3DPeople Dataset
Clothed 3D Model Skeleton 3D & 2D Normals Optical Flow Cloth Segmentation Body Parts Segmentation

The first dataset for computer vision research of dressed humans with specific geometry representation for clothes

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ABOUT

First dataset for computer vision research of dressed humans with specific geometry representation for the clothes. It contains ~2 Million images with 40 male/40 female performing 70 actions. Every subject-action sequence is captured from 4 camera views and annotated with: RGB, 3D skeleton, body part and cloth segmentation masks, depth map, optical flow, and camera parameters. No 3D meshes nor raw files of the models are provided. License

We can NOT share the 3D meshes nor raw files of the models for copyright reasons. The animations used are from the CMU MoCap database.

BibTex

When using 3DPeople Dataset please reference:

@inproceedings{pumarola20193dpeople,
    title={{3DPeople: Modeling the Geometry of Dressed Humans}},
    author={Pumarola, Albert and Sanchez, Jordi and Choi, Gary and Sanfeliu, Alberto and Moreno-Noguer, Francesc},
    booktitle={International Conference in Computer Vision (ICCV)},
    year={2019}
}

developed by

Institut de Robòtica i Informàtica Industrial, CSIC-UPC