Can you tell the sex of a baby at 12 weeks?

I had my 12 weeks scan yesterday and got 8 pictures, one of them is the baby front on with its arms up in the air and its legs wide open, there is what looks like a small penis, i know the sex is developed by now but would it be noticible?