Seems like the best way to tell is to not actually look at the face so much as the details around it. There are often obvious glitches in the background.
One of the fakes had specs; one had earrings and a hat and a partial of another person next to them (that one fooled me as the real photo was crazy, a mortar board with a coloured and unfeasibly large tassel).
Perhaps they could improve the deception by simply cropping out 100% of the background.
a lot of the fake ones also have a recognisable skin gloss.