Unsupervised Object Discovery on COCO
32.3mBOi ScoreDINOSAUR-Trans.
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DINOSAUR-Trans.Distil.=✓, decoder=autoregressive2026.05 | 32.3 | — | 38.8 | |
| DINOSAUR-MLPDistil.=✓, decoder=MLP2026.05 | 27.7 | — | 30.9 | |
| WWT-OCLDistil.=✓2026.05 | 24 | — | 27.4 | |
| Slot attentiondecoder=MLP2026.05 | 17.2 | — | 19.2 | |
| WWT-OCLmode=zero-shot2026.05 | 16.2 | — | 19.5 | |
| WWT-OCLmode=RGB2026.05 | 14.9 | — | 16.3 | |
| DINO (+LazyStrike)Backbone=ViT-S, FPS=55.92026.02 | — | 51.6 | — | |
| DINO-segBackbone=ViT-S, FPS=29.42026.02 | — | 42.1 | — | |
| EdgeBoxesBackbone=ViT-S2026.02 | — | 28.8 | — | |
| LOSTBackbone=ViT-S, FPS=29.42026.02 | — | 50.7 | — | |
| SSBackbone=ViT-S2026.02 | — | 16 | — |