Search Results for author: Tim Joseph

Found 5 papers, 1 papers with code

Exploring the Potential of World Models for Anomaly Detection in Autonomous Driving

no code implementations10 Aug 2023 Daniel Bogdoll, Lukas Bosch, Tim Joseph, Helen Gremmelmaier, Yitian Yang, J. Marius Zöllner

We provide a characterization of world models and relate individual components to previous works in anomaly detection to facilitate further research in the field.

Anomaly Detection Autonomous Driving +1

Quantification of Actual Road User Behavior on the Basis of Given Traffic Rules

1 code implementation7 Feb 2022 Daniel Bogdoll, Moritz Nekolla, Tim Joseph, J. Marius Zöllner

Driving on roads is restricted by various traffic rules, aiming to ensure safety for all traffic participants.

Autonomous Driving

Cycle-Consistent World Models for Domain Independent Latent Imagination

no code implementations2 Oct 2021 Sidney Bender, Tim Joseph, Marius Zoellner

Our experiments using different modalities in the CARLA simulator showed that this enables CCWM to outperform state-of-the-art domain adaptation approaches.

Autonomous Driving Domain Adaptation +1

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