Open-loop Planning on Bench2Drive
0.38Average L2 ErrorDriveMOE
Evaluation Results
| Method | Links | |
|---|---|---|
| DriveMOETraining Expert=Think2Drive2026.04 | 0.38 | |
| ReasonPlan2025.05 | 0.61 | |
| DriveTransformer2025.11 | 0.62 | |
| DriveTransformerTraining Expert=Think2Drive2026.04 | 0.62 | |
| DriveTransformer2025.08 | 0.62 | |
| CogDriver-Agent2025.08 | 0.63 | |
| SeerDriveTraining Expert=Think2Drive2026.04 | 0.66 | |
| OrionTraining Expert=Think2Drive2026.04 | 0.68 | |
| DiFSD2025.11 | 0.7 | |
| BridgeAD2025.11 | 0.71 | |
| UniDriveVLATraining Expert=Think2Drive2026.04 | 0.72 | |
| UniAD-BaseModel size=Base2025.05 | 0.73 | |
| UniADModel variant=Base2025.11 | 0.73 | |
| UniADTraining Expert=Think2Drive2026.04 | 0.73 | |
| UniADModel Size=Base2025.08 | 0.73 | |
| WPT-Student2025.11 | 0.75 | |
| WPT-Teacher2025.11 | 0.76 | |
| Baseline2025.11 | 0.79 | |
| UniAD-TinyModel size=Tiny2025.05 | 0.8 | |
| UniADModel variant=Tiny2025.11 | 0.8 | |
| UniADModel Size=Tiny2025.08 | 0.8 | |
| MomAD2025.05 | 0.82 | |
| MomADTraining Expert=Think2Drive2026.04 | 0.82 | |
| ReAL-AD2025.08 | 0.84 | |
| SparseDrive2025.11 | 0.87 | |
| SparseDriveTraining Expert=Think2Drive2026.04 | 0.87 | |
| MomAD2025.08 | 0.87 | |
| VAD2025.05 | 0.91 | |
| VADModel variant=Base2025.11 | 0.91 | |
| VADTraining Expert=Think2Drive2026.04 | 0.91 | |
| VAD2025.08 | 0.91 | |
| ThinkTwiceExpert feature distillation=true2025.05 | 0.95 | |
| ThinkTwiceexpert feature distillation=true2025.11 | 0.95 | |
| ThinkTwiceTraining Expert=Think2Drive2026.04 | 0.95 | |
| ThinkTwice2025.08 | 0.95 | |
| DriveAdapterExpert feature distillation=true2025.05 | 1.01 | |
| DriveAdapterexpert feature distillation=true2025.11 | 1.01 | |
| DriveAdapterTraining Expert=Think2Drive2026.04 | 1.01 | |
| DriveAdapter2025.08 | 1.01 | |
| VADModel variant=Tiny2025.11 | 1.15 | |
| TCPExpert feature distillation=true2025.05 | 1.7 | |
| TCP-trajexpert feature distillation=true2025.11 | 1.7 | |
| TCP2025.08 | 1.7 | |
| AD-MLP2025.05 | 3.64 | |
| AD-MLP2025.11 | 3.64 | |
| AD-MLPTraining Expert=Think2Drive2026.04 | 3.64 | |
| AD-MLP2025.08 | 3.64 |