15 citations · 23 across the 3 of their papers we have counts for
3 papers
cs.CV2021★ 15 cited
Towards Defending against Adversarial Examples via Attack-Invariant Features
Dawei Zhou, Tongliang Liu, Bo Han +3
Deep neural networks (DNNs) are vulnerable to adversarial noise. Their adversarial robustness can be improved by exploiting adversarial examples. However, given the continuously ev…
cs.LG2021
Removing Adversarial Noise in Class Activation Feature Space
Dawei Zhou, Nannan Wang, Chunlei Peng +4
Deep neural networks (DNNs) are vulnerable to adversarial noise. Preprocessing based defenses could largely remove adversarial noise by processing inputs. However, they are typical…
cs.CV2016★ 8 cited
Sparse Graphical Representation based Discriminant Analysis for Heterogeneous Face Recognition
Chunlei Peng, Xinbo Gao, Nannan Wang +1
Face images captured in heterogeneous environments, e.g., sketches generated by the artists or composite-generation software, photos taken by common cameras and infrared images cap…