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MuPoTS-3D (Multiperson Pose Test Set in 3DMulti-person Pose estimation Test Set in 3D)

Introduced by Dushyant Mehta et al. in Single-Shot Multi-Person 3D Pose Estimation From Monocular RGB1 Jan 2018 archive 2025-07-28

MuPoTs-3D (Multi-person Pose estimation Test Set in 3D) is a dataset for pose estimation composed of more than 8,000 frames from 20 real-world scenes with up to three subjects. The poses are annotated with a 14-point skeleton model.

Source: DOPE: Distillation Of Part Experts for whole-body 3D pose estimation in the wild Image Source: http://gvv.mpi-inf.mpg.de/projects/SingleShotMultiPerson/

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 3 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
3D Multi-Person Pose Estimation (root-relative) MuPoTS-3D TDBU_Net 3DPCK 89.6 Monocular 3D Multi-Person Pose Estimation by Integrating... 3dpose/3D-Multi-Person-Pose 20 Compare
3D Multi-Person Pose Estimation (absolute) MuPoTS-3D POTR-3D 3DPCK 50.9 Towards Robust and Smooth 3D Multi-Person Pose... — 14 Compare
3D Multi-Person Pose Estimation MuPoTS-3D Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement 3DPCK 89.9 Multi-Person 3D Pose and Shape Estimation via Inverse... JunukCha/MultiPerson 10 Compare

Papers archive 2025-07-28

29 shown of 29 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 70. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
Multi-HMR: Multi-Person Whole-Body Human Mesh Recovery in a Single Shot 1 1 22 Feb 2024 ran 8 of 9 samples (1 unverified; 9 pointer-only for licence)
Towards Robust and Smooth 3D Multi-Person Pose Estimation from Monocular Videos in the Wild 0 2 15 Sep 2023 not harvested
Three Recipes for Better 3D Pseudo-GTs of 3D Human Mesh Estimation in the Wild 1 1 10 Apr 2023 ran 2 of 2 samples (0 unverified; 2 pointer-only for licence)
Multi-Person 3D Pose and Shape Estimation via Inverse Kinematics and Refinement 1 1 24 Oct 2022 not harvested
Explicit Occlusion Reasoning for Multi-person 3D Human Pose Estimation 0 2 29 Jul 2022 not harvested
Dynamic Graph Reasoning for Multi-person 3D Pose Estimation 0 2 22 Jul 2022 not harvested
VirtualPose: Learning Generalizable 3D Human Pose Models from Virtual Data 1 1 20 Jul 2022 not harvested
MUG: Multi-human Graph Network for 3D Mesh Reconstruction from 2D Pose 0 1 25 May 2022 not harvested
Dual networks based 3D Multi-Person Pose Estimation from Monocular Video 1 1 2 May 2022 not harvested
Permutation-Invariant Relational Network for Multi-person 3D Pose Estimation 0 2 11 Apr 2022 not harvested
Distribution-Aware Single-Stage Models for Multi-Person 3D Pose Estimation 1 2 15 Mar 2022 ran 1 of 3 samples (2 unverified)
Body Meshes as Points 1 1 6 May 2021 ran 1 of 7 samples (6 unverified)
Learning to Estimate Robust 3D Human Mesh from In-the-Wild Crowded Scenes 1 1 15 Apr 2021 ran 3 of 9 samples (6 unverified)
Deep Monocular 3D Human Pose Estimation via Cascaded Dimension-Lifting 0 1 8 Apr 2021 not harvested
Monocular 3D Multi-Person Pose Estimation by Integrating Top-Down and Bottom-Up Networks 1 2 5 Apr 2021 ran 2 of 2 samples (0 unverified)
Graph and Temporal Convolutional Networks for 3D Multi-person Pose Estimation in Monocular Videos 1 2 22 Dec 2020 not harvested
Temporal Smoothing for 3D Human Pose Estimation and Localization for Occluded People 1 2 31 Oct 2020 not harvested
PI-Net: Pose Interacting Network for Multi-Person Monocular 3D Pose Estimation 0 1 11 Oct 2020 not harvested
SMAP: Single-Shot Multi-Person Absolute 3D Pose Estimation 1 2 26 Aug 2020 not harvested
Unsupervised Cross-Modal Alignment for Multi-Person 3D Pose Estimation 1 1 4 Aug 2020 not harvested
HMOR: Hierarchical Multi-Person Ordinal Relations for Monocular Multi-Person 3D Pose Estimation 0 2 1 Aug 2020 not harvested
HDNet: Human Depth Estimation for Multi-Person Camera-Space Localization 1 2 17 Jul 2020 not harvested
Multi-Person Absolute 3D Human Pose Estimation with Weak Depth Supervision 1 2 8 Apr 2020 not harvested
Multi-Person 3D Human Pose Estimation from Monocular Images 0 1 24 Sep 2019 not harvested
Camera Distance-aware Top-down Approach for 3D Multi-person Pose Estimation from a Single RGB Image 4 2 26 Jul 2019 ran 1 of 7 samples (6 unverified)
XNect: Real-time Multi-Person 3D Motion Capture with a Single RGB Camera 4 1 1 Jul 2019 not harvested
Absolute Human Pose Estimation with Depth Prediction Network 1 2 11 Apr 2019 not harvested
Single-Shot Multi-Person 3D Pose Estimation From Monocular RGB 5 2 9 Dec 2017 ran 1 of 2 samples (1 unverified)
LCR-Net: Localization-Classification-Regression for Human Pose 0 1 1 Jul 2017 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

3D Multi-Person Pose Estimation3D Multi-Person Pose Estimation (root-relative)3D Multi-Person Pose Estimation (absolute)Unsupervised 3D Multi-Person Pose Estimation

License archive 2025-07-28

Unknown

Modalities archive 2025-07-28

Images3D

Languages archive 2025-07-28

Chinese

Variants archive 2025-07-28

  • MuPoTS-3D

1 variant name, as the archive lists them.

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