Moving Object Segmentation on DAVIS Moving 2016
90.7Jaccard IndexSUMO-L
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SUMO-LSource=Ours2026.06 | 90.7 | 91.3 | 92 | — | |
| Segment Any MotionMotion=Trajectory, Appearance=DINO2025.03 | 90.6 | 90.9 | 91 | — | |
| Segment Any MotionSupervision=YES2025.03 | 90.6 | — | 91 | — | |
| Huang et al.Source=CVPR’252026.06 | 90.6 | 90.9 | 91 | — | |
| SUMO-LSource=Ours2026.06 | 89.9 | 90.5 | 91 | — | |
| Segment Any MotionMotion=Trajectory, Appearance=DINO2025.03 | 89.2 | 89.5 | 89.7 | — | |
| Segment Any MotionSupervision=YES2025.03 | 89.2 | — | 89.7 | — | |
| Huang et al.Source=CVPR’252026.06 | 89.2 | 89.5 | 89.7 | — | |
| FlowSAMSupervision=YES2025.03 | 87.1 | — | 84.9 | — | |
| SUMO-BSource=Ours2026.06 | 87.1 | 89.5 | 91.9 | — | |
| SUMO-SSource=Ours2026.06 | 86 | 87.3 | 88.6 | — | |
| FlowSAMSupervision=YES2025.03 | 85.7 | — | 83.8 | — | |
| SUMO-BSource=Ours2026.06 | 84.7 | 87.8 | 90.8 | — | |
| SUMO-SSource=Ours2026.06 | 83.2 | 85 | 86.8 | — | |
| RCF-AllMotion=Optical Flow, Appearance=DINO2025.03 | 82.1 | 80.7 | 79.2 | — | |
| RCF-AllSource=CVPR’232026.06 | 82.1 | 80.7 | 79.2 | — | |
| RCF-AllMotion=Optical Flow, Appearance=DINO2025.03 | 81 | 79.6 | 78.3 | — | |
| RCF-AllSource=CVPR’232026.06 | 81 | 79.6 | 78.3 | — | |
| OCLR-TTAMotion=Optical Flow, Appearance=RGB2025.03 | 80.8 | 78.8 | 76.8 | — | |
| OCLR-TTASource=NIPS’222026.06 | 80.8 | 78.8 | 76.8 | — | |
| OCLR-TTAMotion=Optical Flow, Appearance=RGB2025.03 | 80.2 | 78.5 | 76.9 | — | |
| RCF-Stage1Motion=Optical Flow, Appearance=None2025.03 | 80.2 | 78.5 | 76.9 | — | |
| OCLR-TTASource=NIPS’222026.06 | 80.2 | 78.5 | 76.9 | — | |
| RCF-Stage1Source=CVPR’232026.06 | 80.2 | 78.5 | 76.9 | — | |
| RCF-Stage1Motion=Optical Flow, Appearance=None2025.03 | 78.6 | 77.3 | 76 | — | |
| RCF-Stage1Source=CVPR’232026.06 | 78.6 | 77.3 | 76 | — | |
| EMMotion=Optical Flow, Appearance=None2025.03 | 76.2 | 75.2 | 74.3 | — | |
| EMSource=PAMI’232026.06 | 76.2 | 75.2 | 74.3 | — | |
| OCLR-flowMotion=Optical Flow, Appearance=None2025.03 | 72 | 71.2 | 70.4 | — | |
| OCLR-flowSource=NIPS’222026.06 | 72 | 71.2 | 70.4 | — | |
| ABRMotion=Optical Flow, Appearance=DINO2025.03 | 71.8 | 72.5 | 73.2 | — | |
| ABRSource=ECCV’242026.06 | 71.8 | 72.5 | 73.2 | — | |
| CISMotion=Optical Flow, Appearance=RGB2025.03 | 70.3 | 68.6 | 66.8 | — | |
| CISSource=CVPR’192026.06 | 70.3 | 68.6 | 66.8 | — | |
| ABRMotion=Optical Flow, Appearance=DINO2025.03 | 70.2 | 72 | 73.7 | — | |
| ABRSource=ECCV’242026.06 | 70.2 | 72 | 73.7 | — | |
| OCLR-flowMotion=Optical Flow, Appearance=None2025.03 | 70 | 70 | 70 | — | |
| OCLR-flowSource=NIPS’222026.06 | 70 | 70 | 70 | — | |
| EMMotion=Optical Flow, Appearance=None2025.03 | 69.3 | 70 | 70.7 | — | |
| EMSource=PAMI’232026.06 | 69.3 | 70 | 70.7 | — | |
| Pi3MOS-SLAM2025.12 | 68.1 | — | — | 78.3 | |
| CISMotion=Optical Flow, Appearance=RGB2025.03 | 67.6 | 66.2 | 64.8 | — | |
| CISSource=CVPR’192026.06 | 67.6 | 66.2 | 64.8 | — | |
| Easi3Rbase_model=MonST3R2025.12 | 57.7 | — | — | 71.6 | |
| Easi3Rbase_model=DUSt3R2025.12 | 53.1 | — | — | 60.4 | |
| DUSt3R2025.12 | 42.1 | — | — | 45.7 | |
| DAS3R2025.12 | 41.6 | — | — | 39 | |
| MonST3R2025.12 | 40.9 | — | — | 42.2 |