3 papers
cs.CR2019
Generating Minimal Adversarial Perturbations with Integrated Adaptive Gradients
Yatie Xiao, Chi-Man Pun
Deep neural networks are easily fooled high confidence predictions for adversarial samples
cs.CV2019
Adaptive Gradient for Adversarial Perturbations Generation
Yatie Xiao, Chi-Man Pun
Deep Neural Networks have achieved remarkable success in computer vision, natural language processing, and audio tasks.
cs.CV2019
Generating Adversarial Perturbation with Root Mean Square Gradient
Yatie Xiao, Chi-Man Pun, Jizhe Zhou
We focus our attention on the problem of generating adversarial perturbations based on the gradient in image classification domain