Image Classification on ImageNet-1k (val) (Balanced Accuracy)
79Top-1 Balanced AccuracyDINOv3
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DINOv3Protocol=Linear-probe, Representation=[CLS] token2026.07 | 79 | 95.1 | |
| DINOv3Protocol=Linear-probe, Representation=Averaged patch tokens2026.07 | 77.6 | 94.6 | |
| SlotMIMProtocol=Linear-probe, Representation=Averaged patch tokens, Training epochs=8002026.07 | 55.2 | 79.8 | |
| Object LeJEPAProtocol=Linear-probe, Representation=Averaged patch tokens2026.07 | 53.9 | 78.4 | |
| Image LeJEPAProtocol=Linear-probe, Representation=[CLS] token2026.07 | 47.3 | 71.8 | |
| SlotMIMProtocol=Linear-probe, Representation=Averaged patch tokens2026.07 | 46.7 | 71.3 | |
| Image LeJEPAProtocol=Linear-probe, Representation=Averaged patch tokens2026.07 | 46.3 | 70.8 |