The patent in question is a patent on the obvious use, not the underlying method. "Deep convolutional neural nets trained using backprop or adversarial networks" is not the thing being patented here. "Using deep convolutional neural nets trained using backprop or adversarial networks to solve a specific problem" is what's being patented. The article argues that the known techniques aren't being applied in a particularly novel or interesting way.