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What happens when the perturbed images are processed by some noise removal method? On the crude end, even something like aggressive JPEG compression will tend t
by loser777 6y ago
What happens when the perturbed images are processed by some noise removal method? On the crude end, even something like aggressive JPEG compression will tend to remove high frequency noise. There's also more sophisticated work like Deep Image Prior [1], which can reconstruct images while discarding noise in a more "natural" way. Finally, on the most extreme end, what happens when someone hires an artist or builds a sufficiently good robot artist to create a photorealistic "painting" of the perturbed image?
There's a lot of work on compressing/denoising images so that only the human-salient parts are preserved, and without seeing this working past that I think it's better to interpret "adversarial" in the machine learning sense only. Where "adversarial" means useful for understanding how models work, but not with any strong security implications.
[1] https://arxiv.org/abs/1711.10925 https://arxiv.org/abs/1711.10925