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cs.RO2023
Pixel State Value Network for Combined Prediction and Planning in Interactive Environments
Sascha Rosbach, Stefan M. Leupold, Simon Großjohann +1
Automated vehicles operating in urban environments have to reliably interact with other traffic participants. Planning algorithms often utilize separate prediction modules forecast…
cs.RO2019
Driving Style Encoder: Situational Reward Adaptation for General-Purpose Planning in Automated Driving
Sascha Rosbach, Vinit James, Simon Großjohann +3
General-purpose planning algorithms for automated driving combine mission, behavior, and local motion planning. Such planning algorithms map features of the environment and driving…
cs.RO2019
Driving with Style: Inverse Reinforcement Learning in General-Purpose Planning for Automated Driving
Sascha Rosbach, Vinit James, Simon Großjohann +2
Behavior and motion planning play an important role in automated driving. Traditionally, behavior planners instruct local motion planners with predefined behaviors. Due to the high…