Enhancing Autonomous Driving Safety through Trajectory Augmentation that Preserves Expert Characteristics

A trajectory augmentation method that generates new driving scenarios while preserving the essential characteristics of expert demonstration data, leading to improved closed-loop performance of autonomous driving models.