What makes the National Portrait Gallery so compelling is its familiarity; in many cases, you will have heard of the subject (royals, scientists, politicians, celebrities) or the artist (Andy Warhol, Annie Leibovitz, Lucian Freud), but you won't necessarily recognize the face.