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2D Human Pose Estimation datasets

archive 2025-07-28

25 datasets carry the task tag "2D Human Pose Estimation" (the task itself: 2D Human Pose Estimation), ordered by the archive's paper count. Page 1 of 1: 25 shown of 25. 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 522D Human Pose Estimation 25

2D Human Pose Estimation datasets 1–25 of 25

JHMDB (Joint-annotated Human Motion Data Base)
JHMDB is an action recognition dataset that consists of 960 video sequences belonging to 21 actions.
VideosPose EstimationAction Detection2D Human Pose EstimationSkeleton Based Action RecognitionReferring Expression SegmentationOpen Vocabulary Action Detection
249 papers · 9 benchmarks
AGORA
AGORA is a synthetic human dataset with high realism and accurate ground truth.
Images3D3D Human Pose Estimation2D Human Pose Estimation3D Hand Pose Estimation3D Human Reconstruction3D Multi-Person Pose Estimation3D Multi-Person Mesh Recovery+2 tasks
68 papers · 4 benchmarks
OCHuman
This dataset focuses on heavily occluded human with comprehensive annotations including bounding-box, humans pose and instance mask.
ImagesPose Estimation2D Human Pose EstimationMulti-Person Pose EstimationKeypoint DetectionHuman Instance SegmentationPose-Based Human Instance Segmentation
66 papers · 6 benchmarks
UAV-Human
UAV-Human is a large dataset for human behavior understanding with UAVs.
RGB-DRGB VideoPose EstimationAction RecognitionPerson Re-Identification3D Action Recognition2D Human Pose EstimationSkeleton Based Action Recognition+1 tasks
47 papers · 5 benchmarks
COCO-WholeBody
COCO-WholeBody is an extension of COCO dataset with whole-body annotations.
Pose Estimation2D Human Pose EstimationHand Pose EstimationFacial Landmark DetectionFace DetectionMulti-Person Pose Estimation+1 tasks
33 papers · 5 benchmarks
Alibaba Cluster Trace
Alibaba Cluster Trace captures detailed statistics for the co-located workloads of long-running and batch jobs over a course of 24 hours.
Time Series Analysis2D Human Pose Estimation
8 papers · 1 benchmark
Human-Art
Human-Art is a versatile human-centric dataset to bridge the gap between natural and artificial scenes.
3D Human Pose Estimation2D Human Pose EstimationText-to-Image GenerationConditional Image Generation
7 papers · 1 benchmark
DeepSport Dataset
This basketball dataset was acquired under the Walloon region project DeepSport, using the Keemotion system installed in multiple arenas.
Images2D Semantic Segmentation2D Human Pose Estimation
5 papers · 0 benchmarks
PeopleSansPeople (PeopleSansPeople: A Synthetic Data Generator for Human-Centric Computer Vision)
In recent years, person detection and human pose estimation have made great strides, helped by large-scale labeled datasets.
Images2D Human Pose EstimationHuman Instance SegmentationHuman Detection
4 papers · 0 benchmarks
Relative Human
Relative Human (RH) contains multi-person in-the-wild RGB images with rich human annotations, including: Depth layers: relative depth relationship/ordering between all people in the image.
Images2D Human Pose Estimation3D Absolute Human Pose Estimation3D Depth Estimation3D Multi-Person Mesh Recovery3D Multi-Person Pose Estimation (absolute)
4 papers · 2 benchmarks
SportsPose (SportsPose - A Dynamic 3D sports pose dataset)
Accurate 3D human pose estimation is essential for sports analytics, coaching, and injury prevention.
ImagesVideos3DActionsRGB VideoPose Estimation3D Human Pose Estimation2D Human Pose Estimation3D Absolute Human Pose Estimation3D Pose EstimationPose Prediction
4 papers · 0 benchmarks
Anime Drawings Dataset
A dataset for 2D pose estimation of anime/manga images.
Images2D Human Pose Estimation
3 papers · 0 benchmarks
Fitness-AQA (Fitness Action Quality Assessment [ECCV 2022])
Largest, first-of-its-kind, in-the-wild, fine-grained workout/exercise posture analysis dataset, covering three different exercises: BackSquat, Barbell Row, and Overhead Press.
ImagesVideosPose EstimationAction Recognition3D Action Recognition2D Human Pose EstimationVideo UnderstandingAction Quality Assessment+5 tasks
3 papers · 0 benchmarks
PoPArt (Poses of People in Art: A Data Set for Human Pose Estimation in Digital Art History)
Throughout the history of art, the pose—as the holistic abstraction of the human body's expression—has proven to be a constant in numerous studies.
Images2D Object DetectionObject DetectionPose Estimation2D Human Pose EstimationMulti-Person Pose EstimationSemi-Supervised Human Pose Estimation
3 papers · 1 benchmark
Bizarre Pose Dataset (Bizarre Pose Dataset of Illustrated Characters)
Human keypoint dataset of anime/manga-style character illustrations.
Images2D Human Pose Estimation
2 papers · 0 benchmarks
C2A: Human Detection in Disaster Scenarios (Combination to Application)
C2A: Combination to Application Dataset Overview This repository contains the code and information for the paper "UAV-Enhanced Combination to Application: Comprehensive Analysis and Benchmarking of a Human Detection Dataset for Disaster…
ImagesEnvironment2D Object DetectionObject Detection2D Human Pose EstimationObject Detection In Aerial ImagesDisaster ResponseHuman Detection
2 papers · 1 benchmark
JRDB-Pose
JRDB-Pose is a large-scale dataset and benchmark for multi-person pose estimation and tracking using videos captured from a social navigation robot.
Videos2D Human Pose Estimation
2 papers · 0 benchmarks
MMVR (Millimeter-wave Multi-View Radar (MMVR) Dataset)
Click to add a brief description of the dataset (Markdown and LaTeX enabled).
Environment2D Object Detection2D Semantic Segmentation2D Human Pose Estimation
2 papers · 0 benchmarks
CropCOCO
CropCOCO is a validation-only dataset of COCO val 2017 images cropped such that some keypoints annotations are outside of the image.
Images2D Human Pose Estimation
1 paper · 0 benchmarks
FreeMan
FreeMan is the first large-scale multi-view human motion dataset under real scenarios.
VideosRGB Video3D Human Pose Estimation2D Human Pose Estimation
1 paper · 0 benchmarks
Halpe-FullBody
Halpe-FullBody is a full body keypoints dataset where each person has annotated 136 keypoints, including 20 for body, 6 for feet, 42 for hands and 68 for face.
ImagesPose Estimation2D Human Pose Estimation
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
NVIDIA Synthetic Head Dataset
This dataset contains 500K high photo-real rendered images of 10 real head models with (yaw, pitch, roll) head pose labels.
2D Human Pose Estimation
1 paper · 0 benchmarks
RePoGen
Synthetic humans generated by the RePoGen method.
Images2D Semantic Segmentation3D Human Pose Estimation2D Human Pose Estimation
1 paper · 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.