Here's another example of a generative model that improves data efficiency, in a similar-ish domain.

https://gizmodo.com/a-new-ai-system-passed-a-visual-turing-t... / http://web.mit.edu/cocosci/Papers/Science-2015-Lake-1332-8.p...