Learning-based

Learning a driving model for traffic simulation by imitating from real-world traffic data.

Learning a context-conditioned autonomous driving policy by imitating from human driver’s demonstration.

Predicting an multi-modal trajectory distribution for pedestrians and vehicles based on occupancy grid maps.