Physical Adversarial Examples

Physical Adversarial Examples

One of the biggest obstacles to the confidence-inspiring use of deep neural networks in production (like, for instance, in autonomous vehicles) are adversarial attacks. An enemy attack usually consists of a carefully crafted sensor input to distort the prediction of...
Adversarial Examples

Adversarial Examples

Deep neural networks have given rise to great hopes and expectations for new applications in safety-critical areas such as automotive, healthcare or finance. However, to have society gain confidence in  the technology, we must minimize the often unintuitive behavior...