The author has released the pre-trained models a 50 epoch and a 100 epoch variant, alongside the dataset.

Tool: https://github.com/taki0112/UGATIT

I have generated some images using it: results

Tip: 256×256 images work faster, as well as around 50% of the image being the face helps.

I am not disappointed with the results, what do you think?