How are optical illusions fundamentally different from adversarial examples? In both cases, the systems are hardwired to recognize something that is not there. Our conscious minds are unable to "unsee" what is prevented before it, just like DL nets are unable to ignore AE.
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Many optical illusions can be explained as approximate inference from sparse clues. Lee&Mumford paper is a good one to read on this https://www.ncbi.nlm.nih.gov/pubmed/12868647 . Very different from the AE's in NN's.
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