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Tairui Wang

2 accepted papers

2018

CIRL: Controllable Imitative Reinforcement Learning for Vision-based Self-driving

ECCV 2018poster

Autonomous urban driving navigation with complex multi-agent dynamics is under-explored due to the difficulty of learning an optimal driving policy. The traditional modular pipeline heavily relies on hand-designed rules and the pre-processing perception system while the supervised learning-based mod…

Cited by 357SourcePDFScholar
2018

Real-to-Virtual Domain Unification for End-to-End Autonomous Driving

ECCV 2018poster

In the spectrum of vision-based autonomous driving, vanilla end-to-end models are not interpretable and suboptimal in performance, while mediated perception models require additional intermediate representations such as segmentation masks or detection bounding boxes, whose annotation can be prohibit…