movies and web videos.
VideosAction RecognitionTemporal Action LocalizationSkeleton Based Action RecognitionAction ClassificationAction Recognition In VideosHuman Activity Recognition+5 tasks
839 papers · 10 benchmarks
HAR (Human Activity Recognition Using Smartphones)
The Human Activity Recognition Dataset has been collected from 30 subjects performing six different activities (Walking, Walking Upstairs, Walking Downstairs, Sitting, Standing, Laying).
Time seriesImage ClusteringHuman Activity RecognitionRecognizing And Localizing Human Actions
307 papers · 3 benchmarks
PAMAP2
The PAMAP2 Physical Activity Monitoring dataset contains data of 18 different physical activities (such as walking, cycling, playing soccer, etc.), performed by 9 subjects wearing 3 inertial measurement units and a heart rate monitor.
Time seriesHuman Activity Recognition
176 papers · 1 benchmark
WEAR (WEAR: An Outdoor Sports Dataset for Wearable and Egocentric Activity Recognition)
WEAR is an outdoor sports dataset for both vision- and inertial-based human activity recognition (HAR).
VideosTime seriesTemporal Action LocalizationAction DetectionHuman Activity Recognition
5 papers · 0 benchmarks
FLAG3D
FLAG3D is a large-scale 3D fitness activity dataset with language instruction containing 180K sequences of 60 categories.
Texts3D3D Action RecognitionHuman Activity RecognitionHuman action generationHuman Mesh Recovery
4 papers · 0 benchmarks
MPHOI-72 (Multi-person Human-object Interaction Dataset 72)
MPHOI-72 is a multi-person human-object interaction dataset that can be used for a wide variety of HOI/activity recognition and pose estimation/object tracking tasks.
Pose EstimationActivity RecognitionAction RecognitionObject TrackingHuman Activity RecognitionHuman-Object Interaction Detection+1 tasks
2 papers · 0 benchmarks
OAD dataset (The Online Action Detection Dataset)
The Online Action Detection Dataset (OAD) was captured using the Kinect V2 sensor, which collects color images, depth images and human skeleton joints synchronously.
Images3DHuman Activity Recognition
2 papers · 1 benchmark
RHM (Rhm: Robot house multi-view human activity recognition dataset)
The Robot House Multi-View dataset (RHM) contains four views: Front, Back, Ceiling, and Robot Views.
ImagesVideosActionsRGB VideoHuman Activity Recognition
2 papers · 1 benchmark
Radar Dataset (DIAT-μRadHAR: Radar micro-Doppler Signature dataset for Human Suspicious Activity Recognition)
Abstract In the view of national security, radar micro-Doppler (m-D) signatures-based recognition of suspicious human activities becomes significant.
ClassificationHuman Activity Recognition
2 papers · 2 benchmarks
Wallhack1.8k
The Wallhack1.8k dataset comprises 1,806 CSI amplitude spectrograms (and raw WiFi packet time series) corresponding to three activity classes: "no presence," "walking," and "walking + arm-waving." WiFi packets were transmitted at a…
Time seriesHuman Activity Recognition
2 papers · 0 benchmarks
HASCD (Human Activity Segmentation Challenge Dataset)
HASCD (Human Activity Segmentation Challenge Dataset) contains 250 annotated multivariate time series capturing 10.7 h of real-world human motion smartphone sensor data from 15 bachelor computer science students.
Time seriesSemantic SegmentationActivity RecognitionTime Series AnalysisTime SeriesHuman Activity RecognitionChange Point Detection
1 paper · 0 benchmarks
MOSAD (Mobile Sensing Human Activity Data Set)
MOSAD (Mobile Sensing Human Activity Data Set) is a multi-modal, annotated time series (TS) data set that contains 14 recordings of 9 triaxial smartphone sensor measurements (126 TS) from 6 human subjects performing (in part) 3 motion…
Time seriesSemantic SegmentationActivity RecognitionTime Series AnalysisTime SeriesHuman Activity RecognitionChange Point Detection+1 tasks
1 paper · 0 benchmarks
MPII Human Pose Descriptions
The MPII Human Pose Descriptions dataset extends the widely-used MPII Human Pose Dataset with rich textual annotations.
Texts2D Human Pose EstimationHuman Activity Recognition
1 paper · 0 benchmarks
MuscleMap136
MuscleMap136 is a dataset for video-based Activated Muscle Group Estimation (AMGE) aiming at identifying currently activated muscular regions of humans performing a specific activity.
VideosHuman Activity 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.