papers
Publications (2)
cs.LG2021
Improving adversarial robustness of deep neural networks by using semantic information
Lina Wang, Rui Tang, Yawei Yue +4
The vulnerability of deep neural networks (DNNs) to adversarial attack, which is an attack that can mislead state-of-the-art classifiers into making an incorrect classification wit…
cs.CV2021
Analyzing Adversarial Robustness of Deep Neural Networks in Pixel Space: a Semantic Perspective
Lina Wang, Xingshu Chen, Yulong Wang +4
The vulnerability of deep neural networks to adversarial examples, which are crafted maliciously by modifying the inputs with imperceptible perturbations to misled the network prod…