TY - INPR A1 - Fertig, Alexander A1 - Balasubramanian, Lakshman A1 - Botsch, Michael T1 - Hybrid Machine Learning Model with a Constrained Action Space for Trajectory Prediction UR - https://doi.org/10.48550/arXiv.2501.03666 Y1 - 2025 UR - https://doi.org/10.48550/arXiv.2501.03666 PB - arXiv CY - Ithaca ER - TY - CHAP A1 - Elter, Tim A1 - Dirndorfer, Tobias A1 - Botsch, Michael A1 - Utschick, Wolfgang T1 - Validation of a POMDP Framework for Interaction-aware Trajectory Prediction in Vehicle Safety T2 - 2025 IEEE Intelligent Vehicles Symposium (IV) UR - https://doi.org/10.1109/IV64158.2025.11097498 Y1 - 2025 UR - https://doi.org/10.1109/IV64158.2025.11097498 SN - 979-8-3315-3803-3 SP - 663 EP - 670 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Kruber, Friedrich A1 - Sánchez Morales, Eduardo A1 - Chakraborty, Samarjit A1 - Botsch, Michael T1 - Vehicle Position Estimation with Aerial Imagery from Unmanned Aerial Vehicles T2 - 2020 IEEE Intelligent Vehicles Symposium (IV) UR - https://doi.org/10.1109/IV47402.2020.9304794 Y1 - 2021 UR - https://doi.org/10.1109/IV47402.2020.9304794 SN - 978-1-7281-6673-5 SP - 2089 EP - 2096 PB - IEEE CY - Piscataway ER - TY - INPR A1 - Kruber, Friedrich A1 - Sánchez Morales, Eduardo A1 - Chakraborty, Samarjit A1 - Botsch, Michael T1 - Vehicle Position Estimation with Aerial Imagery from Unmanned Aerial Vehicles UR - https://doi.org/10.48550/arXiv.2004.08206 Y1 - 2020 UR - https://doi.org/10.48550/arXiv.2004.08206 PB - arXiv CY - Ithaca ER - TY - CHAP A1 - Nadarajan, Parthasarathy A1 - Botsch, Michael A1 - Sardina, Sebastian T1 - Predicted-occupancy grids for vehicle safety applications based on autoencoders and the Random Forest algorithm T2 - 2017 International Joint Conference on Neural Networks (IJCNN) UR - https://doi.org/10.1109/IJCNN.2017.7965995 KW - Roads KW - Feature extraction KW - Radio frequency KW - Geometry KW - Computational modeling KW - Prediction algorithms KW - Machine learning algorithms Y1 - 2017 UR - https://doi.org/10.1109/IJCNN.2017.7965995 SN - 978-1-5090-6182-2 SN - 2161-4407 SP - 1244 EP - 1251 PB - IEEE CY - Piscataway ER - TY - INPR A1 - Nadarajan, Parthasarathy A1 - Botsch, Michael A1 - Sardina, Sebastian T1 - Predicted-occupancy grids for vehicle safety applications based on autoencoders and the Random Forest algorithm UR - https://doi.org/10.48550/arXiv.2512.12901 Y1 - 2017 UR - https://doi.org/10.48550/arXiv.2512.12901 PB - arXiv CY - Ithaca ER - TY - INPR A1 - Nadarajan, Parthasarathy A1 - Botsch, Michael T1 - Probability Estimation for Predicted-Occupancy Grids in Vehicle Safety Applications Based on Machine Learning UR - https://doi.org/10.48550/arXiv.2512.12896 Y1 - 2016 UR - https://doi.org/10.48550/arXiv.2512.12896 PB - arXiv CY - Ithaca ER - TY - CHAP A1 - Notomista, Gennaro A1 - Kammenhuber, Alexander A1 - Nadarajan, Parthasarathy A1 - Botsch, Michael A1 - Selvaggio, Mario T1 - Relative Motion Estimation Based on Sensor Eigenfusion Using a Stereoscopic Vision System and Adaptive Statistical Filtering T2 - Proceedings of ISR 2016: 47st International Symposium on Robotics Y1 - 2016 SN - 978-3-8007-4231-8 N1 - Auch veröffentlicht auf IEEE: https://ieeexplore.ieee.org/document/7559174 SP - 604 EP - 609 PB - VDE Verlag CY - Berlin ER - TY - CHAP A1 - Nadarajan, Parthasarathy A1 - Botsch, Michael A1 - Sardina, Sebastian T1 - Continuous Probabilistic Motion Prediction based on Latent Space Interpolation T2 - 2023 IEEE 26th International Conference on Intelligent Transportation Systems (ITSC) UR - https://doi.org/10.1109/ITSC57777.2023.10422685 Y1 - 2024 UR - https://doi.org/10.1109/ITSC57777.2023.10422685 SN - 979-8-3503-9946-2 SP - 3796 EP - 3803 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Sánchez Morales, Eduardo A1 - Membarth, Richard A1 - Gaull, Andreas A1 - Slusallek, Philipp A1 - Dirndorfer, Tobias A1 - Kammenhuber, Alexander A1 - Lauer, Christoph A1 - Botsch, Michael T1 - Parallel Multi-Hypothesis Algorithm for Criticality Estimation in Traffic and Collision Avoidance T2 - 2019 IEEE Intelligent Vehicles Symposium (IV) UR - https://doi.org/10.1109/IVS.2019.8814015 Y1 - 2019 UR - https://doi.org/10.1109/IVS.2019.8814015 SN - 978-1-7281-0560-4 SP - 2164 EP - 2171 PB - IEEE CY - Piscataway ER -