I guess it is supposed to help us find tumors and whatnot, synthesize images rather than rely on an artist to do it, etc. But if you listen to a lot of ML talks they sometimes say, "we trained this on images but the technique works on any 2D or 1D signal" so it's applicable to signal problems in general.
