Single-object discovery on COCO 20k
57.5CorLocLOST
Evaluation Results
| Method | Links | |
|---|---|---|
| LOSTClass-Agnostic Detector (+CAD)=true2021.09 | 57.5 | |
| rOSDClass-Agnostic Detector (+CAD)=true2021.09 | 53 | |
| LODClass-Agnostic Detector (+CAD)=true2021.09 | 52.7 | |
| LOST2021.09 | 50.7 | |
| DINOv1Training=Self-supervised, Post-processing=LOST2026.05 | 50.7 | |
| rOSD2021.09 | 48.5 | |
| LOD2021.09 | 48.5 | |
| VoBackbone=VGG162021.06 | 48.5 | |
| LODBackbone=VGG16, Features=Supervised2021.06 | 48.5 | |
| DINO-segBackbone=ViT-S/162021.09 | 42.1 | |
| DINOv2 + Reg. [17]Training=Self-supervised, Post-processing=LOST2026.05 | 42 | |
| LOD + SelfBackbone=VGG16, Features=Self-supervised [18]2021.06 | 41.1 | |
| DDT+2021.09 | 38.2 | |
| WeiBackbone=VGG162021.06 | 38.2 | |
| Kim et al.2021.09 | 35.1 | |
| KimBackbone=VGG162021.06 | 35.1 | |
| Zhang et al.2021.09 | 34.8 | |
| WWT (ours)Training=Supervised, Post-processing=Threshold2026.05 | 30.2 | |
| EdgeBoxes2021.09 | 28.8 | |
| EBBackbone=VGG162021.06 | 28.8 | |
| DINOv2 (reprod. by [17])Training=Self-supervised, Post-processing=LOST2026.05 | 26.9 | |
| DeiT + Reg. [17]Training=Supervised, Post-processing=LOST2026.05 | 25.1 | |
| Obj-DINOv3 [59]Training=Self-supervised, Post-processing=TokenCut2026.05 | 23.4 | |
| DeiT + LaSt [62] (our reprod.)Training=Supervised, Post-processing=Threshold2026.05 | 23.1 | |
| Obj-DINOv2 [59]Training=Self-supervised, Post-processing=TokenCut2026.05 | 19.7 | |
| Selective Search2021.09 | 16 | |
| DeiT (reprod. by [17])Training=Supervised, Post-processing=LOST2026.05 | 10.7 |