AdvMask: A Sparse Adversarial Attack Based Data Augmentation Method for Image Classification

no code implementations • 29 Nov 2022 • Suorong Yang, Jinqiao Li, Jian Zhao, Furao Shen

The experimental results on various datasets and CNN models verify that the proposed method outperforms other previous data augmentation methods in image classification tasks.

Adversarial Attack Classification +2

AutoAdversary: A Pixel Pruning Method for Sparse Adversarial Attack

no code implementations • 18 Mar 2022 • Jinqiao Li, Xiaotao Liu, Jian Zhao, Furao Shen

A special branch of adversarial examples, namely sparse adversarial examples, can fool the target DNNs by perturbing only a few pixels.

Adversarial Attack Network Pruning