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Rawmantic 3D Training Field

dataset3d teaser

The first large-scale "ImageNet"-style dataset for 3D understanding.

  • Dataset page: https://raw3d.xyz/dataset
  • Purpose: A comprehensive 3D dataset for research and applications in computer vision, robotics, AR/VR, and scene understanding.

Dataset Reader

Features may include (see reader.py):

  • loading 3D depth, normal, trajectory, mesh, and multi-view images
  • reading object labels, bounding boxes, and semantic annotations
  • supporting common dataset splits and evaluation protocols
  • benchmark your SLAM, 3D reconstruction and other 3D related tasks.

Data Structure Example:

Rawmantic
└── LivingSpace
    └── StreetBlock
        └── LivingSpace_StreetBlock_00000000_ICPark
            └── 00000000_ICPark_02
                └── data
                    ├── depth_camera_left
                    ├── depth_camera_right
                    ├── depth_camera_third
                    ├── normal_camera_left
                    ├── normal_camera_right
                    ├── normal_camera_third
                    ├── pose_camera_left
                    ├── pose_camera_right
                    ├── pose_camera_third
                    ├── rgb_camera_left
                    ├── rgb_camera_right
                    └── rgb_camera_third

Release Plan

Release Description Status
v1.0 Initial public release with demo dataset and annotations 2026.06
v1.1 Expanded scenes, improved annotation coverage, and reader updates Planned
v2.0 Full dataset scale release, benchmark split, and evaluation toolkit Planned

Download

Still uploading, 4 sub scenes are done...

Citation

If you use this dataset in your research, please cite it as:

@article{rawmantic2026data,
  title={Rawmantic 3D Training Field: From The Real World, For The Real World},
  author={Rawmantic Team},
  journal={Rawmantic},
  year={2026}
}

License

Refer to our website: https://raw3d.xyz/dataset

Contact & Contribution

If you want to contribute, report issues, or ask questions, please open an issue in this repository or reach out through the project's official channels.

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The first "ImageNet" 3D dataset.

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