Moving Object Segmentation on FBMS-59
90.1J-MeasureSUMO-L
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SUMO-LSource=Ours2026.06 | 90.1 | 91.3 | |
| SUMO-BSource=Ours2026.06 | 89.5 | 90.5 | |
| SUMO-SSource=Ours2026.06 | 89 | 89.4 | |
| Dynapo2025.12 | 84 | — | |
| ABRMotion=Optical Flow, Appearance=DINO2025.03 | 81.9 | 79.6 | |
| ABR2025.12 | 81.9 | — | |
| ABRSource=ECCV’242026.06 | 81.9 | 79.6 | |
| LRTR2025.12 | 79.6 | — | |
| Segment Any MotionMotion=Trajectory, Appearance=DINO2025.03 | 78.3 | 82.8 | |
| Huang et al.Source=CVPR’252026.06 | 78.3 | 82.8 | |
| SegAnyMo2025.12 | 76.4 | — | |
| RoMo2025.12 | 75.5 | — | |
| RCF-AllMotion=Optical Flow, Appearance=DINO2025.03 | 72.4 | — | |
| RCF-Alltraining_stage=All2025.12 | 72.4 | — | |
| RCF-AllSource=CVPR’232026.06 | 72.4 | — | |
| RCF-Stage1Motion=Optical Flow, Appearance=None2025.03 | 69.9 | — | |
| OCLR-TTAMotion=Optical Flow, Appearance=RGB2025.03 | 69.9 | 68.3 | |
| OCLR-TTAvariant=test-time adaptation2025.12 | 69.9 | — | |
| RCF-Stage1training_stage=Stage 12025.12 | 69.9 | — | |
| OCLR-TTASource=NIPS’222026.06 | 69.9 | 68.3 | |
| RCF-Stage1Source=CVPR’232026.06 | 69.9 | — | |
| OCLR-flowMotion=Optical Flow, Appearance=None2025.03 | 65.5 | 64.9 | |
| OCLR-flowvariant=flow2025.12 | 65.5 | — | |
| OCLR-flowSource=NIPS’222026.06 | 65.5 | 64.9 | |
| CISMotion=Optical Flow, Appearance=RGB2025.03 | 63.6 | — | |
| CIS2025.12 | 63.6 | — | |
| CISSource=CVPR’192026.06 | 63.6 | — | |
| STM2025.12 | 59.2 | — | |
| EMMotion=Optical Flow, Appearance=None2025.03 | 57.9 | 56 | |
| EM2025.12 | 57.9 | — | |
| EMSource=PAMI’232026.06 | 57.9 | 56 |