Defensive Perception: Estimation and Monitoring of Neural Network Performance under Deployment

Hendrik Vogt, Stefan Buehler, Mark Schutera

In this paper, we propose a method for addressing the issue of unnoticed catastrophic deployment and domain shift in neural networks for semantic segmentation in autonomous driving…