Image Classification on Tiny-ImageNet-C 30% corrupted (test)
43.7AccuracyFully Supervised
Evaluation results
| Method | Links | |
|---|---|---|
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=30%2026.05 | 43.7 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=30%2026.05 | 42 | |
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=50%2026.05 | 41.3 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=30%2026.05 | 41.3 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=30%2026.05 | 40.9 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=30%2026.05 | 40.9 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=30%2026.05 | 40.2 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=30%2026.05 | 39.3 | |
| RandomLabel Usage=Without Labels, Pruning Rate=30%2026.05 | 38.9 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=50%2026.05 | 38.5 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=30%2026.05 | 37.8 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=50%2026.05 | 37.7 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=50%2026.05 | 37.4 | |
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=70%2026.05 | 35.5 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=50%2026.05 | 35.5 | |
| RandomLabel Usage=Without Labels, Pruning Rate=50%2026.05 | 34.4 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=70%2026.05 | 33.8 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=50%2026.05 | 33.6 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=70%2026.05 | 33.4 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=70%2026.05 | 32.5 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=70%2026.05 | 32.1 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=50%2026.05 | 31.7 | |
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=80%2026.05 | 31.4 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=80%2026.05 | 30.8 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=50%2026.05 | 30.2 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=80%2026.05 | 30.1 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=80%2026.05 | 29.4 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=70%2026.05 | 29 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=70%2026.05 | 28.4 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=80%2026.05 | 28.3 | |
| RandomLabel Usage=Without Labels, Pruning Rate=70%2026.05 | 27.1 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=80%2026.05 | 25.6 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=80%2026.05 | 25.1 | |
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=90%2026.05 | 24.2 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=90%2026.05 | 24.1 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=90%2026.05 | 24 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=90%2026.05 | 23 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=90%2026.05 | 22.7 | |
| RandomLabel Usage=Without Labels, Pruning Rate=80%2026.05 | 22.6 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=90%2026.05 | 19.1 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=90%2026.05 | 18.7 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=70%2026.05 | 18.4 | |
| RandomLabel Usage=Without Labels, Pruning Rate=90%2026.05 | 17 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=80%2026.05 | 12.2 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=90%2026.05 | 6.1 |