Low-level visual processing in our retinas and brains seems to be too specialized to learn new tricks.
No idea about deconvolution, but I doubt computers can do better job identifying things from blurry images than brains.
"Because the disalignments are often much smaller than the diameter and spacing of retinal receptors, vernier acuity requires neural processing and "pooling" to detect it."
I'm not under the impression that we could easily train the brain to follow some different, very specific, synthetic algorithm.
Worms use their brain to identify and manipulate objects, to taste objects if those objects are identified as food, and to sense aspects of their environment including temperature and humidity. Bees use their brains to see, to fly, to communicate directions, and to coordinate various behaviors with other bees. There is very little plasticity in these simple organisms: a bee that can't communicate will not find a different way to do so, it will simply die.
As animals get more complex we can see that plasticity becomes more important. A bird needs more complex processing to be able to adapt its hunting strategies for different environments. If environmental changes force a bird to move to a new habitat, we can hypothesize that they are smart enough to adapt their hunting strategies to the new habitat.
The evolution of humans has involved many factors that would favor this kind of plasticity: roaming over diverse landscapes, predator spotting, group hunting, tool use, language, and social communities. The resulting large cerebral cortex that we have from these evolutionary trends also gives us the ability to re-wire sensory pathways in the way you pointed out. But when I say "brain" I think of much more than just the cerebral cortex.
What I can't see evidence for is any notion that the brain was less flexible then became more flexible over time. Would it be incorrect to assert that it essentially began flexible, as a result of the appearance of nervous systems, and that's its primary property? Of course complexity increased with time. But did the flexibility also increase?
Similar to how a signal transduction process mediates between molecular receptors on cell membrane and cell behaviors, the neural complex mediates between stimuli and response at the level of the organism.
But at the same time I can see why you are thinking about flexibility as some sort of "primary property" because they seem to be inherently flexible in some way. I'm locating _plasticity_ more narrowly to the cortex part of the animal brain, but perhaps the cortex is just an amplification of some simpler lower-level flexibility. At this point my knowledge of the subject falls short.
Edit: thank you for the interesting discussion, you have sparked me to dig more deeply into these topics!
https://www.theguardian.com/education/2012/nov/12/improbable...