Some of the backgrounds are surprisingly consistent, but some are distorted in ways that can only be done by a deep NN that sort-of knows what it's doing. The f

Some of the backgrounds are surprisingly consistent, but some are distorted in ways that can only be done by a deep NN that sort-of knows what it's doing. The fact that the face is (almost always) still completely believable seems like good evidence against overfitting.