Motion Planning on nuScenes v1.0 (test)
0.31L2 Error (1s)UNIVERSE
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| UNIVERSEnuScenes Finetune=false, Input=Camera*, Auxiliary Supervision=None2026.07 | 0.31 | 0.76 | 1.44 | 0.83 | 0 | 3 | 0.05 | 3 | |
| UNIVERSE w.o. MasknuScenes Finetune=false, Input=Camera*, Auxiliary Supervision=None2026.07 | 0.33 | 0.76 | 1.43 | 0.84 | 0 | 7 | 0.12 | 6 | |
| GenADInput=Camera, Auxiliary Supervision=Map & Box & Motion2025.12 | 0.36 | 0.83 | 1.55 | 0.91 | 6 | 23 | 100 | 43 | |
| GenADnuScenes Finetune=true, Input=Camera, Auxiliary Supervision=Map&Box&Motion2026.07 | 0.36 | 0.83 | 1.55 | 0.91 | 6 | 23 | 1 | 43 | |
| UNIVERSE Two-DiTnuScenes Finetune=false, Input=Camera*, Auxiliary Supervision=None2026.07 | 0.44 | 0.81 | 1.52 | 0.92 | 17 | 22 | 0.25 | 21 | |
| UniADInput=Camera, Auxiliary Supervision=Map & Box & Motion & Tracklets & Occ2025.12 | 0.48 | 0.96 | 1.65 | 1.03 | 5 | 17 | 71 | 31 | |
| UniADnuScenes Finetune=true, Input=Camera, Auxiliary Supervision=Map&Box&Motion2026.07 | 0.48 | 0.96 | 1.65 | 1.03 | 5 | 17 | 0.71 | 31 | |
| UNIVERSE w.o. video co-trainnuScenes Finetune=false, Input=Camera*, Auxiliary Supervision=None2026.07 | 0.48 | 0.94 | 1.65 | 1.02 | 37 | 31 | 0.38 | 35 | |
| Doe-1Input=Camera (Front camera only), Auxiliary Supervision=QA2025.12 | 0.5 | 1.18 | 2.11 | 1.26 | 4 | 37 | 119 | 53 | |
| Doe-1nuScenes Finetune=true, Input=Camera*, Auxiliary Supervision=QA2026.07 | 0.5 | 1.18 | 2.11 | 1.26 | 4 | 37 | 1.19 | 53 | |
| OccWorldInput=Camera, Auxiliary Supervision=3D-Occ2025.12 | 0.52 | 1.27 | 2.41 | 1.4 | 12 | 40 | 208 | 87 | |
| OccWorldnuScenes Finetune=true, Input=Camera, Auxiliary Supervision=3D-Occ2026.07 | 0.52 | 1.27 | 2.41 | 1.4 | 12 | 40 | 2.08 | 87 | |
| VAD-BaseInput=Camera, Auxiliary Supervision=Map & Box & Motion2025.12 | 0.54 | 1.15 | 1.98 | 1.22 | 4 | 39 | 117 | 53 | |
| VAD-BasenuScenes Finetune=true, Input=Camera, Auxiliary Supervision=Map&Box&Motion2026.07 | 0.54 | 1.15 | 1.98 | 1.22 | 4 | 39 | 1.17 | 53 | |
| UniUGPInput=Camera (Front camera only), Auxiliary Supervision=QA2025.12 | 0.58 | 1.14 | 1.95 | 1.23 | 1 | 19 | 81 | 33 | |
| VAD-TinyInput=Camera, Auxiliary Supervision=Map & Box & Motion2025.12 | 0.6 | 1.23 | 2.06 | 1.3 | 31 | 53 | 133 | 72 | |
| VAD-TinynuScenes Finetune=true, Input=Camera, Auxiliary Supervision=Map&Box&Motion2026.07 | 0.6 | 1.23 | 2.06 | 1.3 | 31 | 53 | 1.33 | 72 | |
| EponaInput=Camera (Front camera only), Auxiliary Supervision=None2025.12 | 0.61 | 1.17 | 1.98 | 1.25 | 1 | 22 | 85 | 36 | |
| EponanuScenes Finetune=true, Input=Camera*, Auxiliary Supervision=None2026.07 | 0.61 | 1.17 | 1.98 | 1.25 | 1 | 22 | 0.85 | 36 | |
| OccNetnuScenes Finetune=true, Input=Camera, Auxiliary Supervision=3D-Occ&Map&Box2026.07 | 1.29 | 2.13 | 2.99 | 2.14 | 21 | 59 | 1.37 | 72 | |
| ST-P3Input=Camera, Auxiliary Supervision=Map & Box & Depth2025.12 | 1.33 | 2.11 | 2.9 | 2.11 | 23 | 62 | 127 | 71 | |
| ST-P3nuScenes Finetune=true, Input=Camera, Auxiliary Supervision=Map&Box&Depth2026.07 | 1.33 | 2.11 | 2.9 | 2.11 | 23 | 62 | 1.27 | 71 |