The level of realism can be gauged from the examples they provide right there on the page. Of course your results may vary basing on the initial bulk of data of realistic source images you use.

You have the code right there on Github, just install it on some PC with powerful GPUs (or rent one), tune some parameters, train the network and you can do the same things.