Jiangyu Pan

NSF-HRPT: Neural Semantic Field Meets Hierarchical Risk Perception Tree for Safety-Critical Scenario Assessment

The ability to accurately assess and anticipate risks in safety-critical scenarios is crucial for autonomous driving systems. While existing research has made progress in collision prediction, accurately quantifying risk levels from monocular vision inputs remains challenging due to the complex dyna…