UAI 2023Poster

MFA: Multi-layer Feature-aware Attack for Object Detection

作者: Wen Chen, Yushan Zhang, Zhiheng Li, Yuehuan Wang

摘要

Physical adversarial attacks can mislead detectors in real-world scenarios and have attracted increasing attention. However, most existing works manipulate the detector’s final outputs as attack targets while ignoring the inherent characteristics of objects. This can result in attacks being trapped in model-specific local optima and reduced transferability. To address this issue, we propose a