Now, science is figuring out if dogs recognize photos of their human masters apart from photos of other human faces. A study conducted in Helsinki, Finland, entitled "How dogs scan familiar and inverted faces: an eye movement study" determined that facial recognition among dogs is probable.
Hooray for science. Tell us more! (Sarcasm implied.) The study was recorded in the journal Animal Cognition just recently, December 2013.