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

no code implementations • 11 Aug 2023 • Hendrik Vogt, Stefan Buehler, Mark Schutera

To address this, we propose to encapsulate the neural network under deployment within an uncertainty estimation envelope that is based on the epistemic uncertainty estimation through the Monte Carlo Dropout approach.

Autonomous Driving Semantic Segmentation