Intermediary images in deep neural networks sometimes are "recognizable" to the human eye, but more often than not it is actually very difficult to tell what the neural net is "looking" at and yet they are able to make accurate predictions based on those images. We really have a long way to go in understanding how these, and by some extension, the brain works.