Or more simply, what if you just take a real life photo of the image and scan it back in and use the same classification techniques?
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Reproducing the image in this way is essentially a manual low-pass filter (although with little control over the parameters), so it's certainly one valid data point with which to test the hypothesis.
This can be thwarted fairly easily https://arxiv.org/pdf/1607.02533.pdf