After many interesting tests with Tensorflow/Keras, I am convinced I have no idea what is really going on. So, I am doing what I should have done to begin with, which is to generate some test data and see how well the script i have written to implement a GAN works with known data.
I finally broke down and learned enough Nuke to be able to generate one of my standard test sequences. 512, 1K frames with two levels of noise and a 12 field chart.
All the frames look like the one below, except of course that it animates, slowly.
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