3DPW

Dataset Information
Modalities
Images, Videos, 3D
Languages
English
Introduced
2018
License
Custom (research-only, non-commercial)
Homepage
Official Website
Contents

Overview

The 3D Poses in the Wild dataset is the first dataset in the wild with accurate 3D poses for evaluation. While other datasets outdoors exist, they are all restricted to a small recording volume. 3DPW is the first one that includes video footage taken from a moving phone camera.

The dataset includes:

  • 60 video sequences.
  • 2D pose annotations.
  • 3D poses obtained with the method introduced in the paper.
  • Camera poses for every frame in the sequences.
  • 3D body scans and 3D people models (re-poseable and re-shapeable). Each sequence contains its corresponding models.
  • 18 3D models in different clothing variations.

Source: https://virtualhumans.mpi
Image Source: https://virtualhumans.mpi

Variants: 3DPW

Associated Benchmarks

This dataset is used in 3 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
3D Human Pose Estimation BioPose BioPose: Biomechanically-accurate 3D Pose Estimation … 2025-01-14
3D Human Pose Estimation GenHMR GenHMR: Generative Human Mesh Recovery 2024-12-19
3D Human Pose Estimation ARTS (Resnet50 L=16) ARTS: Semi-Analytical Regressor using Disentangled … 2024-10-21
3D Human Pose Estimation RemoCap RemoCap: Disentangled Representation Learning for … 2024-05-21
3D Human Pose Estimation TokenHMR (SD + ITW + BL) TokenHMR: Advancing Human Mesh Recovery … 2024-04-25
3D Human Pose Estimation SMPLer-L SMPLer: Taming Transformers for Monocular … 2024-04-23
3D Human Pose Estimation PostoMETRO (HRNet-w48) PostoMETRO: Pose Token Enhanced Mesh … 2024-03-19
3D Human Pose Estimation PostoMETRO (ResNet-50) PostoMETRO: Pose Token Enhanced Mesh … 2024-03-19
3D Human Pose Estimation CLIFF 3D Human Reconstruction in the … 2024-03-17
3D Human Pose Estimation CLIFF (3DPW+HumanWild+BEDLAM+AGORA) 3D Human Reconstruction in the … 2024-03-17
3D Human Pose Estimation WHAM (ViT) WHAM: Reconstructing World-grounded Humans with … 2023-12-12
3D Human Pose Estimation Hulk(ViT-L) Hulk: A Universal Knowledge Translator … 2023-12-04
3D Human Pose Estimation Hulk(ViT-B) Hulk: A Universal Knowledge Translator … 2023-12-04
3D Human Pose Estimation PROM (CLIFF) Learning Unorthogonalized Matrices for Rotation … 2023-12-01
3D Human Pose Estimation UniHPE (GT) UniHPE: Towards Unified Human Pose … 2023-11-24
3D Human Pose Estimation UniHPE-w48 UniHPE: Towards Unified Human Pose … 2023-11-24
3D Human Pose Estimation TAR (N=9) Temporal-Aware Refinement for Video-based Human … 2023-11-16
3D Human Pose Estimation 3DHR-Co (w/ 2D GT) 3DHR-Co: A Collaborative Test-time Refinement … 2023-10-02
3D Human Pose Estimation SMPLer-X SMPLer-X: Scaling Up Expressive Human … 2023-09-29
3D Human Pose Estimation CycleAdapt (w/o 2D GT) Cyclic Test-Time Adaptation on Monocular … 2023-08-12

Research Papers

Recent papers with results on this dataset:

External Links: