KnowVal: A Knowledge-Augmented and Value-Guided Autonomous Driving System

Benchmark Model Rank Results
bench2drive-on-bench2driveKnowVal-SimLingo–Driving Score: 88.42Success Rate: 69.03
navsim-on-opensceneKnowVal-DiffusionDrive–PDMS: 90.9
navsim-on-opensceneKnowVal-iPad–PDMS: 92.9