One thing researchers do know is that features like the nose, eyes, and mouth, and their configuration (their size, position, and relationship to each other) are important. A recently (and accidentally) discovered facial illusion makes the importance of features clear:
I recommend watching the video twice. The first time, follow the instructions at the beginning and keep your eyes on the cross in the center. Then watch it again, looking at one or the other of the faces directly. Freaky, right?
The discoverers of this illusion, Tangen et al. (you can read their paper here, or their short post on the illusion here), suggest that's what happening here is that, when the faces begin to scroll, we process the features of one face relative to the features of the next face, which causes both our perception of the features themselves and their configuration to become distorted. In a sense, our brains don't realize that the different features belong to different faces, so they create horribly distorted faces as a result.
Oh, and they also have a celebrity version:
Oh, and they also have a celebrity version:
Weeeeeeeeeeird. Especially the celebrity one.
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