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Based on this paper, I'd say "poorly".

https://arxiv.org/abs/1707.08945

TLDR: the authors demonstrate that it's possible to apply minor perturbations to signs (for instance, rectangular stickers) that don't significantly change the appearance to humans but cause a classifier to confuse a stop sign with a speed-limit sign.



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