Video Object Segmentation on DAVIS (val)
61.1Mean J & F ScoreDINO+LiFT
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| DINO+LiFTResolution=4482024.03 | 61.1 | — | — | — | |
| DINO+JBUResolution=4482024.03 | 54.5 | — | — | — | |
| DINO+RCResolution=4482024.03 | 53.2 | — | — | — | |
| DINO+BLResolution=4482024.03 | 53 | — | — | — | |
| SelfPatchResolution=4482024.03 | 51.4 | — | — | — | |
| DINOResolution=4482024.03 | 50.9 | — | — | — | |
| LeopartResolution=4482024.03 | 45.1 | — | — | — | |
| DINO+LiFTResolution=2242024.03 | 44.3 | — | — | — | |
| DINO+JBUResolution=2242024.03 | 39 | — | — | — | |
| DINO+RCResolution=2242024.03 | 37.4 | — | — | — | |
| DINO+BLResolution=2242024.03 | 37 | — | — | — | |
| DINOResolution=2242024.03 | 33 | — | — | — | |
| SelfPatchResolution=2242024.03 | 33 | — | — | — | |
| LeopartResolution=2242024.03 | 30.3 | — | — | — | |
| DINO+LiFTResolution=1122024.03 | 28 | — | — | — | |
| DINO+JBUResolution=1122024.03 | 26.2 | — | — | — | |
| DINO+RCResolution=1122024.03 | 24 | — | — | — | |
| DINO+BLResolution=1122024.03 | 23.7 | — | — | — | |
| DINOResolution=1122024.03 | 17.5 | — | — | — | |
| SelfPatchResolution=1122024.03 | 17.2 | — | — | — | |
| LeopartResolution=1122024.03 | 16.1 | — | — | — | |
| DINO+LiFTResolution=562024.03 | 13 | — | — | — | |
| DINO+JBUResolution=562024.03 | 11.2 | — | — | — | |
| DINO+RCResolution=562024.03 | 11 | — | — | — | |
| DINO+BLResolution=562024.03 | 10.8 | — | — | — | |
| DINOResolution=562024.03 | 7.4 | — | — | — | |
| SelfPatchResolution=562024.03 | 7.4 | — | — | — | |
| LeopartResolution=562024.03 | 6.9 | — | — | — | |
| AGNNSupervision level=Fully Supervised2021.04 | — | — | 80.7 | 79.1 | |
| COSESupervision level=Weakly/Unsupervised2021.04 | — | — | 52.8 | 49.3 | |
| LucidTracker2017.06 | — | 80.5 | — | — | |
| Mask Track2018.07 | — | 79.7 | — | — | |
| MaskTrack2017.06 | — | 79.7 | — | — | |
| MATNetSupervision level=Fully Supervised2021.04 | — | — | 82.4 | 80.7 | |
| MMSupervision level=Weakly/Unsupervised2021.04 | — | — | 48.9 | 39.1 | |
| MuGSupervision level=Weakly/Unsupervised2021.04 | — | — | 61.2 | 56.1 | |
| OnAVOSAdaptation=None, CRF=false, Test time augmentations=false2017.06 | — | 80.3 | — | — | |
| OnAVOSAdaptation=None, CRF=true, Test time augmentations=false2017.06 | — | 81.7 | — | — | |
| OnAVOSAdaptation=None, CRF=true, Test time augmentations=true2017.06 | — | 81.7 | — | — | |
| OnAVOSAdaptation=Online, CRF=false, Test time augmentations=false2017.06 | — | 82.8 | — | — | |
| OnAVOSAdaptation=Online, CRF=true, Test time augmentations=false2017.06 | — | 84.3 | — | — | |
| OnAVOSAdaptation=Online, CRF=true, Test time augmentations=true2017.06 | — | 85.7 | — | — | |
| Online Adaptation2018.07 | — | 85.6 | — | — | |
| Online Adaptation + Spatial CRFRefinement=Spatial CRF2018.07 | — | 85.9 | — | — | |
| Online Adaptation + VideoGCRFtemporal context=2-Frame2018.07 | — | 86.3 | — | — | |
| Online Adaptation + VideoGCRFtemporal context=3-Frame2018.07 | — | 86.5 | — | — | |
| OSVOS2017.06 | — | 79.8 | — | — | |
| OSVOS2018.07 | — | 79.8 | — | — | |
| OursSupervision level=Weakly/Unsupervised2021.04 | — | — | 63.8 | 52.4 | |
| PDBSupervision level=Fully Supervised2021.04 | — | — | 77.2 | 74.5 | |
| TSNSupervision level=Weakly/Unsupervised2021.04 | — | — | 31.2 | 32.2 | |
| VPN2017.06 | — | 75 | — | — |