In some sense you don't have to recognize the Pentagon to know it when you see it. Everyone knows that the words "the Pentagon" are used as a metonym for the US military, and it's pretty much the only pentagonal building. So if you saw a pentagonal building you'd say "Hey I bet that's the Pentagon" even if you'd never seen it before.