Unsupervised Object Discovery on VOC 2007 (train+val)
59.5CorLocFranca
Evaluation Results
| Method | Links | |
|---|---|---|
| FrancaARCH.=ViT-L/14, Protocol=TokenCuT2025.07 | 59.5 | |
| DINOv2-RARCH.=ViT-L/14, Protocol=TokenCuT, distillation=distilled from DINOv2(-R)-G on LVD-142M2025.07 | 57.6 | |
| LOST2021.09 | 54.9 | |
| FrancaARCH.=ViT-B/14, Protocol=TokenCuT2025.07 | 53.2 | |
| DINOv2-RARCH.=ViT-B/14, Protocol=TokenCuT, distillation=distilled from DINOv2(-R)-G on LVD-142M2025.07 | 53 | |
| RADIOv2.5ARCH.=ViT-L/16, Protocol=TokenCuT2025.07 | 51.3 | |
| rOSD2021.09 | 49.3 | |
| LOD2021.09 | 48 | |
| C-RADIOv3ARCH.=ViT-B/16, Protocol=TokenCuT2025.07 | 47.3 | |
| Wei et al.2019.04 | 46.9 | |
| RADIOv2.5ARCH.=ViT-B/16, Protocol=TokenCuT2025.07 | 44.6 | |
| DDT+2021.09 | 43.4 | |
| DINOv2ARCH.=ViT-B/14, Protocol=TokenCuT, distillation=distilled from DINOv2(-R)-G on LVD-142M2025.07 | 42.9 | |
| DINOv2ARCH.=ViT-L/14, Protocol=TokenCuT, distillation=distilled from DINOv2(-R)-G on LVD-142M2025.07 | 41.3 | |
| OSD2021.09 | 40.7 | |
| Li et al.2019.04 | 40 | |
| Our algorithmEnsemble Method (EM)=true, Continuous Optimization (CO)=true2019.04 | 39.2 | |
| Our algorithmEnsemble Method (EM)=true, Continuous Optimization (CO)=false2019.04 | 39 | |
| Our algorithmEnsemble Method (EM)=false, Continuous Optimization (CO)=true2019.04 | 37.8 | |
| Cho et al.execution=our execution2019.04 | 37.6 | |
| Cho et al.2019.04 | 36.6 | |
| Our algorithmEnsemble Method (EM)=false, Continuous Optimization (CO)=false2019.04 | 36.4 |