End-to-End Autonomous Driving on BridgeSim NavHard
91.14DSHuman Expert
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Human ExpertPretrained Sim=N/A2026.04 | 91.14 | 91.96 | 98.86 | 98.18 | 99.23 | 99.76 | 98.62 | 94.55 | 90.22 | 99.1 | 71.44 | |
| TTA (RAP)Pretrained Sim=NAVSIM2026.04 | 80.92 | 91.68 | 87.06 | 96.95 | 90.14 | 100 | 98.9 | 98.07 | 94.72 | 46.18 | 54.6 | |
| TTA (DiffusionDrive)Pretrained Sim=NAVSIM2026.04 | 67.84 | 79.77 | 82.54 | 96.48 | 87.03 | 100 | 99.01 | 96.07 | 91.85 | 36.18 | 33.72 | |
| OpenPilotPretrained Sim=Comma.ai2026.04 | 64.75 | 79.5 | 82.21 | 97.55 | 94.29 | 100 | 98.89 | 92.58 | 84.43 | 92.12 | 62.06 | |
| TTA (DiffusionDriveV2)Pretrained Sim=NAVSIM2026.04 | 61.46 | 76.86 | 77.86 | 95.83 | 86.8 | 100 | 99.17 | 92.93 | 91.51 | 26.22 | 24.32 | |
| RAP (ICLR’26)Pretrained Sim=NAVSIM2026.04 | 52.08 | 72.41 | 70.74 | 95.63 | 85.24 | 99.76 | 99.18 | 88.14 | 84.69 | 92.84 | 48.91 | |
| LTF (NeurIPS’24)Pretrained Sim=NAVSIM2026.04 | 50.1 | 69.29 | 70.64 | 95.49 | 78.8 | 99.53 | 98.51 | 88.61 | 90.28 | 95.02 | 58.27 | |
| DiffusionDrive (CVPR’25)Pretrained Sim=NAVSIM2026.04 | 43.29 | 69.7 | 61.3 | 95.38 | 81.48 | 99.76 | 98.81 | 87.47 | 91.57 | 91.64 | 39.02 | |
| DrivoR (CVPR’26)Pretrained Sim=NAVSIM2026.04 | 42.79 | 66.54 | 64.66 | 95.41 | 76.34 | 100 | 99.46 | 95.41 | 94.37 | 96.99 | 66.69 | |
| TransFuser (PAMI’23)Pretrained Sim=NAVSIM2026.04 | 41.46 | 68.17 | 61.28 | 95.73 | 78.99 | 99.76 | 98.63 | 88.79 | 89.25 | 95.06 | 49.25 | |
| Alpamayo-R1Pretrained Sim=Nvidia2026.04 | 37.78 | 64.69 | 59.65 | 94.98 | 76.54 | 100 | 99.73 | 87.39 | 93.63 | 94.82 | 68.24 | |
| UniAD (CVPR’23)Pretrained Sim=Bench2Drive2026.04 | 31 | 57.55 | 55.25 | 93.15 | 71.75 | 99.76 | 99.61 | 81.13 | 97.7 | 74.25 | 30.04 | |
| DiffusionDriveV2 (arXiv)Pretrained Sim=NAVSIM2026.04 | 29.81 | 62.01 | 45.85 | 93.48 | 79.75 | 99.76 | 98.83 | 86.93 | 84.11 | 71.38 | 20.62 | |
| LEAD (CVPR’26)Pretrained Sim=NAVSIM2026.04 | 26.34 | 54.02 | 47.42 | 93.29 | 68.44 | 99.53 | 99.89 | 84.7 | 96.38 | 91.62 | 36.59 | |
| VAD (ICCV’23)Pretrained Sim=Bench2Drive2026.04 | 26.25 | 57.6 | 46.76 | 93.29 | 71.22 | 99.76 | 99.68 | 82.31 | 98.67 | 71.13 | 27.67 |