[encypruon]

Asked the other way around: Why should it result in less 'general' solutions compared to other methods?

Now that I thought about it some more, building a generator might be problematic because unless you want to hide toroids, there wont be a continuous mapping with reasonable amounts of distortion from the surface of the object in question to the 2D plane. That would mean that CNNs can't really be used.