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
Variants: HumanAct12
This dataset is used in 2 benchmarks:
| Task | Model | Paper | Date |
|---|---|---|---|
| Motion Synthesis | MLD | Executing your Commands via Motion … | 2022-12-08 |
| Motion Synthesis | MDM | Human Motion Diffusion Model | 2022-09-29 |
| Human action generation | ODMO | Action-conditioned On-demand Motion Generation | 2022-07-17 |
Recent papers with results on this dataset: