Autonomous Driving on NAVSIM v2
100NCHuman Agent
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Human AgentBackbone=—2025.07 | 100 | 100 | 99.8 | 100 | 87.4 | 100 | 100 | 98.1 | 90.1 | 90.3 | |
| HydraMDP++2026.05 | 98.5 | 98.5 | 99.5 | 99.7 | 87.4 | 97.9 | 95.8 | 98.2 | 75.7 | 85.6 | |
| DriveVLA-W02026.05 | 98.5 | 99.1 | 98 | 99.7 | 86.4 | 98.1 | 93.2 | 97.9 | 58.9 | 86.1 | |
| TPS-Drive2026.05 | 98.5 | 98.6 | 99.7 | 99.8 | 87.6 | 98 | 97.1 | 98.3 | 82.5 | 86.7 | |
| ARTEMIS2026.02 | 98.3 | 95.1 | 98.6 | 99.8 | 81.5 | 97.4 | 96.5 | 98.3 | — | 83.1 | |
| CdDrive2026.02 | 98.3 | 97.4 | 99.6 | 99.8 | 88.4 | 97.9 | 97.5 | 98.4 | 88.2 | 86.4 | |
| DiffusionDrive2026.02 | 98.2 | 95.9 | 99.4 | 99.8 | 87.5 | 97.3 | 96.8 | 98.3 | 87.7 | 84.5 | |
| DiffusionDrive2026.05 | 98.2 | 95.9 | 99.4 | 99.8 | 87.5 | 97.3 | 96.8 | 98.3 | 87.7 | 84.5 | |
| PRIXBackbone=Resnet342025.07 | 98 | 95.6 | 99.5 | 99.8 | 87.4 | 97.2 | 97.1 | 98.3 | 87.6 | 84.2 | |
| ResAD2026.02 | 97.8 | 97.2 | 99.5 | 99.8 | 88.2 | 96.9 | 97 | 98.4 | 88.2 | 85.5 | |
| DriveSuprim2026.02 | 97.5 | 96.5 | 99.4 | 99.6 | 88.4 | 96.6 | 95.5 | 98.3 | 77 | 83.1 | |
| DriveSuprimBackbone=Resnet342025.07 | 97.5 | 96.5 | 99.4 | 99.6 | 88.4 | 96.6 | 95.5 | 98.3 | 77 | 83.1 | |
| HydraMDP++2026.02 | 97.2 | 97.5 | 99.4 | 99.6 | 83.1 | 96.5 | 94.4 | 98.2 | 70.9 | 81.4 | |
| HydraMDP++Backbone=Resnet342025.07 | 97.2 | 97.5 | 99.4 | 99.6 | 83.1 | 96.5 | 94.4 | 98.2 | 70.9 | 81.4 | |
| Transfuser2026.02 | 96.9 | 89.9 | 97.8 | 99.7 | 87.1 | 95.4 | 92.7 | 98.3 | 87.2 | 76.7 | |
| TransfuserBackbone=Resnet342025.07 | 96.9 | 89.9 | 97.8 | 99.7 | 87.1 | 95.4 | 92.7 | 98.3 | 87.2 | 76.7 | |
| TransFuser2026.05 | 96.9 | 89.9 | 97.8 | 99.7 | 87.1 | 95.4 | 92.7 | 98.3 | 87.2 | 76.7 | |
| Ego Status MLP2026.02 | 93.1 | 77.9 | 92.7 | 99.6 | 86 | 91.5 | 89.4 | 98.3 | 85.4 | 64 | |
| Ego Status MLPBackbone=—2025.07 | 93.1 | 77.9 | 92.7 | 99.6 | 86 | 91.5 | 89.4 | 98.3 | 85.4 | 64 | |
| Ego Status2026.05 | 93.1 | 77.9 | 92.7 | 99.6 | 86 | 91.5 | 89.4 | 98.3 | 85.4 | 64 |