caizhongang/GTA-Human

Playing for 3D Human Recovery (TPAMI 2024)

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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	GTA-Human II
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

@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}
}