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Autonomous Driving on NoCrash Town02

1,166.86ReturnInternvl3-2b
435.636625.473815.311,005.147Feb 11, 2026

Evaluation results

MethodLinks
Internvl3-2bModel Size=2B, Input Modality=BEV (192×192×3)2026.021,166.86919685932.0230.00101713
Qwen2.5-vl-7bModel Size=7B, Input Modality=BEV (192×192×3)2026.021,132.63899683912.0330.0010729
DrQv2-VMRModel Size=3.82 M, Input Modality=BEV Masks (96×96×15) + State (10, )2026.021,060.89647969812.2180.00231517
DrQv2-VMRBase RL=DrQv2, Regularization=Value-Margin Regularization2026.021,060.89647969812.2180.00231517
DrQv2Base RL=DrQv22026.021,023.42738377862.0780.00211274
Internvl3-1bModel Size=1B, Input Modality=BEV (192×192×3)2026.021,005.63859260891.9730.00105216
DrQv2-CLIPModel Size=3.82 M, Input Modality=BEV Masks (96×96×15) + State (10, )2026.02953.98768771851.8580.0020737
DrQv2-CLIPBase RL=DrQv2, Alignment=Conditional Contrastive Action Alignment2026.02953.98768771851.8580.0020737
Qwen2.5-vl-3bModel Size=3B, Input Modality=BEV (192×192×3)2026.02947.57949791952.1830.0018120
DrQv2-AWAGBase RL=DrQv2, Guidance=Advantage-Weighted Action Guidance2026.02830.53698763792.0260.00109010
SAC-VMRBase RL=SAC, Regularization=Value-Margin Regularization2026.02819.41618447702.2460.001013227
Visual RWKV 0B1Model Size=0.1B, Input Modality=BEV (192×192×3)2026.02768.25869463891.5420.00103030
SACBase RL=SAC2026.02576.4524917251.7680.002024444
SAC-AWAGBase RL=SAC, Guidance=Advantage-Weighted Action Guidance2026.02474.22467929562.8350.001023863
TD3Base RL=TD32026.02463.76397820472.08110.002019413