I just came across an article in New Scientist online about using facial ID software to determine if people in a picture are related. Apparently the software was correct just over 70% of the time, which is marginally better than a person. What the article didn't answer was how far back the software could determine relationships. For example if I compared a picture of myself to my great grandfather, would it see a resemblance? You can read the article here.