Unsupervised Segmentation on Pascal VOC 2012 (test)
24.6FG-ARIDINOSAUR MLP
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| DINOSAUR MLP2026.07 | 24.6 | 39.1 | 41 | 39.7 | 41.2 | |
| DINOSAUR Trans.2026.07 | 23.1 | 42 | 47.5 | 43.2 | 47.8 | |
| STEERINGDRLFeature Extractor=DINO ViT [57], Interaction Block=SlotAttention, Evaluation Protocol=Same splits over 3 seeds, Number of Parameters=~ 138M2026.07 | 17.6 | 44.5 | 48.6 | 49.1 | 53.6 | |
| SlotDiffusionFeature Extractor=DINO ViT [57], Interaction Block=SlotAttention, Evaluation Protocol=Same splits over 3 seeds2026.07 | 15.9 | 43.2 | 47.7 | 47.2 | 52.2 | |
| SLATE + DINO ViTFeature Extractor=DINO ViT2026.07 | 15.6 | — | — | 35.9 | 41.5 | |
| SA + DINO ViTFeature Extractor=DINO ViT2026.07 | 12.3 | — | — | 24.6 | 24.9 | |
| StableLSD2026.07 | 8.7 | 31.5 | 35.4 | 32.1 | 35.4 |