The model has difficulty producing images with front lighting.

[Adamska1008]

I read the Imposing Consistent Light section in README and noticed that you train the model with light from four directions. However, all these directions surround the person and are on the same vertical plane. When I tried to generate an image with front light and a brightly lit face, the model failed to do so. In fact, none of your examples feature front lighting as well.