Marion Neumeier, M.Eng.

Research

• AI-Algorithms for Automated Driving

Publications

• M. Neumeier, A. Tollkühn, T. Berberich, and M. Botsch, "Variational autoencoder-based vehicle trajectory prediction with an interpretable latent space", 24th IEEE International Conference on Intelligent Transportation Systems, Indianapolis, United States, 2021. [ IEEE | arXiv ]
• M. Neumeier, A. Tollkühn, M. Botsch and W. Utschick, " A Multidimensional Graph Fourier Transformation Neural Network for Vehicle Trajectory Prediction ", 25th IEEE International Conference on Intelligent Transportation Systems, Macau, Macau, 2022. [ IEEE | arXiv ]
• S. Neumeier, B. Bajpaj, M. Neumeier, C. Facchi and J. Ott, " Data Rate Reduction for Video Streams in Teleoperated Driving", 23th IEEE Transactions on Intelligent Transportation Systems, 2022. [ IEEE ]
• M. Neumeier, A. Tollkühn, S. Dorn, M. Botsch and W. Utschick, "Optimization and Interpretability of Graph Attention Networks for Small Sparse Graph Structures in Automotive Applications ", 35th IEEE Intelligent Vehicles Symposium, Anchorage, United States, 2023. [ IEEE | arXiv ]
• M. Neumeier, A. Tollkühn, S. Dorn, M. Botsch and W. Utschick, " Gradient Derivation for Learnable Parameters in Graph Attention Networks", 2023. [ arXiv ]
• M. Neumeier, S. Dorn, M. Botsch and W. Utschick, " Prediction and Interpretation of Vehicle Trajectories in the Graph Spectral Domain", 26th IEEE International Conference on Intelligent Transportation Systems, Bilbao, Spain, 2023. [ IEEE | arXiv ]
• M. Neumeier, S. Dorn, M. Botsch and W. Utschick, "Reliable Trajectory Prediction and Uncertainty Quantification with Conditioned Diffusion Models," 2024 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW), Seattle, WA, USA, 2024. [ IEEE ]