Randomized Gradient Adversarial Training

Randomized Gradient Step scales sign gradients pixel-wise in order to improve state of the art Projected Gradient Descent adversarial training to have higher diversity in adversarial generation thereby improve robustness and generalization of deep neural networks.


poster
Poster

Randomized Gradient Step scales sign gradients pixel-wise in order to improve state of the art Projected Gradient Descent adversarial training to have higher diversity in adversarial generation thereby improve robustness and generalization of deep neural networks.

Poster: https://drive.google.com/file/d/19SWgF03UShhbXrAgwLtveuxYEQA-6y_5/view?usp=sharing

Video: https://drive.google.com/file/d/1I1hzO2J_NsIXxt3wLvZ_-YVILS0wbrz9/view?usp=sharing