Interesting work on image synthesis. Generated picture quality improved a lot compared to both pxi2pix and pix2pixHD.

I recommend taking a look at the youtube video:
https://www.youtube.com/watch?v=U4Q98lenGLQ&feature=youtu.be

Also, you can run Tensorflow implementation of the network:
https://github.com/xjqicuhk/SIMS