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Autonomous Driving on Bench2Drive Multi-Ability

0.8127Merging ScoreThink2Drive
-0.0325080.1869210.406350.625779May 22, 2025Jul 20, 2025Sep 17, 2025Nov 16, 2025Jan 14, 2026Mar 14, 2026May 13, 2026

Evaluation results

MethodLinks
Think2DriveScheme=RL Expert, Modality=Privileged, expert feature distillation=true2025.050.81270.83920.90240.90.87670.8626
DiffRefinerCondition=Navigation Command2026.050.6380.60.850.50.8630.69
SimLingoCondition=Target Point, Geometric path waypoint supervision=true2026.050.540.570.8830.5330.8250.67
HiP-ADCondition=Navigation Command, Geometric path waypoint supervision=true2026.050.50.8440.8330.40.5050.659
MAPLECondition=Navigation Command, Geometric path waypoint supervision=true2026.050.4940.8620.90.60.8040.732
MAPLECondition=Navigation Command2026.050.4630.8070.8810.60.7810.706
Raw2DriveScheme=RL, Modality=Image2025.050.43350.51110.60.50.62260.5334
GeRoCondition=Navigation Command2026.050.4010.7820.8730.50.7680.665
ReCogDriveCondition=Navigation Command2026.050.2970.20.6910.20.7130.42
DriveAdapterScheme=IL, Modality=Image, expert feature distillation=true2025.050.28820.26380.48760.50.56430.4208
TCP-trajCondition=Target Point2026.050.2880.2430.5170.40.4630.342
TCP-traj w/o distillationCondition=Target Point2026.050.2870.2870.4830.40.2870.341
DriveAdapterCondition=Target Point2026.050.2840.2840.4750.50.5640.421
ThinkTwiceCondition=Target Point2026.050.2740.1840.3580.50.5420.372
ThinkTwiceScheme=IL, Modality=Image, expert feature distillation=true2025.050.27380.18420.35820.50.54230.3717
ORIONCondition=Navigation Command2026.050.250.7110.7830.30.6920.547
DriveTransformer-LargeCondition=Navigation Command2026.050.1760.350.4840.40.5210.386
DriveTransScheme=IL, Modality=Image2025.050.17570.350.48360.40.5210.386
Qwen2.5Condition=Navigation Command2026.050.1430.2890.3010.30.2470.256
UniAD-BaseScheme=IL, Modality=Image2025.050.1410.17780.21670.10.14210.1555
VADCondition=Navigation Command2026.050.1140.1140.1860.20.1920.181
UniAD-BaseCondition=Navigation Command2026.050.0890.0930.20.20.1420.145
TCP-trajScheme=IL, Modality=Image, expert feature distillation=true2025.050.08890.24290.51670.40.46280.3422
VADScheme=IL, Modality=Image2025.050.08110.24440.18640.20.19150.1807
AD-MLPScheme=IL, Modality=State2025.0500000.04350.0087