Autonomous driving is poised to revolutionize the transportation sector, with scene understanding as a critical component. This dissertation presents methods for increasing the reliability of state-of-the-art models, by focusing on addressing the issues of unknown scenarios and challenging conditions. Therefore, it marks a decisive step towards the safe deployment of autonomous vehicles in the real world.
BibTeXKey: Gas25