Robust Semantic Segmentation: Strong Adversarial Attacks and Fast Training of Robust Models

1 code implementation • 22 Jun 2023 • Francesco Croce, Naman D Singh, Matthias Hein

While a large amount of work has focused on designing adversarial attacks against image classifiers, only a few methods exist to attack semantic segmentation models.

Image Classification Segmentation +1

Revisiting Adversarial Training for ImageNet: Architectures, Training and Generalization across Threat Models

1 code implementation • NeurIPS 2023 • Naman D Singh, Francesco Croce, Matthias Hein

While adversarial training has been extensively studied for ResNet architectures and low resolution datasets like CIFAR, much less is known for ImageNet.