Adversarial Attacks on Human Vision
It addresses the incremental challenge of manipulating visual attention in images for applications like advertising or design, but is primarily a review without novel contributions.
The paper reviews the problem of visual attention retargeting as a saliency inversion challenge, highlighting issues like the lack of one-to-one mapping and potential negative impacts on image aesthetics, and suggests future directions without presenting new results or numbers.
This article presents an introduction to visual attention retargeting, its connection to visual saliency, the challenges associated with it, and ideas for how it can be approached. The difficulty of attention retargeting as a saliency inversion problem lies in the lack of one-to-one mapping between saliency and the image domain, in addition to the possible negative impact of saliency alterations on image aesthetics. A few approaches from recent literature to solve this challenging problem are reviewed, and several suggestions for future development are presented.