Scalecert: Scalable certified defense against adversarial patches with sparse superficial layers

H Han, K Xu, X Hu, X Chen, L Liang… - Advances in …, 2021 - proceedings.neurips.cc
Adversarial patch attacks that craft the pixels in a confined region of the input images show
their powerful attack effectiveness in physical environments even with noises or …

Real-time robust video object detection system against physical-world adversarial attacks

H Han, X Hu, Y Hao, K Xu, P Dang… - … on Computer-Aided …, 2023 - ieeexplore.ieee.org
DNN-based video object detection (VOD) powers autonomous driving and video
surveillance industries with rising importance and promising opportunities. However …

一种通用防御物理空间补丁对抗攻击方法

翔云, 韩瑞鑫, 陈作辉, 李香玉, 徐东伟 - Journal of Cyber Security, 2023 - jcs.iie.ac.cn
目标检测算法具有优异的性能, 在工业上已经得到广泛应用. 然而, 最近研究表明目标检测算法
容易遭受对抗攻击, 对抗样本会使得模型的性能大幅下降. 攻击者在数字空间中在图片上贴一个 …