I think the breakthrough with Facebook's system was the idea to transform the face before running the training or verification on it. And the new system seems to use the same idea: The new algorithm works by normalising each face into a 150 x 120 pixel image, by transforming it based on five image landmarks: the position of both eyes, the nose and the two corners of the mouth.