Trajectory Prediction on nuScenes v1.0-trainval (val)
0.14L2 Error (1s)ResWorld
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ResWorldAuxiliary Task=None, Ego status in planning module (♢)=true, Metric calculation style (‡)=VAD-style2026.02 | 0.14 | 0.27 | 0.49 | 0.3 | 0.01 | 0.03 | 0.14 | 0.06 | |
| BEV-Planner++Auxiliary Task=None, Ego status in planning module (♢)=true, Metric calculation style (‡)=VAD-style2026.02 | 0.16 | 0.32 | 0.57 | 0.35 | 0 | 0.29 | 0.73 | 0.34 | |
| ResWorldAuxiliary Task=None, Metric calculation style (‡)=VAD-style2026.02 | 0.17 | 0.32 | 0.55 | 0.35 | 0.01 | 0.02 | 0.16 | 0.07 | |
| ResWorldAuxiliary Task=None, Ego status in planning module (♢)=true, Metric calculation style=Standard2026.02 | 0.19 | 0.5 | 1.08 | 0.59 | 0.02 | 0.06 | 0.43 | 0.17 | |
| SSRAuxiliary Task=None, Official models and code (*)=true, Metric calculation style (‡)=VAD-style2026.02 | 0.19 | 0.36 | 0.62 | 0.39 | 0.1 | 0.1 | 0.24 | 0.15 | |
| ResWorldAuxiliary Task=None, Metric calculation style=Standard2026.02 | 0.22 | 0.56 | 1.17 | 0.65 | 0.02 | 0.04 | 0.64 | 0.23 | |
| LAWAuxiliary Task=Det&Map&Motion, Metric calculation style (‡)=VAD-style2026.02 | 0.24 | 0.46 | 0.76 | 0.49 | 0.1 | — | 0.39 | 0.19 | |
| SSRAuxiliary Task=None, Official models and code (*)=true, Metric calculation style=Standard2026.02 | 0.25 | 0.64 | 1.33 | 0.74 | 0.08 | 0.12 | 0.72 | 0.31 | |
| PARA-DriveAuxiliary Task=Det&Track&Map&Motion&Occ, Metric calculation style (‡)=VAD-style2026.02 | 0.25 | 0.46 | 0.74 | 0.48 | 0.14 | 0.23 | 0.39 | 0.25 | |
| Drive-OccWorldAuxiliary Task=Occ, Metric calculation style (‡)=VAD-style2026.02 | 0.25 | 0.44 | 0.72 | 0.47 | 0.03 | 0.08 | 0.22 | 0.11 | |
| LAWAuxiliary Task=None, Metric calculation style (‡)=VAD-style2026.02 | 0.26 | 0.57 | 1.01 | 0.61 | 0.14 | 0.21 | 0.54 | 0.3 | |
| DiffusionDriveAuxiliary Task=Det&Track&Map&Motion, Metric calculation style (‡)=VAD-style2026.02 | 0.27 | 0.54 | 0.9 | 0.57 | 0.03 | 0.05 | 0.16 | 0.08 | |
| GenADAuxiliary Task=Det&Map&Motion, Metric calculation style (‡)=VAD-style2026.02 | 0.28 | 0.49 | 0.78 | 0.52 | 0.08 | 0.14 | 0.34 | 0.19 | |
| SparseDriveAuxiliary Task=Det&Track&Map&Motion, Metric calculation style (‡)=VAD-style2026.02 | 0.29 | 0.58 | 0.96 | 0.61 | 0.01 | 0.05 | 0.18 | 0.08 | |
| MomADAuxiliary Task=Det&Track&Map&Motion, Metric calculation style (‡)=VAD-style2026.02 | 0.31 | 0.57 | 0.91 | 0.6 | 0.01 | 0.05 | 0.22 | 0.09 | |
| GenADAuxiliary Task=Det&Map&Motion, Metric calculation style=Standard2026.02 | 0.36 | 0.83 | 1.55 | 0.91 | 0.06 | 0.23 | 1 | 0.43 | |
| PARA-DriveAuxiliary Task=Det&Track&Map&Motion&Occ, Metric calculation style=Standard2026.02 | 0.4 | 0.77 | 1.31 | 0.83 | 0.07 | 0.25 | 0.6 | 0.3 | |
| VADAuxiliary Task=Det&Map&Motion, Metric calculation style (‡)=VAD-style2026.02 | 0.41 | 0.7 | 1.05 | 0.72 | 0.07 | 0.17 | 0.41 | 0.22 | |
| UniADAuxiliary Task=Det&Track&Map&Motion&Occ, Metric calculation style (‡)=VAD-style2026.02 | 0.44 | 0.67 | 0.96 | 0.69 | 0.04 | 0.08 | 0.23 | 0.12 | |
| UniADAuxiliary Task=Det&Track&Map&Motion&Occ, Metric calculation style=Standard2026.02 | 0.48 | 0.96 | 1.65 | 1.03 | 0.05 | 0.17 | 0.71 | 0.31 | |
| OccNetAuxiliary Task=Det&Map&Occ, Metric calculation style=Standard2026.02 | 1.29 | 2.13 | 2.99 | 2.14 | 0.21 | 0.59 | 1.37 | 0.72 | |
| ST-P3Auxiliary Task=Det&Map, Metric calculation style (‡)=VAD-style2026.02 | 1.33 | 2.11 | 2.9 | 2.11 | 0.23 | 0.62 | 1.27 | 0.71 | |
| ST-P3Auxiliary Task=Det&Map, Metric calculation style=Standard2026.02 | 1.72 | 3.26 | 4.86 | 3.28 | 0.44 | 1.08 | 3.01 | 1.51 |