Ah, right, anything that's a function purely of what's in the image - no randomness, no external context/'knowledge' to interpret it semantically, is as you say 'encoding the same information in different ways'?
If it can be computed (deterministically) from the image alone, then it was already there.
(This submission is going to have me reaching for my old textbooks.. about time really!)