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That defeats the purpose of the experiment. Now you are asking a different question; "does the brain learn features good enough to generalize to a class of objects it's never seen before".

I would guess it does, because all the time we see and hear things we've never seen or heard before. For example, you can show a child a picture of an elephant, they will then know what an elephant looks like and recognize them, even if they've never seen an elephant before.




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