This paper is actually more interesting: it automatically learns some "neuron" which its firing represents a detected face, without any supervise technique. It shows the possibility to extract complex information solely from data.
Wouldn't that make training it much quicker and make it much more accurate?
Or are we trying to avoid any human interaction at all with the earning loop?
See, for example this company (one of many) that trains bees to smell certain odours.