To create, manage, manipulate, collaborate, and simulate Digital Twin assets, a suitable modeling framework is required. In the context of the selected CV use case, the solutions modeling framework needs to provide capabilities such as:
- Accurately model 2D and 3D visual environments
- Create additional 2D and 3D assets
- Physically and visually simulate different scenarios such as different scene perspectives, domain conditions, location, lighting, color, texture, and background
- Generate synthetic data based on modeled scenarios, including metadata such as object labeling and location coordinates
- Integrate with Digital Twin workflows and data pipelines
This solution leverages 3D SimReady assets (visually and physically accurate digital building blocks) to model numerous scene scenarios and generate corresponding synthetic data, which is then used to enhance the training of a CV object detection model.