Polistra and Happystar provide critical commentary.
Actually this could have been practical. The wing part would serve as a bug deflector, which was a common aftermarket accessory in the '50s. The head part would be the hood latch and handle. Ideally the eyes would be lighted.
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Just for even more silly, I tried out this online thingamajig that supposedly finds the 'memorable' parts of a picture. Memorability has something to do with faces, understandably enough. This picture has four face-like things: Polistra, Happystar, the Crosley's own face, and the Picasso bird. The algorithm favored Polistra's face and ignored the others ... except that it noticed the bug on Crosley's left headlight. (Not an intentional part of the model, apparently a Poser render artifact.) But what's memorable about the sidewalk next to Polistra's foot? It's just a rough surface.
For a constants and variables test, tried a picture with nearly identical ingredients, from this blog entry on the head-tail qualities of cars. Polistra and Happystar and a car and a long-faced horse. Same set of face types, by my judgment.
Completely different response. Now the algo likes all of the critters, but really loves the Bantam. Why is the Bantam more memorable than the Crosley? Is it just the big round white shape on the side, with a render-artifact bug on the door? Can it be that simple?
The current icon shows Polistra using a Personal Equation Machine.