Unsupervised Object Discovery on COCO 20K
60.5CorLocDINO+LiFT
Evaluation Results
| Method | Links | |
|---|---|---|
| DINO+LiFTResolution=4482024.03 | 60.5 | |
| DINO+LIFTResolution=4482024.03 | 60.5 | |
| DINO+JBUResolution=4482024.03 | 58.82 | |
| DINO+JBUResolution=4482024.03 | 58.82 | |
| DINO+RCResolution=4482024.03 | 58.4 | |
| DINO+RCResolution=4482024.03 | 58.4 | |
| DINO+LiFTResolution=2242024.03 | 58.03 | |
| DINO+LIFTResolution=2242024.03 | 58.03 | |
| DINOResolution=4482024.03 | 57.99 | |
| DINOResolution=4482024.03 | 57.99 | |
| DINO+BLResolution=4482024.03 | 56.84 | |
| DINO+BLResolution=4482024.03 | 56.84 | |
| SelfPatchResolution=4482024.03 | 55.47 | |
| SelfPatchResolution=4482024.03 | 55.47 | |
| DINO+JBUResolution=2242024.03 | 55.45 | |
| DINO+JBUResolution=2242024.03 | 55.45 | |
| DINO+RCResolution=2242024.03 | 54.52 | |
| DINO+RCResolution=2242024.03 | 54.52 | |
| DINOResolution=2242024.03 | 53.98 | |
| DINOResolution=2242024.03 | 53.98 | |
| SelfPatchResolution=2242024.03 | 52.18 | |
| SelfPatchResolution=2242024.03 | 52.18 | |
| DINO+BLResolution=2242024.03 | 51.53 | |
| DINO+BLResolution=2242024.03 | 51.53 | |
| DINO+LiFTResolution=1122024.03 | 50.2 | |
| DINO+LIFTResolution=1122024.03 | 50.2 | |
| Ours (WRC)Resolution=784, Upsampling Factor=2x2026.05 | 45.65 | |
| Ours (WRC)Resolution=672, Upsampling Factor=2x2026.05 | 44.87 | |
| LeopartResolution=4482024.03 | 44.08 | |
| LeopartResolution=4482024.03 | 44.08 | |
| DINOv2Resolution=784, Upsampling Factor=2x2026.05 | 43.99 | |
| LeopartResolution=2242024.03 | 43.89 | |
| LeopartResolution=2242024.03 | 43.89 | |
| DINO+JBUResolution=1122024.03 | 43.87 | |
| DINO+JBUResolution=1122024.03 | 43.87 | |
| Ours (WRC)Resolution=560, Upsampling Factor=2x2026.05 | 43.47 | |
| DINOv2Resolution=672, Upsampling Factor=2x2026.05 | 43.21 | |
| LiFTResolution=784, Upsampling Factor=2x2026.05 | 43.07 | |
| DINO+RCResolution=1122024.03 | 42.53 | |
| DINO+RCResolution=1122024.03 | 42.53 | |
| Ours (WRC)Resolution=504, Upsampling Factor=2x2026.05 | 42.52 | |
| LiFTResolution=672, Upsampling Factor=2x2026.05 | 42.47 | |
| DINOv2Resolution=560, Upsampling Factor=2x2026.05 | 41.64 | |
| BilinearResolution=784, Upsampling Factor=2x2026.05 | 41.5 | |
| Ours (WRC)Resolution=448, Upsampling Factor=2x2026.05 | 41.34 | |
| LiFTResolution=560, Upsampling Factor=2x2026.05 | 41.32 | |
| DINOv2Resolution=504, Upsampling Factor=2x2026.05 | 40.94 | |
| LiFTResolution=504, Upsampling Factor=2x2026.05 | 40.62 | |
| BilinearResolution=672, Upsampling Factor=2x2026.05 | 40.35 | |
| DINOResolution=1122024.03 | 40.08 | |
| DINOResolution=1122024.03 | 40.08 | |
| DINOv2Resolution=448, Upsampling Factor=2x2026.05 | 39.74 | |
| LiFTResolution=448, Upsampling Factor=2x2026.05 | 39.46 | |
| BilinearResolution=560, Upsampling Factor=2x2026.05 | 38.48 | |
| BilinearResolution=504, Upsampling Factor=2x2026.05 | 37.42 | |
| BilinearResolution=448, Upsampling Factor=2x2026.05 | 36.08 | |
| SelfPatchResolution=1122024.03 | 35.76 | |
| SelfPatchResolution=1122024.03 | 35.76 | |
| DINO+BLResolution=1122024.03 | 35.62 | |
| DINO+BLResolution=1122024.03 | 35.62 | |
| AnyUpResolution=784, Upsampling Factor=2x2026.05 | 30.23 | |
| AnyUpResolution=672, Upsampling Factor=2x2026.05 | 28.89 | |
| AnyUpResolution=560, Upsampling Factor=2x2026.05 | 27.86 | |
| DINO+LiFTResolution=562024.03 | 27.72 | |
| DINO+LIFTResolution=562024.03 | 27.72 | |
| AnyUpResolution=504, Upsampling Factor=2x2026.05 | 27.15 | |
| LeopartResolution=1122024.03 | 26.78 | |
| LeopartResolution=1122024.03 | 26.78 | |
| AnyUpResolution=448, Upsampling Factor=2x2026.05 | 26.59 | |
| JAFARResolution=784, Upsampling Factor=2x2026.05 | 26.33 | |
| JAFARResolution=672, Upsampling Factor=2x2026.05 | 25.91 | |
| JAFARResolution=560, Upsampling Factor=2x2026.05 | 25.48 | |
| JAFARResolution=504, Upsampling Factor=2x2026.05 | 25.34 | |
| JAFARResolution=448, Upsampling Factor=2x2026.05 | 25.2 | |
| DINO+RCResolution=562024.03 | 22.92 | |
| DINO+RCResolution=562024.03 | 22.92 | |
| DINO+JBUResolution=562024.03 | 21.36 | |
| DINO+JBUResolution=562024.03 | 21.36 | |
| DINO+BLResolution=562024.03 | 17.78 | |
| DINO+BLResolution=562024.03 | 17.78 | |
| DINOResolution=562024.03 | 16.28 | |
| DINOResolution=562024.03 | 16.28 | |
| LeopartResolution=562024.03 | 16.14 | |
| LeopartResolution=562024.03 | 16.14 | |
| SelfPatchResolution=562024.03 | 14.15 | |
| SelfPatchResolution=562024.03 | 14.15 |