TY - CHAP A1 - Wurst, Jonas A1 - Balasubramanian, Lakshman A1 - Botsch, Michael A1 - Utschick, Wolfgang T1 - Expert-LaSTS: Expert-Knowledge Guided Latent Space for Traffic Scenarios T2 - 2022 IEEE Intelligent Vehicles Symposium (IV) UR - https://doi.org/10.1109/IV51971.2022.9827187 KW - clustering KW - novelty detection KW - scenario-based testing KW - deep learning Y1 - 2022 UR - https://doi.org/10.1109/IV51971.2022.9827187 SN - 978-1-6654-8821-1 SP - 484 EP - 491 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Balasubramanian, Lakshman A1 - Wurst, Jonas A1 - Botsch, Michael A1 - Deng, Ke T1 - Traffic scenario clustering by iterative optimisation of self-supervised networks using a random forest activation pattern similarity T2 - 2021 IEEE Intelligent Vehicles Symposium (IV) UR - https://doi.org/10.1109/IV48863.2021.9575615 Y1 - 2021 UR - https://doi.org/10.1109/IV48863.2021.9575615 SN - 978-1-7281-5394-0 SP - 682 EP - 689 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Balasubramanian, Lakshman A1 - Kruber, Friedrich A1 - Botsch, Michael A1 - Deng, Ke T1 - Open-Set Recognition based on the Combination of Deep Learning and Ensemble Method for Detecting Unknown Traffic Scenarios T2 - 2021 IEEE Intelligent Vehicles Symposium (IV) UR - https://doi.org/10.1109/IV48863.2021.9575433 Y1 - 2021 UR - https://doi.org/10.1109/IV48863.2021.9575433 SN - 978-1-7281-5394-0 SP - 674 EP - 681 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Balasubramanian, Lakshman A1 - Wurst, Jonas A1 - Egolf, Robin A1 - Botsch, Michael A1 - Utschick, Wolfgang A1 - Deng, Ke T1 - ExAgt: Expert-guided Augmentation for Representation Learning of Traffic Scenarios T2 - 2022 IEEE 25th International Conference on Intelligent Transportation Systems (ITSC) UR - https://doi.org/10.1109/ITSC55140.2022.9922453 KW - Representation learning KW - Visualization KW - Codes KW - Self-supervised learning KW - Prediction methods KW - Distortion KW - Stability analysis Y1 - 2022 UR - https://doi.org/10.1109/ITSC55140.2022.9922453 SN - 978-1-6654-6880-0 SP - 1471 EP - 1478 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Chandra Sekaran, Karthikeyan A1 - Balasubramanian, Lakshman A1 - Botsch, Michael A1 - Utschick, Wolfgang T1 - Metric Learning Based Class Specific Experts for Open-Set Recognition of Traffic Participants in Urban Areas Using Infrastructure Sensors T2 - IEEE IV 2023 Symposium Proceedings UR - https://doi.org/10.1109/IV55152.2023.10186527 KW - Measurement KW - Head KW - Urban areas KW - Object detection KW - Thermal sensors KW - Cameras KW - Sensor systems Y1 - 2023 UR - https://doi.org/10.1109/IV55152.2023.10186527 SN - 979-8-3503-4691-6 SN - 2642-7214 PB - IEEE CY - Piscataway ER - TY - JOUR A1 - Balasubramanian, Lakshman A1 - Wurst, Jonas A1 - Botsch, Michael A1 - Deng, Ke T1 - Open-World Learning for Traffic Scenarios Categorisation JF - IEEE Transactions on Intelligent Vehicles UR - https://doi.org/10.1109/TIV.2023.3260270 KW - self-supervised learning KW - open-world learning KW - traffic scenarios Y1 - 2023 UR - https://doi.org/10.1109/TIV.2023.3260270 SN - 2379-8904 VL - 8 IS - 5 SP - 3506 EP - 3521 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Botsch, Michael A1 - Huber, Werner A1 - Balasubramanian, Lakshman A1 - Flores Fernandez, Alberto A1 - Geisler, Markus A1 - Gudera, Christian A1 - Morales Gomez, Mauricio Rene A1 - Riegl, Peter A1 - Sánchez Morales, Eduardo A1 - Chandra Sekaran, Karthikeyan A1 - Weinzierl, Michael T1 - Data Collection and Safety Use Cases in Smart Infrastructures T2 - 15th International ACM Conference on Automotive User Interfaces: Adjunct Conference Proceedings UR - https://doi.org/10.1145/3581961.3609858 KW - smart infrastructure KW - infrared camera KW - LiDAR sensor KW - sensor data fusion KW - safety use case Y1 - 2023 UR - https://doi.org/10.1145/3581961.3609858 SN - 979-8-4007-0112-2 SP - 333 EP - 336 PB - ACM CY - New York ER - TY - CHAP A1 - Balasubramanian, Lakshman A1 - Wurst, Jonas A1 - Egolf, Robin A1 - Botsch, Michael A1 - Utschick, Wolfgang A1 - Deng, Ke T1 - SceneDiffusion: Conditioned Latent Diffusion Models for Traffic Scene Prediction T2 - 2023 IEEE 26th International Conference on Intelligent Transportation Systems (ITSC) UR - https://doi.org/10.1109/ITSC57777.2023.10422482 Y1 - 2024 UR - https://doi.org/10.1109/ITSC57777.2023.10422482 SN - 979-8-3503-9946-2 SP - 3914 EP - 3921 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Fertig, Alexander A1 - Balasubramanian, Lakshman A1 - Botsch, Michael T1 - Clustering and Anomaly Detection in Embedding Spaces for the Validation of Automotive Sensors T2 - 2024 IEEE Intelligent Vehicles Symposium (IV) UR - https://doi.org/10.1109/IV55156.2024.10588817 Y1 - 2024 UR - https://doi.org/10.1109/IV55156.2024.10588817 SN - 979-8-3503-4881-1 SP - 1076 EP - 1083 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Chandra Sekaran, Karthikeyan A1 - Balasubramanian, Lakshman A1 - Botsch, Michael A1 - Utschick, Wolfgang T1 - Open-Set Object Detection for the Identification and Localization of Dissimilar Novel Classes by means of Infrastructure Sensors T2 - 2024 IEEE Intelligent Vehicles Symposium (IV) UR - https://doi.org/10.1109/IV55156.2024.10588872 Y1 - 2024 UR - https://doi.org/10.1109/IV55156.2024.10588872 SN - 979-8-3503-4881-1 SP - 1643 EP - 1650 PB - IEEE CY - Piscataway ER - TY - CHAP A1 - Fertig, Alexander A1 - Balasubramanian, Lakshman A1 - Botsch, Michael T1 - Hybrid Machine Learning Model with a Constrained Action Space for Trajectory Prediction T2 - 2025 IEEE Intelligent Vehicles Symposium (IV) UR - https://doi.org/10.1109/IV64158.2025.11097759 Y1 - 2025 UR - https://doi.org/10.1109/IV64158.2025.11097759 SN - 979-8-3315-3803-3 SP - 38 EP - 44 PB - IEEE CY - Piscataway ER - 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 - Wurst, Jonas A1 - Balasubramanian, Lakshman A1 - Botsch, Michael A1 - Utschick, Wolfgang T1 - Novelty Detection and Analysis of Traffic Scenario Infrastructures in the Latent Space of a Vision Transformer-Based Triplet Autoencoder T2 - 2021 IEEE Intelligent Vehicles Symposium (IV) UR - https://doi.org/10.1109/IV48863.2021.9575730 Y1 - 2021 UR - https://doi.org/10.1109/IV48863.2021.9575730 SN - 978-1-7281-5394-0 SP - 1304 EP - 1311 PB - IEEE CY - Piscataway ER - TY - INPR A1 - Wurst, Jonas A1 - Balasubramanian, Lakshman A1 - Botsch, Michael A1 - Utschick, Wolfgang T1 - Novelty Detection and Analysis of Traffic Scenario Infrastructures in the Latent Space of a Vision Transformer-Based Triplet Autoencoder UR - https://doi.org/10.48550/arXiv.2105.01924 Y1 - 2021 UR - https://doi.org/10.48550/arXiv.2105.01924 PB - arXiv CY - Ithaca ER -