SOTAVerified

NavSim

Data-Driven Non-Reactive Autonomous Vehicle Benchmark.

Evaluates autonomous driving stacks that produce waypoints with a static dataset using the PDM-Score metric. The PDM-score metric performs a pseudo-simulation by rolling out the trajectory and simulating all other actors via log-replay. This results in an open-loop evaluation that correlates with closed-loop performance.

Papers

Showing 1120 of 26 papers

TitleStatusHype
Hydra-MDP: End-to-end Multimodal Planning with Multi-target Hydra-DistillationCode3
TransFuser: Imitation with Transformer-Based Sensor Fusion for Autonomous DrivingCode3
iPad: Iterative Proposal-centric End-to-End Autonomous DrivingCode2
Hydra-NeXt: Robust Closed-Loop Driving with Open-Loop TrainingCode1
World4Drive: End-to-End Autonomous Driving via Intention-aware Physical Latent World ModelCode0
ReSim: Reliable World Simulation for Autonomous Driving0
ReCogDrive: A Reinforced Cognitive Framework for End-to-End Autonomous Driving0
DriveSuprim: Towards Precise Trajectory Selection for End-to-End Planning0
GaussianFusion: Gaussian-Based Multi-Sensor Fusion for End-to-End Autonomous DrivingCode0
TransDiffuser: End-to-end Trajectory Generation with Decorrelated Multi-modal Representation for Autonomous Driving0
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