Web: http://arxiv.org/abs/2105.13771

Sept. 20, 2022, 1:13 a.m. | Janne Alatalo, Joni Korpihalkola, Tuomo Sipola, Tero Kokkonen

cs.CV updates on arXiv.org arxiv.org

One-pixel attack is a curious way of deceiving neural network classifier by
changing only one pixel in the input image. The full potential and boundaries
of this attack method are not yet fully understood. In this research, the
successful and unsuccessful attacks are studied in more detail to illustrate
the working mechanisms of a one-pixel attack created using differential
evolution. The data comes from our earlier studies where we applied the attack
against medical imaging. We used a real breast …

analysis arxiv attacks image pixel

More from arxiv.org / cs.CV updates on arXiv.org

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