Depends on how large they are, I suppose. I can flex my chest muscles and you'll see them and everything, and have done lots of exercise, and lost lots of weight, but my breasts never shrink. I don't think they've ever really gone down size at all.
I've been told repeatedly by people that it will all melt away... but I don't think it will.