2 papers
cs.CV2022
AdvMask: A Sparse Adversarial Attack Based Data Augmentation Method for Image Classification
Suorong Yang, Jinqiao Li, Jian Zhao +1
Data augmentation is a widely used technique for enhancing the generalization ability of convolutional neural networks (CNNs) in image classification tasks. Occlusion is a critical…
cs.CV2022
AutoAdversary: A Pixel Pruning Method for Sparse Adversarial Attack
Jinqiao Li, Xiaotao Liu, Jian Zhao +1
Deep neural networks (DNNs) have been proven to be vulnerable to adversarial examples. A special branch of adversarial examples, namely sparse adversarial examples, can fool the ta…