Face blindness is really quite frightening. I'm not sure if it includes not being able to imagine one's face as opposed to not recognizing them in person, but there's a documentary on face blindness somewhere that show people waking up everyday unable to recognize their children, husband, etc.

As much as it's frightening for the family members, I can't imagine how much more so it is for the victim.