As a metrologist (and photographer), the difficulty with these techniques is that they can over-represent the information contained within an image; they present an image of what was "probably" there, rather than representing what was. These aren't so different from our own brains, which remember what we thought we saw, rather than the light that reached our retinas. These methods are already in extensive use (most s…
It's nice for a casual Instagrammer, but then a lot of science and engineering also gets done using COTS equipment. I worry that at some point, a lot of money will be burned, a lot of time wasted, or even lives lost, because someone didn't notice they've based the conclusions of their scientific experiment/engineering analysis on such "computer best guesses". As a researcher, you'll see a weird pattern on some of the photos and will be left wondering, is that a real phenomenon, or is it just one of the black box, trade secret neural networks in the camera choking on input data it wasn't trained for?