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Smart Facility

Safety Basic Dataset

An open-source synthetic vision dataset for workplace safety applications with fixed-camera systems.

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The Smart Facility: Safety Basic Dataset is a synthetic, open-source dataset for safety applications and smart facility management. It features 15 videos of photorealistic avatars placed within complex warehouse environments, wearing various combinations of personal protective equipment (PPE) and performing different actions related to workplace safety. Each video is accompanied by pixel-perfect labels and annotations, including 2D/3D keypoints, frame-specific activity labels, and segmentation masks for each PPE item. The dataset can be used to develop various computer vision algorithms related to workplace safety for fixed-camera systems, including: 

  • Human pose/activity classification for smart ergonomics
  • PPE detection and classification for safety or risk assessment

    KEY FEATURES

    <ul>
    <li> 15 videos, 10 seconds each, 12 fps frame rate </li>
    <li> 3 unique background scenes </li>
    <li> 1080px x ~720px resolution (exact height is scene-dependent) </li>
    <li> In-domain action sequences, including lifting and reaching movements with good and bad form </li>
    <li> Complex combinations of personal protective equipment — including hardhats, goggles, respirators, ear protection, and safety vests — with multiple color options available </li>
    <li> Rich annotations, including 2D/3D keypoints, frame-specific activity labels, and segmentation masks for each PPE item </li>
    </ul>

    EXERCISES

    <ul>
    <li> Lifting: good form </li>
    <li> Lifting: bad form </li>
    <li> Reaching: good form </li>
    <li> Reaching: bad form </li>
    <li> Idle </li>
    <li> Walking </li>
    </ul>

    ANNOTATIONS

    Each video is accompanied by a rich set of pixel-perfect labels and annotations, including:
    <br>
    <ul>
    <li>Avatar location </li>
    <li>PPE items being worn (per avatar) </li>
    <li>Action (per avatar, per frame) </li>
    <li>2D and 3D keypoints </li>
    </ul>
    <br>
    For the full description of labels and metadata, check out the <a href="https://github.com/toinfinityai/infinity-datasets/tree/main/smartfacility-safety-basic#annotations" target="_blank">README</a>.

    FILE SIZE

    15 videos total (10s each, 12fps)
    <br>
    1080px x ~720px resolution (exact height is scene-dependent)
    <br>
    Total dataset size: 430MB
    <br>
    Zipped file size: 140MB

    LICENSE

    This dataset is licensed under a <a href="https://creativecommons.org/licenses/by/4.0/" target="_blank">Creative Commons Attribution 4.0 International License</a>.
    <br>
    Both academic and commercial applications are allowed.

    RESOURCES

    <ul>
    <li>Github <a href="https://github.com/toinfinityai/infinity-datasets/tree/main/smartfacility-safety-basic" target="_blank">README</a>: full dataset and annotation descriptions</li>
    <li>Quickstart Demo <a href="https://github.com/toinfinityai/infinity-datasets/blob/main/smartfacility-safety-basic/quickstart.ipynb" target="_blank">Jupyter notebook</a></li>
    </ul>

    Questions? We’re happy to chat asynchronously via email or hop on a call. Just send us a note at info@infinity.ai (this goes to all of the Infinity AI founders).

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