AI RESEARCH
AdvScene: Rethinking Adversarial Patch Evaluation Through Scene Robustness
arXiv CS.CV
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ArXi:2605.30578v1 Announce Type: cross Adversarial patches are physical patterns attached to real objects to mislead AI vision systems. Their real-world risk is not determined by a single successful prediction, but by whether they remain effective after deployment under changing viewpoints, distances, and scene conditions. We refer to this property as scene robustness, the effectiveness of a deployed patch across conditions in a real environment.