The images that screw up image recognition systems to get very high confidence of very wrong classifications don't look like the thing they're mistaken for at a

The images that screw up image recognition systems to get very high confidence of very wrong classifications don't look like the thing they're mistaken for at all. All the GANs I've seen produce what looks like colorful static to a human eye. I'm not sure where you're getting the info that it would look like an average face because I've never seen ML systems defeated with GANs like that.