@inproceedings{WurstBalasubramanianBotschetal.2022, author = {Wurst, Jonas and Balasubramanian, Lakshman and Botsch, Michael and Utschick, Wolfgang}, title = {Expert-LaSTS: Expert-Knowledge Guided Latent Space for Traffic Scenarios}, booktitle = {2022 IEEE Intelligent Vehicles Symposium (IV)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-6654-8821-1}, doi = {https://doi.org/10.1109/IV51971.2022.9827187}, pages = {484 -- 491}, year = {2022}, language = {en} } @inproceedings{BalasubramanianWurstBotschetal.2021, author = {Balasubramanian, Lakshman and Wurst, Jonas and Botsch, Michael and Deng, Ke}, title = {Traffic scenario clustering by iterative optimisation of self-supervised networks using a random forest activation pattern similarity}, booktitle = {2021 IEEE Intelligent Vehicles Symposium (IV)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-5394-0}, doi = {https://doi.org/10.1109/IV48863.2021.9575615}, pages = {682 -- 689}, year = {2021}, language = {en} } @inproceedings{BalasubramanianKruberBotschetal.2021, author = {Balasubramanian, Lakshman and Kruber, Friedrich and Botsch, Michael and Deng, Ke}, title = {Open-Set Recognition based on the Combination of Deep Learning and Ensemble Method for Detecting Unknown Traffic Scenarios}, booktitle = {2021 IEEE Intelligent Vehicles Symposium (IV)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-5394-0}, doi = {https://doi.org/10.1109/IV48863.2021.9575433}, pages = {674 -- 681}, year = {2021}, language = {en} } @inproceedings{BalasubramanianWurstEgolfetal.2022, author = {Balasubramanian, Lakshman and Wurst, Jonas and Egolf, Robin and Botsch, Michael and Utschick, Wolfgang and Deng, Ke}, title = {ExAgt: Expert-guided Augmentation for Representation Learning of Traffic Scenarios}, booktitle = {2022 IEEE 25th International Conference on Intelligent Transportation Systems (ITSC)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-6654-6880-0}, doi = {https://doi.org/10.1109/ITSC55140.2022.9922453}, pages = {1471 -- 1478}, year = {2022}, language = {en} } @inproceedings{ChandraSekaranBalasubramanianBotschetal.2023, author = {Chandra Sekaran, Karthikeyan and Balasubramanian, Lakshman and Botsch, Michael and Utschick, Wolfgang}, title = {Metric Learning Based Class Specific Experts for Open-Set Recognition of Traffic Participants in Urban Areas Using Infrastructure Sensors}, booktitle = {IEEE IV 2023 Symposium Proceedings}, publisher = {IEEE}, address = {Piscataway}, isbn = {979-8-3503-4691-6}, issn = {2642-7214}, doi = {https://doi.org/10.1109/IV55152.2023.10186527}, year = {2023}, language = {en} } @article{BalasubramanianWurstBotschetal.2023, author = {Balasubramanian, Lakshman and Wurst, Jonas and Botsch, Michael and Deng, Ke}, title = {Open-World Learning for Traffic Scenarios Categorisation}, volume = {8}, journal = {IEEE Transactions on Intelligent Vehicles}, number = {5}, publisher = {IEEE}, address = {Piscataway}, issn = {2379-8904}, doi = {https://doi.org/10.1109/TIV.2023.3260270}, pages = {3506 -- 3521}, year = {2023}, language = {en} } @inproceedings{BotschHuberBalasubramanianetal.2023, author = {Botsch, Michael and Huber, Werner and Balasubramanian, Lakshman and Flores Fernandez, Alberto and Geisler, Markus and Gudera, Christian and Morales Gomez, Mauricio Rene and Riegl, Peter and S{\´a}nchez Morales, Eduardo and Chandra Sekaran, Karthikeyan and Weinzierl, Michael}, title = {Data Collection and Safety Use Cases in Smart Infrastructures}, booktitle = {15th International ACM Conference on Automotive User Interfaces: Adjunct Conference Proceedings}, publisher = {ACM}, address = {New York}, isbn = {979-8-4007-0112-2}, doi = {https://doi.org/10.1145/3581961.3609858}, pages = {333 -- 336}, year = {2023}, language = {en} } @inproceedings{BalasubramanianWurstEgolfetal.2024, author = {Balasubramanian, Lakshman and Wurst, Jonas and Egolf, Robin and Botsch, Michael and Utschick, Wolfgang and Deng, Ke}, title = {SceneDiffusion: Conditioned Latent Diffusion Models for Traffic Scene Prediction}, booktitle = {2023 IEEE 26th International Conference on Intelligent Transportation Systems (ITSC)}, publisher = {IEEE}, address = {Piscataway}, isbn = {979-8-3503-9946-2}, doi = {https://doi.org/10.1109/ITSC57777.2023.10422482}, pages = {3914 -- 3921}, year = {2024}, language = {en} } @inproceedings{FertigBalasubramanianBotsch2024, author = {Fertig, Alexander and Balasubramanian, Lakshman and Botsch, Michael}, title = {Clustering and Anomaly Detection in Embedding Spaces for the Validation of Automotive Sensors}, booktitle = {2024 IEEE Intelligent Vehicles Symposium (IV)}, publisher = {IEEE}, address = {Piscataway}, isbn = {979-8-3503-4881-1}, doi = {https://doi.org/10.1109/IV55156.2024.10588817}, pages = {1076 -- 1083}, year = {2024}, language = {en} } @inproceedings{ChandraSekaranBalasubramanianBotschetal.2024, author = {Chandra Sekaran, Karthikeyan and Balasubramanian, Lakshman and Botsch, Michael and Utschick, Wolfgang}, title = {Open-Set Object Detection for the Identification and Localization of Dissimilar Novel Classes by means of Infrastructure Sensors}, booktitle = {2024 IEEE Intelligent Vehicles Symposium (IV)}, publisher = {IEEE}, address = {Piscataway}, isbn = {979-8-3503-4881-1}, doi = {https://doi.org/10.1109/IV55156.2024.10588872}, pages = {1643 -- 1650}, year = {2024}, language = {en} } @inproceedings{FertigBalasubramanianBotsch2025, author = {Fertig, Alexander and Balasubramanian, Lakshman and Botsch, Michael}, title = {Hybrid Machine Learning Model with a Constrained Action Space for Trajectory Prediction}, booktitle = {2025 IEEE Intelligent Vehicles Symposium (IV)}, publisher = {IEEE}, address = {Piscataway}, isbn = {979-8-3315-3803-3}, doi = {https://doi.org/10.1109/IV64158.2025.11097759}, pages = {38 -- 44}, year = {2025}, language = {en} } @unpublished{FertigBalasubramanianBotsch2025, author = {Fertig, Alexander and Balasubramanian, Lakshman and Botsch, Michael}, title = {Hybrid Machine Learning Model with a Constrained Action Space for Trajectory Prediction}, publisher = {arXiv}, address = {Ithaca}, doi = {https://doi.org/10.48550/arXiv.2501.03666}, year = {2025}, language = {en} } @inproceedings{WurstBalasubramanianBotschetal.2021, author = {Wurst, Jonas and Balasubramanian, Lakshman and Botsch, Michael and Utschick, Wolfgang}, title = {Novelty Detection and Analysis of Traffic Scenario Infrastructures in the Latent Space of a Vision Transformer-Based Triplet Autoencoder}, booktitle = {2021 IEEE Intelligent Vehicles Symposium (IV)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-5394-0}, doi = {https://doi.org/10.1109/IV48863.2021.9575730}, pages = {1304 -- 1311}, year = {2021}, language = {en} } @unpublished{WurstBalasubramanianBotschetal.2021, author = {Wurst, Jonas and Balasubramanian, Lakshman and Botsch, Michael and Utschick, Wolfgang}, title = {Novelty Detection and Analysis of Traffic Scenario Infrastructures in the Latent Space of a Vision Transformer-Based Triplet Autoencoder}, publisher = {arXiv}, address = {Ithaca}, doi = {https://doi.org/10.48550/arXiv.2105.01924}, year = {2021}, language = {en} }