Synthetic Image Generation is one aspect of digital synthetic data generation. There is a lot of interesting research in this area. See the article below from Evan Nisselson on how synthetic data is leveling the playing field for startups.
https://techcrunch.com/2018/05/11/deep-learning-with-synthetic-data-will-democratize-the-tech-industry/
