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Digital Twin Journey: Computer Vision AI Model Enhancement with Dell Technologies Solutions & NVIDIA Omniverse
Introduction Business considerations Solution overview Partner overview Solution architecture overview Use case validation
Use case validation
3D simulations
Simple scene interaction with SimReady assets Complex scene interaction with Several SimReady assets
Synthetic data generation
Developing a Computer Vision AI object detection model with synthetic data
Training and validation Inferencing
Conclusions References

3D simulations

Home > Workload Solutions > Computer Vision > White Papers > Digital Twin Journey: Computer Vision AI Model Enhancement with Dell Technologies Solutions & NVIDIA Omniverse > 3D simulations

3D simulations

  • Simple scene interaction with SimReady assets

    Figure 9. Default Omniverse stage containing two SimReady assets
    This figure shows a Default Omniverse stage containing two SimReady assets.

    The previous figure shows the Default Omniverse stage containing two SimReady assets: a pallet and cardboard boxes.

    Apart from the ability to generally interact with a 3D scene and change its parameters (such as perspective, lighting, and materials), the addition of SimReady assets enables the capability to interact with these assets in a physically accurate manner.

    Figure 10. Default Omniverse stage containing two SimReady assets
    Omniverse stage that contains two SimReady assets

    The Play button enables simulation capabilities within the scene.

    See Omniverse Isaac warehouse tutorial.

    Results

    In this example, the user can model a range of simple GUI interactions with both SimReady assets (pallet or cardboard box) within the scene, such as picking up and moving boxes and modeling drop box scenarios.

    • The ability to select wanted asset(s) and model their behavior and or interactions.
    • Average CPU and GPU utilization never rose above 5% during this simple scenario interaction.

    Findings

    Users can manually interact within the stage and scene or automate these interactions. Omniverse Enterprise suite contains various SimReady categories with numerous assets. They are available from various locations, including Omniverse USD Composer on the SimReady Explorer tab. Additional categories and assets are available within Omniverse Nucleus.