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AMASS

Introduced by Naureen Mahmood et al. in AMASS: Archive of Motion Capture as Surface Shapes archive 2025-07-28

AMASS is a large database of human motion unifying different optical marker-based motion capture datasets by representing them within a common framework and parameterization. AMASS is readily useful for animation, visualization, and generating training data for deep learning.

HomepageBenchmarksPapers JSON

Benchmarks archive 2025-07-28

All 1 leaderboard 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
Human Pose Forecasting AMASS STS-GCN Average MPJPE (mm) 1000 msec 45.5 Space-Time-Separable Graph Convolutional Network for... fraluca/stsgcn 11 Compare

Papers archive 2025-07-28

11 shown of 11 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 366. 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
GCNext: Towards the Unity of Graph Convolutions for Human Motion Prediction 1 1 19 Dec 2023 not harvested
AnyPose: Anytime 3D Human Pose Forecasting via Neural Ordinary Differential Equations 0 1 9 Sep 2023 not harvested
TransFusion: A Practical and Effective Transformer-based Diffusion Model for 3D Human Motion Prediction 1 1 30 Jul 2023 not harvested
Towards Accurate Human Motion Prediction via Iterative Refinement 0 1 8 May 2023 not harvested
BeLFusion: Latent Diffusion for Behavior-Driven Human Motion Prediction 1 1 25 Nov 2022 not harvested
A generic diffusion-based approach for 3D human pose prediction in the wild 1 1 11 Oct 2022 not harvested
Back to MLP: A Simple Baseline for Human Motion Prediction 1 1 4 Jul 2022 ran 3 of 7 samples (4 unverified)
Space-Time-Separable Graph Convolutional Network for Pose Forecasting 1 1 9 Oct 2021 ran 2 of 3 samples (1 unverified)
Generating Smooth Pose Sequences for Diverse Human Motion Prediction 1 1 19 Aug 2021 ran 0 of 7 samples (7 unverified)
DLow: Diversifying Latent Flows for Diverse Human Motion Prediction 1 1 18 Mar 2020 ran 0 of 3 samples (3 unverified; 3 pointer-only for licence)
The Pose Knows: Video Forecasting by Generating Pose Futures 1 1 28 Apr 2017 not harvested

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

Pose Estimation3D Human Pose EstimationHuman Pose Forecasting

License archive 2025-07-28

Custom (research-only, non-commercial)

Modalities archive 2025-07-28

3D

Languages archive 2025-07-28

No language tagged.

Variants archive 2025-07-28

  • AMASS

1 variant name, as the archive lists them.

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