The problem with this identification is that it will always predict one of the given people, even if the input photo is of an unknown person or of a car. It would still tell you which person is the most likely person in that photo, so it can be difficult to trustthe result! The solution is to obtain a confidence metric so we can judge how reliable the result is, and if it seems that the confidence is too low then we assume it is an unknown person.