Benchmarking Uncertainty Estimation Methods for Deep Learning With Safety-Related Metrics. M Henne, A Schwaiger, K Roscher, G Weiss SafeAI@ AAAI, 83-90, 2020 | 68 | 2020 |
Is Uncertainty Quantification in Deep Learning Sufficient for Out-of-Distribution Detection? A Schwaiger, P Sinhamahapatra, J Gansloser, K Roscher | 35 | 2020 |
Safety assurance of machine learning for chassis control functions S Burton, I Kurzidem, A Schwaiger, P Schleiss, M Unterreiner, T Graeber, ... Computer Safety, Reliability, and Security: 40th International Conference …, 2021 | 20 | 2021 |
Managing Uncertainty of AI-based Perception for Autonomous Systems. M Henne, A Schwaiger, G Weiss AISafety@ IJCAI, 11-12, 2019 | 16 | 2019 |
Measuring Ensemble Diversity and Its Effects on Model Robustness. L Heidemann, A Schwaiger, K Roscher AISafety@ IJCAI, 2021 | 2 | 2021 |
Assured Resilience in Autonomous Systems–Supplementary Material G Weiß, J Gansloser, A Schwaiger, M Henne | | 2023 |
Beyond Test Accuracy: The Effects of Model Compression on CNNs. A Schwaiger, K Schwienbacher, K Roscher SafeAI@ AAAI, 2022 | | 2022 |
Machine Learning Methods for Enhanced Reliable Perception of Autonomous Systems M Henne, J Gansloser, A Schwaiger, G Weiß Fraunhofer IKS, 2021 | | 2021 |
Absicherung von Machine-Learning-Verfahren in sicherheitskritischen Systemen A Schwaiger | | 2020 |
Machine Learning in sicherheitskritischen Systemen A Schwaiger | | 2020 |