Portraits of Imaginary People
mtyka.github.io
mtyka.github.io
Looking at these in comparison to her work, it is definitely true that the eyes are the windows into the soul, and define a LOT about a person's face. (Or even an animal - she does pet portraits too).
Even in looking at her very early work in art school - I can forgive the odd crooked nose or askew mouth as long as the eyes tell the story.
Looking at these AI generated portraits, I find the facial features really interesting, but it is the artificial, dead quality of the eyes that make me somewhat uncomfortable with them, and induce a slight feeling of horror, as exceptional as the artwork is.
(Personally, I tend to fall into the 'squicked out' category. I don't like the way objects in [1] melt into each other, like the artist is a lobotomy patient who can no longer separate objects, or like the picture is depicting a hideous Lovecraftian fractal dimension.
The faces are actually better because the author iteratively upscales something that looks like a face at every stage, instead of just running one step to generate an alien blob of too many eyes and noses that happens to pass the neural network. Besides dead eyes, they tend to suffer from the problem of the two halves of the face trying to make completely different expressions.)
[1] - https://research.googleblog.com/2015/06/inceptionism-going-d...
Note I don't intend to promote any of the above games except BG. I just have a soft spot for this style of graphics.
People have proposed leveraging this to generate unique avatars, since you can just pick some random parameters for the arrangement of a stick figure face and it will probably look unique.
But you probably have one eye slightly higher than the other, one eyebrow that is shaped different, or your nose might turn up ever-so-slightly. Your cheeks might show more "chub" when you smile compared to the next person, even though the weight is similar. I think this is why painted or drawn portraits sometimes don't quite capture someone's face, even though it seems horribly close and is obviously a picture of the subject - and weirdly, why simple caricatures seem to do such a good job. The folks that do them have trained themselves to notice and highlight these sorts of differences.
As a sidenote, I still find it amazing that the human brain is so quick to pick up such things, especially considering it takes training and practice to reproduce on paper.