How to combine multiple features into 1 image

Hi, this is my first time posting. i’m starting with GANs and I’m wondering how to combine multiple features that i generated, where when I generate them i can generate each region then have the generator combine them.
i want to generate each region of the face, where the end result when i combine will be like this

Currently i’m using a DCGAN capable of generating the whole image from noise.