Multi-data Scene Flow Challenge

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UniFlow-deltaflow

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

mean Dynamic · 0–35 m
0.1740
mean Dynamic · 35–70 m
0.3103
mean Dynamic · overall 0–70 m
0.2421
mean Static · 0–35 m
0.0135
Threeway EPE · 0–35 m
0.0363
Notes

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

Distance range 0-35 m

MetricAevaAV2nuScenesTruckScenesWaymoOverall
mean Dynamic 0.24150.10880.16780.24080.11090.1740
mean Static 0.01980.01220.00970.01500.01070.0135
Threeway EPE 0.05900.01870.01740.06750.01920.0363
Threeway FG Dynamic 0.11670.03400.03340.17770.04020.0804
Threeway FG Static 0.05080.01330.01280.01040.00810.0191
Threeway BG Static 0.00970.00870.00590.01430.00920.0095
CAR Dynamic 0.14850.08410.13740.07230.07330.1031
CAR Static 0.01950.01110.00850.01650.00680.0125
OTHER_VEHICLES Dynamic 0.31710.14120.15290.2047—0.2040
OTHER_VEHICLES Static 0.02210.01500.00940.0121—0.0147
PEDESTRIAN Dynamic 0.21620.13210.24520.41200.15580.2323
PEDESTRIAN Static 0.02550.01480.01560.01640.01270.0170
WHEELED_VRU Dynamic 0.28410.07760.13580.27440.10350.1751
WHEELED_VRU Static 0.01860.01180.00910.01580.01530.0141
BACKGROUND Static 0.01310.00850.00580.01420.00790.0099

Distance range 35-70 m

MetricAevaAV2nuScenesTruckScenesWaymoOverall
mean Dynamic 0.32970.13970.55480.35860.16860.3103
mean Static 0.02140.01620.01320.01570.01530.0164
Threeway EPE 0.05410.02780.01340.07970.02520.0400
Threeway FG Dynamic 0.12750.05400.02790.22170.05440.0971
Threeway FG Static 0.02800.01910.00690.01090.01110.0152
Threeway BG Static 0.00690.01020.00530.00650.01010.0078
CAR Dynamic 0.18710.11820.37660.10700.08830.1754
CAR Static 0.02190.01870.01500.01250.01060.0157
OTHER_VEHICLES Dynamic 0.30470.13120.50520.3104—0.3129
OTHER_VEHICLES Static 0.02010.01590.01510.0183—0.0174
PEDESTRIAN Dynamic 0.32800.20320.76200.66520.26900.4455
PEDESTRIAN Static 0.03060.01950.00960.02000.01540.0190
WHEELED_VRU Dynamic 0.49910.10610.57530.35180.14830.3361
WHEELED_VRU Static 0.02790.01540.02140.02200.02600.0225
BACKGROUND Static 0.00640.01130.00500.00560.00940.0075

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