ChauffeurNet: Learning to Drive by Imitating the Best and Synthesizing the Worst

Mayank Bansal, Alex Krizhevsky, Abhijit Ogale

Our goal is to train a policy for autonomous driving via imitation learning that is robust enough to drive a real vehicle. We find that standard behavior cloning is insufficient fo…