So which characteristics do you describe when you're asked to describe a person? Which features do you imagine? The shape of their head?
I would assume that most people have some form of non-visual, database-like memory for each person.
(I sometimes lose the ability to recognize people when they change their haircut, when they wear a different type of clothes, or when they meet me in an unfamiliar setting.)