Slides from Josh Tobin is a great introduction: http://josh-tobin.com/assets/pdf/randomization_and_the_reali...
http://josh-tobin.com/assets/pdf/BeyondDomainRandomization_T...
And a really cool project implementing synthetic generation of text in images: https://github.com/ankush-me/SynthText