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3D Human Shape Estimation datasets

archive 2025-07-28

7 datasets carry the task tag "3D Human Shape Estimation" (the task itself: 3D Human Shape Estimation), ordered by the archive's paper count. Page 1 of 1: 7 shown of 7. 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 523D Human Shape Estimation 7

3D Human Shape Estimation datasets 1–7 of 7

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
BEDLAM
BEDLAM is a large-scale synthetic video dataset designed to train and test algorithms on the task of 3D human pose and shape estimation (HPS).
Videos3D Human Pose Estimation3D Human Shape EstimationHuman Mesh Recovery
45 papers · 1 benchmark
SSP-3D (Sports Shape and Pose 3D)
SSP-3D is an evaluation dataset consisting of 311 images of sportspersons in tight-fitted clothes, with a variety of body shapes and poses.
Images3D3d meshes3D Human Pose Estimation3D Human Reconstruction3D Human Shape Estimation
19 papers · 1 benchmark
MoVi (Large Multipurpose Motion and Video Dataset)
Contains 60 female and 30 male actors performing a collection of 20 predefined everyday actions and sports movements, and one self-chosen movement.
ImagesPose EstimationActivity Recognition3D Human Pose Estimation3D Human ReconstructionVirtual Try-on3D Human Shape Estimation+1 tasks
12 papers · 1 benchmark
HUMAN4D
HUMAN4D is a large and multimodal 4D dataset that contains a variety of human activities simultaneously captured by a professional marker-based MoCap, a volumetric capture and an audio recording system.
ImagesPose Estimation3D Human Pose EstimationDepth EstimationMonocular Depth Estimation3D Point Cloud Reconstruction3D Pose Estimation+6 tasks
9 papers · 0 benchmarks
HBW (Human Bodies in the Wild)
Human Bodies in the Wild (HBW) is a validation and test set for body shape estimation.
ImagesTexts3D3D Human Reconstruction3D Human Shape EstimationMonocular 3D Human Pose Estimation
7 papers · 0 benchmarks
UNIPD-BPE (University of Padova Body Pose Estimation)
The University of Padova Body Pose Estimation dataset (UNIPD-BPE) is an extensive dataset for multi-sensor body pose estimation containing both single-person and multi-person sequences with up to 4 interacting people A network with 5…
RGB-DTracking3D Human Pose Estimation3D Action Recognition3D Human Pose Tracking3D Human Shape Estimation3D Multi-Person Human Pose Estimation
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.