Chromatic and spatial analysis of one-pixel attacks against an image classifier
Janne Alatalo,
Joni Korpihalkola,
Tuomo Sipola
et al.
Abstract: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. The data comes from our earlier studies where we applied the attack against medical imaging. We used a real breast cancer tissue dataset and a real classifier as th… Show more
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