Can there be friendship between a man and a woman?
Of course. It's really no different to two men going out together. If the girl isn't in to you in that way- and you're not in to her in that way either- then I see no problem with a girl and a boy being just friends. It may seem kind of weird, but many people have opposite sex friends. It's all fine, there's nothing wrong with it!! :D