We could also just pick a random person off the street and punish them - it would be similarly accurate and fair (actually probably fairer - if this is trained on pictures with a certain bias it will return pictures with that bias).

This paper does not demonstrate an enhancement technique but a phenomena which those using inverse methods called "overfitting".