Single object video segmentation on SegTrack v2 (val)
79.9J MeanLOCATE
Evaluation Results
| Method | Links | |
|---|---|---|
| LOCATESupervision=None (Fully Unsupervised), Post-Processing=X, Inference RGB=true, Inference Flow=false2023.08 | 79.9 | |
| GWMSupervision=Sup. flow, Post-Processing=CRF + SP, Inference RGB=true, Inference Flow=false2023.08 | 78.9 | |
| Ponimatkin et al.Supervision=None (Fully Unsupervised), Post-Processing=CRF, Inference RGB=true, Inference Flow=false2023.08 | 74.9 | |
| DyStaB**Supervision=Sup. feats., Post-Processing=CRF, Inference RGB=true, Inference Flow=true2023.08 | 74.2 | |
| OCLR (test. adap.)HA=false, Sup.=Syn., RGB=true, Flow=true2022.07 | 72.3 | |
| OCLR+Supervision=Synth. + Sup. flow, Post-Processing=DINO-based TTA, Inference RGB=true, Inference Flow=true2023.08 | 72.3 | |
| DS*Supervision=Sup. flow, Post-Processing=X, Inference RGB=true, Inference Flow=true2023.08 | 72.1 | |
| MODSupervision=Sup. flow, Post-Processing=DINO-based TTA, Inference RGB=true, Inference Flow=false2023.08 | 69.4 | |
| OCLR (flow-only)HA=false, Sup.=Syn., RGB=false, Flow=true2022.07 | 67.6 | |
| NLCHA=false, Sup.=None, RGB=true, Flow=true2022.07 | 67.2 | |
| NLCSupervision=None (Fully Unsupervised), Post-Processing=X, Inference RGB=true, Inference Flow=true2023.08 | 62.2 | |
| CIS (w. post-process.)HA=false, Sup.=None, RGB=true, Flow=true2022.07 | 62 | |
| SIMOHA=false, Sup.=Syn., RGB=false, Flow=true2022.07 | 62 | |
| SIMOSupervision=Synth. + Sup. flow, Post-Processing=X, Inference RGB=true, Inference Flow=false2023.08 | 62 | |
| CISSupervision=Sup. flow, Post-Processing=CRF + SP, Inference RGB=true, Inference Flow=true2023.08 | 62 | |
| TokenCutSupervision=None (Fully Unsupervised), Post-Processing=CRF, Inference RGB=true, Inference Flow=false2023.08 | 61.6 | |
| FSEGHA=true, Sup.=Real, RGB=true, Flow=true2022.07 | 61.4 | |
| Motion GroupingHA=false, Sup.=None, RGB=false, Flow=true2022.07 | 58.6 | |
| MGSupervision=Sup. flow, Post-Processing=X, Inference RGB=true, Inference Flow=true2023.08 | 58.6 | |
| SAGESupervision=None (Fully Unsupervised), Post-Processing=X, Inference RGB=true, Inference Flow=true2023.08 | 57.6 | |
| ARPSupervision=Sup. flow & saliency, Post-Processing=X, Inference RGB=true, Inference Flow=true2023.08 | 57.2 | |
| AMDSupervision=None (Fully Unsupervised), Post-Processing=X, Inference RGB=true, Inference Flow=false2023.08 | 57 | |
| EMSupervision=Sup. flow, Post-Processing=X, Inference RGB=true, Inference Flow=true2023.08 | 55.5 | |
| CUTSupervision=None (Fully Unsupervised), Post-Processing=X, Inference RGB=true, Inference Flow=true2023.08 | 54.3 | |
| MATNetHA=true, Sup.=Real, RGB=true, Flow=true2022.07 | 50.4 | |
| COSNetHA=true, Sup.=Real, RGB=true, Flow=false2022.07 | 49.7 | |
| FTSSupervision=None (Fully Unsupervised), Post-Processing=X, Inference RGB=true, Inference Flow=true2023.08 | 47.8 |