Single-object discovery on VOC 12
61.9PerformanceDINOv1
Evaluation results
| Method | Links | |
|---|---|---|
| DINOv1Training=Self-supervised, Post-processing=LOST2026.05 | 61.9 | |
| DINOv2 + Reg. [17]Training=Self-supervised, Post-processing=LOST2026.05 | 55.4 | |
| Wei et al.Features=VGG192020.07 | 46.3 | |
| WWT (ours)Training=Supervised, Post-processing=Threshold2026.05 | 41.4 | |
| Obj-DINOv3 [59]Training=Self-supervised, Post-processing=TokenCut2026.05 | 36 | |
| DINOv2 (reprod. by [17])Training=Self-supervised, Post-processing=LOST2026.05 | 35.3 | |
| Obj-DINOv2 [59]Training=Self-supervised, Post-processing=TokenCut2026.05 | 30.7 | |
| DeiT + LaSt [62] (our reprod.)Training=Supervised, Post-processing=Threshold2026.05 | 29.7 | |
| DeiT + Reg. [17]Training=Supervised, Post-processing=LOST2026.05 | 27.1 | |
| DeiT (reprod. by [17])Training=Supervised, Post-processing=LOST2026.05 | 11.7 |