I was going to say the same thing: There's no way facial expression software (not quite the same as facial recognition software) is un-biased. What unbiased ground truth could you possibly train it on? Answer: I don't think there is anything, at least nothing that is valid across cultures, genders, races and so forth (and I'm skeptical that there is any good training data even for white college age males).