Images should be normalized according to the same scale across timesteps

[JoshRosen]

Images should be normalized according to the same scale across timesteps.

[bruckner]

It looks like the images are being normalized by the contents of the whole image, i.e., all the filters present in the image. Another improvement could be to normalize each filter independently.