Multi-data Scene Flow Challenge

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UniFlow-ssf

Host ·2026-04-06 supervised multi-dataset archived paper / code ↗

mean Dynamic · 0–35 m
0.2177
mean Dynamic · 35–70 m
0.3760
mean Dynamic · overall 0–70 m
0.2968
mean Static · 0–35 m
0.0135
Threeway EPE · 0–35 m
0.0388
Notes

UniFlow version trained on four datasets: av2, nus, waymo, truckscene for SSF model, with long-range auto-adaptation.

Distance range 0-35 m

MetricAevaAV2nuScenesTruckScenesWaymoOverall
mean Dynamic 0.36860.13670.18680.25970.13660.2177
mean Static 0.01840.01290.00920.01520.01180.0135
Threeway EPE 0.07120.02050.01880.06440.01910.0388
Threeway FG Dynamic 0.16190.03890.03770.16900.04170.0898
Threeway FG Static 0.04370.01470.01360.00960.00820.0179
Threeway BG Static 0.00800.00790.00520.01470.00750.0087
CAR Dynamic 0.19600.09830.11540.07780.06870.1112
CAR Static 0.01890.01260.00820.01690.00730.0128
OTHER_VEHICLES Dynamic 0.46970.13950.15730.1978—0.2411
OTHER_VEHICLES Static 0.02010.01730.00850.0118—0.0144
PEDESTRIAN Dynamic 0.33930.18510.31350.47880.19260.3018
PEDESTRIAN Static 0.02720.01490.01620.01650.01390.0177
WHEELED_VRU Dynamic 0.46960.12380.16120.28440.14840.2375
WHEELED_VRU Static 0.01410.01200.00790.01590.01900.0138
BACKGROUND Static 0.01150.00770.00520.01510.00690.0093

Distance range 35-70 m

MetricAevaAV2nuScenesTruckScenesWaymoOverall
mean Dynamic 0.46200.21400.58950.37760.23690.3760
mean Static 0.02160.02000.01900.01680.01800.0191
Threeway EPE 0.06850.03520.01620.07950.03300.0465
Threeway FG Dynamic 0.17320.07330.02990.22200.07580.1148
Threeway FG Static 0.02820.02300.01330.01090.01410.0179
Threeway BG Static 0.00410.00920.00550.00570.00900.0067
CAR Dynamic 0.25640.16710.39000.10860.10870.2062
CAR Static 0.02190.02220.03040.01280.01350.0201
OTHER_VEHICLES Dynamic 0.44910.13970.49130.3294—0.3524
OTHER_VEHICLES Static 0.01980.01750.02760.0211—0.0215
PEDESTRIAN Dynamic 0.47800.36830.93220.68320.38250.5688
PEDESTRIAN Static 0.03350.02500.01700.02050.02250.0237
WHEELED_VRU Dynamic 0.66440.18110.54430.38910.21960.3997
WHEELED_VRU Static 0.02850.02470.01470.02460.02780.0241
BACKGROUND Static 0.00400.01040.00520.00490.00840.0066

Imported from the original leaderboard at sceneflow.argoverse.org.