The heads being cut off is an artefact of the way in which the AI generates these images. Since it is trained on 512x512 sample images, when generating an image that is greater in dimensions, it will often cut off body parts.

This can be fixed by generating 512x512 images, then doing what is called out-painting, to expand the canvas and its content.