---
license: other
license_name: s-lab-license
license_link: LICENSE
language:
- en
tags:
- Human Pose and Shape Estimation
- 3D Human Recovery
- Parametric Humans
- Synthetic Data
pretty_name: GTA-Human
size_categories:
- 100B<n<1T
---

# Playing for 3D Human Recovery (TPAMI 2024)
- [Homepage](https://caizhongang.com/projects/GTA-Human/)
- [Toolbox](https://github.com/caizhongang/gta-human_toolbox/tree/main)
- [Paper](https://arxiv.org/abs/2110.07588)

## Updates

- [2024-10-02] GTA-Human datasets are now available on HuggingFace!
- [2024-09-19] Release of GTA-Human II Dataset
- [2022-07-08] Release of GTA-Human Dataset on MMHuman3D

## Datasets

Please click on the dataset name for download links and visualization instructions.

| Features | [GTA-Human](https://caizhongang.com/projects/GTA-Human/gta-human.html) | [GTA-Human II](https://caizhongang.com/projects/GTA-Human/gta-human_v2.html) |
| :------------------------ | :-------: | :-------: |
| Num of Scenes             | 20,005    | 10,224    |
| Num of Person Sequences   | 20,005    | 35,352    |
| Color Images              | Yes       | Yes       |
| 3D BBox & Point Cloud     | No        | Yes       |
| Parametric Model          | SMPL      | SMPL-X    |
| Num of Persons per Scene  | 1         | 1-6       |

## Citation
```text
@ARTICLE{10652891,
  author={Cai, Zhongang and Zhang, Mingyuan and Ren, Jiawei and Wei, Chen and Ren, Daxuan and Lin, Zhengyu and Zhao, Haiyu and Yang, Lei and Loy, Chen Change and Liu, Ziwei},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence}, 
  title={Playing for 3D Human Recovery}, 
  year={2024},
  volume={},
  number={},
  pages={1-12},
  keywords={Three-dimensional displays;Annotations;Synthetic data;Shape;Training;Parametric statistics;Solid modeling;Human Pose and Shape Estimation;3D Human Recovery;Parametric Humans;Synthetic Data;Dataset},
  doi={10.1109/TPAMI.2024.3450537}
}
```