Datasets › HumanAct12
HumanAct12
HumanAct12 is a new 3D human motion dataset adopted from the polar image and 3D pose dataset PHSPD, with proper temporal cropping and action annotating. Statistically, there are 1191 3D motion clips(and 90,099 poses in total) which are categorized into 12 action classes, and 34 fine-grained sub-classes. The action types includes daily actions such as walk, run, sit down, jump up, warm up, etc. Fine-grained action types contain more specific information like Warm up by bowing left side, Warm up by pressing left leg, etc.
Source: Action2Motion: Conditioned Generation of 3D Human Motions
Benchmarks archive 2025-07-28
All 2 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) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Motion Synthesis | HumanAct12 | MDM Accuracy 0.99 | Human Motion Diffusion Model | guytevet/motion-diffusion-model | 2 | Compare |
| Human action generation | HumanAct12 | ODMO Accuracy 97.81 | Action-conditioned On-demand Motion Generation | roychowdhuryresearch/odmo | 1 | Compare |
Papers archive 2025-07-28
3 shown of 3 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 37. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| Executing your Commands via Motion Diffusion in Latent Space | 1 | 1 | 8 Dec 2022 | ran 1 of 1 samples (0 unverified) |
| Human Motion Diffusion Model | 1 | 1 | 29 Sep 2022 | ran 1 of 1 samples (0 unverified; 1 pointer-only for licence) |
| Action-conditioned On-demand Motion Generation | 1 | 1 | 17 Jul 2022 | not harvested |
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
License archive 2025-07-28
No licence recorded in the archive. Absence here is not a statement about the dataset's terms.
Modalities archive 2025-07-28
Languages archive 2025-07-28
No language tagged.
Variants archive 2025-07-28
- HumanAct12
1 variant name, as the archive lists them.
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