I wonder if these results hold when the CNN-generated images are converted to an analog medium and back to digital (say scanning a printout or taking a screencap).

If not, this might indicate that the fingerprints or artifacts left by the generators are not of the "perceptible" variety.

Also a discriminator trained from this experiment might be useful to train a more powerful generator.