Single-object discovery on PASCAL VOC 2007 (trainval)
71.4CorLocTokenCut
Evaluation Results
| Method | Links | |
|---|---|---|
| TokenCutInter-image Simi.=false, DINO Feat.=ViT-S/16 [18], CAD=true2022.02 | 71.4 | |
| TokenCutInter-image Simi.=false, DINO Feat.=ViT-S/16 [18], CAD=false2022.02 | 68.8 | |
| LOSTClass-Agnostic Detector (+CAD)=true2021.09 | 65.7 | |
| LOSTInter-image Simi.=false, DINO Feat.=ViT-S/16 [18], CAD=true2022.02 | 65.7 | |
| LOST2021.09 | 61.9 | |
| LOSTInter-image Simi.=false, DINO Feat.=ViT-S/16 [18], CAD=false2022.02 | 61.9 | |
| rOSDClass-Agnostic Detector (+CAD)=true2021.09 | 58.3 | |
| rOSDInter-image Simi.=true, CAD=true2022.02 | 58.3 | |
| LODClass-Agnostic Detector (+CAD)=true2021.09 | 56.3 | |
| LODInter-image Simi.=true, CAD=true2022.02 | 56.3 | |
| rOSD2021.09 | 54.5 | |
| rOSDInter-image Simi.=true, CAD=false2022.02 | 54.5 | |
| LOD2021.09 | 53.6 | |
| LODInter-image Simi.=true, CAD=false2022.02 | 53.6 | |
| DDT+2021.09 | 50.2 | |
| DDT+Inter-image Simi.=true, CAD=false2022.02 | 50.2 | |
| Zhang et al.2021.09 | 46.2 | |
| Zhange et al.Inter-image Simi.=true, CAD=false2022.02 | 46.2 | |
| DINO-segBackbone=ViT-S/162021.09 | 45.8 | |
| DINO-segInter-image Simi.=false, DINO Feat.=ViT-S/16 [18], CAD=false2022.02 | 45.8 | |
| Kim et al.2021.09 | 43.9 | |
| Kim et al.Inter-image Simi.=true, CAD=false2022.02 | 43.9 | |
| EdgeBoxes2021.09 | 31.1 | |
| EdgeBoxesInter-image Simi.=false, CAD=false2022.02 | 31.1 | |
| Selective Search2021.09 | 18.8 | |
| Selective SearchInter-image Simi.=false, CAD=false2022.02 | 18.8 |