Object Classification on ADE20k
36.7Top-1 Balanced AccuracyDINOv3
Evaluation results
| Method | Links | ||
|---|---|---|---|
| DINOv3Encoder=DINOv3, Representation=averaging patch features2026.07 | 36.7 | 59.2 | |
| Object LeJEPAEncoder=Object LeJEPA*, Representation=native semantic object representation2026.07 | 25 | 42 | |
| Object LeJEPAEncoder=Object LeJEPA, Representation=averaging patch features2026.07 | 21.2 | 36.4 | |
| SlotMIMEncoder=SlotMIM (800), Training epochs=800, Representation=averaging patch features2026.07 | 20.1 | 32.8 | |
| SlotMIMEncoder=SlotMIM, Representation=averaging patch features2026.07 | 18.1 | 31.1 | |
| Image LeJEPAEncoder=Image LeJEPA, Representation=averaging patch features2026.07 | 16.8 | 30.7 |