Image Classification on ImageNet-1K (test) (Confidence Threshold Accuracy)
73.5Accuracy (30% Threshold)ELFS (DINO)
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ELFS (DINO)Label Usage=Without Labels2026.05 | 73.5 | 71.8 | 67.2 | 63.4 | 54.9 | |
| Fully SupervisedLabel Usage=With Labels2026.05 | 73.3 | 72.3 | 69.4 | 66.5 | 60 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels2026.05 | 73.3 | 72.1 | 67.7 | 63.8 | 54.2 | |
| ELFS (Self-Encoder)Label Usage=Without Labels2026.05 | 73.2 | 71.4 | 66.8 | 62.7 | 53.4 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels2026.05 | 72.5 | 71.4 | 67.8 | 64.6 | 57.8 | |
| ZCoreLabel Usage=Without Labels2026.05 | 72.3 | 70.8 | 66.4 | 62.1 | 53.1 | |
| RandomLabel Usage=Without Labels2026.05 | 72.2 | 70.3 | 66.7 | 62.5 | 52.3 | |
| PrototypicalityLabel Usage=Without Labels2026.05 | 70.9 | 60.8 | 54.6 | 41.9 | 30.6 | |
| Score ExtrapolationLabel Usage=With 10% Labels2026.05 | 68.9 | 65.2 | 59.1 | 55.2 | 53.1 |