I just realized that the eyes, nose, and mouth are always in the same place in these images... even though the head might rotate around them.
However, aligned faces are definitely not required - I didn't do any kind of alignment for my anime faces and you can see the eyes/nose/mouth in all sorts of positions in the samples & videos.