I believe Human brain also reuses abstract concepts it learn from other data. Such as eyes. So when a new animal is shown its very easy to find eyes on it and does not need another million images of that new animal to detect it's eyes.

We need a SpaceX of Deep Learning, where a lot of learning is reused and linked in creating much larger web of knowledge about the world.