At the very least, this could justify weird fashions in cyberpunk and other dystopian settings.
So they're better than us at some things, but can still fail dramatically at things that seem trivial to us.
It's an awfully cool project, though; both artistic and a transformation-resilient adversarial input.
Does anyone know of any other such projects in the same vein?
I guess the solution could eventually be digital paint which rapidly and randomly alters itself, something akin to the scramble suits from A Scanner Darkly. https://www.dailymotion.com/video/xqrvzb
It reminds me of the comic book The Private Eye by Brian K Vaughn. In that story the cloud "bursts" and online privacy evaporates overnight so everyone turns to intense camouflage to protect their identity. (https://en.wikipedia.org/wiki/The_Private_Eye)
Newer technology likely gets much better at spotting noses and eyes, but taking them entirely out of the picture probably helps. Also the asymmetry I can imagine helps a lot.
That said, I think somebody could very easily come up with an adversarial makeup camouflage recommender. Imagine an interactive visualization of the regions of confidence of a facial recommendation system, hooked up to your webcam. You could have a visual overlay of where to apply make up to most damage the classifier's confidence of your identity.
[0] https://cvdazzle.com/