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One of the best tools for synthetic data generation in my experience is BlenderProc, an open-source tool for Blender on GitHub. The tool's open source contributors provide a QuickStart guide that's easy to use.
Using Unity: https://github.com/Unity-Technologies/com.unity.perception
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