Datasets › MPI-INF-3DHP

MPI-INF-3DHP

Introduced by Dushyant Mehta et al. in Monocular 3D Human Pose Estimation In The Wild Using Improved CNN Supervision1 Jan 2017 archive 2025-07-28

MPI-INF-3DHP is a 3D human body pose estimation dataset consisting of both constrained indoor and complex outdoor scenes. It records 8 actors performing 8 activities from 14 camera views. It consists on >1.3M frames captured from the 14 cameras.

Source: Anatomy-aware 3D Human Pose Estimation in Videos Image Source: https://arxiv.org/abs/1611.09813

Benchmarks archive 2025-07-28

All 5 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.

Papers archive 2025-07-28

30 shown of 100 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 289. 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
TCPFormer: Learning Temporal Correlation with Implicit Pose Proxy for 3D Human Pose Estimation 1 2 3 Jan 2025 not harvested
ARTS: Semi-Analytical Regressor using Disentangled Skeletal Representations for Human Mesh Recovery from Videos 2 1 21 Oct 2024 not harvested
KTPFormer: Kinematics and Trajectory Prior Knowledge-Enhanced Transformer for 3D Human Pose Estimation 1 1 31 Mar 2024 ran 6 of 10 samples (4 unverified; 10 pointer-only for licence)
Temporal-Aware Refinement for Video-based Human Pose and Shape Recovery 0 1 16 Nov 2023 not harvested
MotionAGFormer: Enhancing 3D Human Pose Estimation with a Transformer-GCNFormer Network 1 4 25 Oct 2023 ran 14 of 16 samples (2 unverified)
LInKs "Lifting Independent Keypoints" -- Partial Pose Lifting for Occlusion Handling with Improved Accuracy in 2D-3D Human Pose Estimation 0 1 13 Sep 2023 not harvested
Refined Temporal Pyramidal Compression-and-Amplification Transformer for 3D Human Pose Estimation 1 1 4 Sep 2023 not harvested
Double-chain Constraints for 3D Human Pose Estimation in Images and Videos 1 1 10 Aug 2023 not harvested
GLA-GCN: Global-local Adaptive Graph Convolutional Network for 3D Human Pose Estimation from Monocular Video 1 1 12 Jul 2023 not harvested
Back to Optimization: Diffusion-based Zero-Shot 3D Human Pose Estimation 1 1 7 Jul 2023 not harvested
XFormer: Fast and Accurate Monocular 3D Body Capture 0 1 18 May 2023 not harvested
Regular Splitting Graph Network for 3D Human Pose Estimation 1 1 9 May 2023 not harvested
TAPE: Temporal Attention-based Probabilistic human pose and shape Estimation 1 1 29 Apr 2023 not harvested
HybrIK-X: Hybrid Analytical-Neural Inverse Kinematics for Whole-body Mesh Recovery 2 1 12 Apr 2023 ran 0 of 8 samples (8 unverified)
ConvFormer: Parameter Reduction in Transformer Models for 3D Human Pose Estimation by Leveraging Dynamic Multi-Headed Convolutional Attention 1 1 4 Apr 2023 not harvested
PoseFormerV2: Exploring Frequency Domain for Efficient and Robust 3D Human Pose Estimation 2 1 30 Mar 2023 ran 5 of 6 samples (1 unverified)
Global Adaptation meets Local Generalization: Unsupervised Domain Adaptation for 3D Human Pose Estimation 1 1 29 Mar 2023 not harvested
Global-to-Local Modeling for Video-based 3D Human Pose and Shape Estimation 1 1 26 Mar 2023 not harvested
DiffMesh: A Motion-aware Diffusion Framework for Human Mesh Recovery from Videos 0 1 23 Mar 2023 not harvested
Diffusion-Based 3D Human Pose Estimation with Multi-Hypothesis Aggregation 1 1 21 Mar 2023 ran 0 of 2 samples (2 unverified)
HTNet: Human Topology Aware Network for 3D Human Pose Estimation 1 1 20 Feb 2023 not harvested
3D Human Pose and Shape Estimation via HybrIK-Transformer 1 1 9 Feb 2023 not harvested
IKOL: Inverse kinematics optimization layer for 3D human pose and shape estimation via Gauss-Newton differentiation 1 1 2 Feb 2023 ran 0 of 7 samples (7 unverified)
HSTFormer: Hierarchical Spatial-Temporal Transformers for 3D Human Pose Estimation 0 1 18 Jan 2023 not harvested
3D Human Pose Estimation With Spatio-Temporal Criss-Cross Attention 1 1 1 Jan 2023 not harvested
GFPose: Learning 3D Human Pose Prior with Gradient Fields 1 1 16 Dec 2022 ran 1 of 2 samples (1 unverified)
DiffPose: Toward More Reliable 3D Pose Estimation 1 1 30 Nov 2022 ran 7 of 14 samples (7 unverified)
PLIKS: A Pseudo-Linear Inverse Kinematic Solver for 3D Human Body Estimation 1 1 21 Nov 2022 not harvested
(Fusionformer):Exploiting the Joint Motion Synergy with Fusion Network Based On Transformer for 3D Human Pose Estimation 0 1 8 Oct 2022 not harvested
Spatio-temporal Tendency Reasoning for Human Body Pose and Shape Estimation from Videos 0 1 7 Oct 2022 not harvested

The full list of 100 is in the JSON twin.

Dataset loaders archive 2025-07-28

1 loader as listed in the archive; links are outbound and not re-checked here.

Tasks archive 2025-07-28

License archive 2025-07-28

Custom (non-commercial)

Modalities archive 2025-07-28

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • MPI-INF-3DHP

1 variant name, as the archive lists them.

Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections