In Harry Potter.............?

Do the students wear clothes under their robes? I remember having Harry Potter stickers that showed the trio wearing jeans and a sweater under their robes, but in OoP in Snape's worst memory, James turned him upside down and everyone could see his underwear. I'm really confused. Is it that Snape just didn't wear pants?