@inproceedings{WeberErcelikEbertetal.2019, author = {Weber, Tobias and Ercelik, Emec and Ebert, Martin and Knoll, Alois}, title = {Recognition \& evaluation of additional traffic signs on the example of '80 km/h when wet'}, booktitle = {The 2019 IEEE Intelligent Transportation Systems Conference - ITSC}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-5386-7024-8}, doi = {https://doi.org/10.1109/ITSC.2019.8916950}, pages = {4134 -- 4139}, year = {2019}, language = {en} } @inproceedings{SongFestagJagtapetal.2024, author = {Song, Rui and Festag, Andreas and Jagtap, Abhishek Dinkar and Bialdyga, Maximilian and Yan, Zhiran and Otte, Maximilian and Sadashivaiah, Sanath Tiptur and Knoll, Alois}, title = {First Mile: An Open Innovation Lab for Infrastructure-Assisted Cooperative Intelligent Transportation Systems}, booktitle = {2024 IEEE Intelligent Vehicles Symposium (IV)}, publisher = {IEEE}, address = {Piscataway}, isbn = {979-8-3503-4881-1}, doi = {https://doi.org/10.1109/IV55156.2024.10588500}, pages = {1635 -- 1642}, year = {2024}, language = {en} } @inproceedings{SongLiuChenetal.2023, author = {Song, Rui and Liu, Dai and Chen, Dave Zhenyu and Festag, Andreas and Trinitis, Carsten and Schulz, Martin and Knoll, Alois}, title = {Federated Learning via Decentralized Dataset Distillation in Resource-Constrained Edge Environments}, booktitle = {IJCNN 2023 Conference Proceedings}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-6654-8867-9}, doi = {https://doi.org/10.1109/IJCNN54540.2023.10191879}, year = {2023}, language = {en} } @inproceedings{AgrawalSongDoychevaetal.2023, author = {Agrawal, Shiva and Song, Rui and Doycheva, Kristina and Knoll, Alois and Elger, Gordon}, title = {Intelligent Roadside Infrastructure for Connected Mobility}, booktitle = {Smart Cities, Green Technologies, and Intelligent Transport Systems: 11th International Conference, SMARTGREENS 2022 and 8th International Conference, VEHITS 2022: Revised Selected Papers}, editor = {Klein, Cornel and Jarke, Matthias and Ploeg, Jeroen and Helfert, Markus and Berns, Karsten and Gusikhin, Oleg}, publisher = {Springer}, address = {Cham}, isbn = {978-3-031-37470-8}, issn = {1865-0937}, doi = {https://doi.org/10.1007/978-3-031-37470-8_6}, pages = {134 -- 157}, year = {2023}, language = {en} } @inproceedings{RothmeierDalVescoHogerNassuetal.2025, author = {Rothmeier, Thomas and Dal Vesco Hoger, Mayara and Nassu, Bogdan Tomoyuki and Huber, Werner and Knoll, Alois}, title = {Out of the Box: Weather Augmentation for Enhanced Detection in Bad Visibility Conditions}, booktitle = {2024 IEEE 27th International Conference on Intelligent Transportation Systems (ITSC)}, publisher = {IEEE}, address = {Piscataway}, isbn = {979-8-3315-0592-9}, doi = {https://doi.org/10.1109/ITSC58415.2024.10919529}, pages = {1410 -- 1417}, year = {2025}, language = {en} } @inproceedings{RewayHoffmannWachtelGranadoetal.2021, author = {Reway, Fabio and Hoffmann, Abdul and Wachtel Granado, Diogo and Huber, Werner and Knoll, Alois and Parente Ribeiro, Eduardo}, title = {Test Method for Measuring the Simulation-to-Reality Gap of Camera-based Object Detection Algorithms for Autonomous Driving}, booktitle = {2020 IEEE Intelligent Vehicles Symposium (IV)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-6673-5}, doi = {https://doi.org/10.1109/IV47402.2020.9304567}, pages = {1249 -- 1256}, year = {2021}, language = {en} } @inproceedings{SeglerKugeleKnoll2019, author = {Segler, Christoph and Kugele, Stefan and Knoll, Alois}, title = {Context Discovery for Personalised Automotive Functions}, booktitle = {The 2019 IEEE Intelligent Transportation Systems Conference - ITSC}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-5386-7024-8}, doi = {https://doi.org/10.1109/ITSC.2019.8917161}, pages = {2470 -- 2476}, year = {2019}, language = {en} } @inproceedings{SeglerKugeleObergfelletal.2019, author = {Segler, Christoph and Kugele, Stefan and Obergfell, Philipp and Osman, Mohd Hafeez and Shafaei, Sina and Sax, Eric and Knoll, Alois}, title = {Anomaly Detection for Advanced Driver Assistance Systems Using Online Feature Selection}, booktitle = {2019 IEEE Intelligent Vehicles Symposium (IV)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-0560-4}, doi = {https://doi.org/10.1109/IVS.2019.8814175}, pages = {578 -- 585}, year = {2019}, language = {en} } @inproceedings{GerostathopoulosKugeleSegleretal.2019, author = {Gerostathopoulos, Ilias and Kugele, Stefan and Segler, Christoph and Bureš, Tom{\´a}š and Knoll, Alois}, title = {Automated Trainability Evaluation for Smart Software Functions}, booktitle = {Proceedings: 2019 34th IEEE/ACM International Conference on Automated Software Engineering (ASE 2019)}, publisher = {IEEE}, address = {Los Alamitos}, isbn = {978-1-7281-2508-4}, issn = {2643-1572}, doi = {https://doi.org/10.1109/ASE.2019.00096}, pages = {998 -- 1001}, year = {2019}, language = {en} } @inproceedings{ObergfellKugeleSegleretal.2019, author = {Obergfell, Philipp and Kugele, Stefan and Segler, Christoph and Knoll, Alois and Sax, Eric}, title = {Continuous Software Engineering of Innovative Automotive Functions}, booktitle = {Proceedings: 2019 IEEE International Conference on Software Architecture Companion, ICSA-C 2019}, subtitle = {an Industrial Perspective}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-1876-5}, doi = {https://doi.org/10.1109/ICSA-C.2019.00030}, pages = {127 -- 128}, year = {2019}, language = {en} } @inproceedings{SeglerKugeleObergfelletal.2019, author = {Segler, Christoph and Kugele, Stefan and Obergfell, Philipp and Osman, Mohd Hafeez and Shafaei, Sina and Sax, Eric and Knoll, Alois}, title = {Evaluation of feature selection for anomaly detection in automotive E/E architectures}, booktitle = {Proceedings: 2019 IEEE/ACM 41st International Conference on Software Engineering: Companion Proceedings: ICSE-Companion 2019}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-1764-5}, issn = {2574-1934}, doi = {https://doi.org/10.1109/ICSE-Companion.2019.00104}, pages = {260 -- 261}, year = {2019}, language = {en} } @inproceedings{SongHegdeSeneletal.2022, author = {Song, Rui and Hegde, Anupama and Senel, Numan and Knoll, Alois and Festag, Andreas}, title = {Edge-Aided Sensor Data Sharing in Vehicular Communication Networks}, booktitle = {2022 IEEE 95th Vehicular Technology Conference: (VTC2022-Spring) Proceedings}, publisher = {IEEE}, address = {Piscataway (NJ)}, isbn = {978-1-6654-8243-1}, issn = {2577-2465}, doi = {https://doi.org/10.1109/VTC2022-Spring54318.2022.9860849}, year = {2022}, language = {en} } @inproceedings{DirndorferBotschKnoll2011, author = {Dirndorfer, Tobias and Botsch, Michael and Knoll, Alois}, title = {Model-based analysis of sensor-noise in predictive passive safety algorithms}, pages = {11-0251}, booktitle = {The 22nd ESV Conference Proceedings}, publisher = {NHTSA}, address = {Washington, D.C.}, url = {https://www-esv.nhtsa.dot.gov/Proceedings/22/isv7/main.htm}, year = {2011}, language = {en} } @inproceedings{ShafaeiKugeleOsmanetal.2018, author = {Shafaei, Sina and Kugele, Stefan and Osman, Mohd Hafeez and Knoll, Alois}, title = {Uncertainty in Machine Learning: A Safety Perspective on Autonomous Driving}, booktitle = {Computer Safety, Reliability, and Security}, editor = {Gallina, Barbara and Skavhaug, Amund and Schoitsch, Erwin and Bitsch, Friedemann}, publisher = {Springer}, address = {Cham}, isbn = {978-3-319-99228-0}, issn = {0302-9743}, doi = {https://doi.org/10.1007/978-3-319-99229-7_39}, pages = {458 -- 464}, year = {2018}, language = {en} } @inproceedings{ShafaeiMuellerSalzmannetal.2018, author = {Shafaei, Sina and M{\"u}ller, Fabian and Salzmann, Tim and Hashemi Farzaneh, Morteza and Kugele, Stefan and Knoll, Alois}, title = {Context Prediction Architectures in Next Generation of Intelligent Cars}, booktitle = {2018 IEEE Intelligent Transportation Systems Conference}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-7281-0323-5}, doi = {https://doi.org/10.1109/ITSC.2018.8569617}, pages = {2923 -- 2930}, year = {2018}, language = {en} } @inproceedings{SongZhouLakshminarasimhanetal.2022, author = {Song, Rui and Zhou, Liguo and Lakshminarasimhan, Venkatnarayanan and Festag, Andreas and Knoll, Alois}, title = {Federated Learning Framework Coping with Hierarchical Heterogeneity in Cooperative ITS}, booktitle = {2022 IEEE 25th International Conference on Intelligent Transportation Systems (ITSC)}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-6654-6880-0}, pages = {3502 -- 3508}, year = {2022}, language = {en} } @inproceedings{HashemiFarzanehKugeleKnoll2017, author = {Hashemi Farzaneh, Morteza and Kugele, Stefan and Knoll, Alois}, title = {A graphical modeling tool supporting automated schedule synthesis for time-sensitive networking}, booktitle = {2017 22nd IEEE International Conference on Emerging Technologies and Factory Automation}, publisher = {IEEE}, address = {Piscataway}, isbn = {978-1-5090-6505-9}, issn = {1946-0759}, doi = {https://doi.org/10.1109/ETFA.2017.8247599}, year = {2017}, language = {en} } @inproceedings{KugeleCebotariGleirscheretal.2017, author = {Kugele, Stefan and Cebotari, Vadim and Gleirscher, Mario and Hashemi Farzaneh, Morteza and Segler, Christoph and Shafaei, Sina and V{\"o}gel, Hans-J{\"o}rg and Bauer, Fridolin and Knoll, Alois and Marmsoler, Diego and Michel, Hans-Ulrich}, title = {Research Challenges for a Future-Proof E/E Architecture: A Project Statement}, booktitle = {INFORMATIK 2017}, editor = {Eibl, Maximilian and Gaedke, Martin}, publisher = {Gesellschaft f{\"u}r Informatik}, address = {Bonn}, isbn = {978-3-88579-669-5}, doi = {https://doi.org/10.18420/in2017_146}, pages = {1463 -- 1474}, year = {2017}, language = {en} } @inproceedings{RothmeierHuberKnoll2024, author = {Rothmeier, Thomas and Huber, Werner and Knoll, Alois}, title = {Time to Shine: Fine-Tuning Object Detection Models with Synthetic Adverse Weather Images}, booktitle = {Proceedings, 2024 IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2024}, publisher = {IEEE}, address = {Los Alamitos}, isbn = {979-8-3503-1892-0}, doi = {https://doi.org/10.1109/WACV57701.2024.00439}, pages = {4435 -- 4444}, year = {2024}, language = {en} } @inproceedings{SongLyuJiangetal.2023, author = {Song, Rui and Lyu, Lingjuan and Jiang, Wei and Festag, Andreas and Knoll, Alois}, title = {V2X-Boosted Federated Learning for Cooperative Intelligent Transportation Systems with Contextual Client Selection}, booktitle = {CoPerception: Collaborative Perception and Learning, ICRA 2023 workshop}, url = {https://drive.google.com/file/d/1-OQAeNryd7-lksCTuWnhhyydpFSnw5On/view?usp=share_link}, year = {2023}, language = {en} } @inproceedings{NairShafaeiKugeleetal.2019, author = {Nair, Saasha and Shafaei, Sina and Kugele, Stefan and Osman, Mohd Hafeez and Knoll, Alois}, title = {Monitoring Safety of Autonomous Vehicles with Crash Prediction Network}, booktitle = {Proceedings of the AAAI Workshop on Artificial Intelligence Safety 2019, co-located with the Thirty-Third AAAI Conference on Artificial Intelligence 2019 (AAAI 2019)}, editor = {Espinoza, Hu{\´a}scar and {\´O}h{\´E}igeartaigh, Se{\´a}n S. and Huang, Xiaowei and Hern{\´a}ndez-Orallo, Jos{\´e} and Castillo-Effen, Mauricio}, publisher = {RWTH Aachen}, address = {Aachen}, url = {https://ceur-ws.org/Vol-2301/}, year = {2019}, language = {en} }