Using a GAN to generate adversarial examples to facial image recognition

A Merrigan, AF Smeaton - arXiv preprint arXiv:2111.15213, 2021 - arxiv.org
Images posted online present a privacy concern in that they may be used as reference
examples for a facial recognition system. Such abuse of images is in violation of privacy …

Extended spatially localized perturbation gan (Eslp-gan) for robust adversarial camouflage patches

Y Kim, H Kang, N Suryanto, HT Larasati, A Mukaroh… - Sensors, 2021 - mdpi.com
Deep neural networks (DNNs), especially those used in computer vision, are highly
vulnerable to adversarial attacks, such as adversarial perturbations and adversarial patches …

AEDD: Anomaly Edge Detection Defense for Visual Recognition in Autonomous Vehicle Systems

L Wang, J Zhou, D Zhao, D Liao… - … Cooperative Work in …, 2024 - ieeexplore.ieee.org
Visual recognition algorithms based on deep neural network (DNN) have been widely used
in the design of automatic driving to recognize traffic sign images. However, there exists …

Securing Connected and Automated Surveillance Systems Against Network Intrusions and Adversarial Attacks

AJ Siddiqui - 2021 - ruor.uottawa.ca
In the recent years, connected surveillance systems have been witnessing an
unprecedented evolution owing to the advancements in internet of things and deep learning …