TakeAD: Preference-based Post-optimization for End-to-end Autonomous Driving with Expert Takeover Data

Deqing Liu, Yinfeng Gao, Deheng Qian +9

Existing end-to-end autonomous driving methods typically rely on imitation learning (IL) but face a key challenge: the misalignment between open-loop training and closed-loop deplo…