Image Classification on CIFAR-100-C 30% corrupted (test)
73.6AccuracyFully Supervised
Evaluation Results
| Method | Links | |
|---|---|---|
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=30%2026.05 | 73.6 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=30%2026.05 | 73.3 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=30%2026.05 | 73.1 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=30%2026.05 | 73.1 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=30%2026.05 | 72.5 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=30%2026.05 | 71.5 | |
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=50%2026.05 | 71.1 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=50%2026.05 | 70.4 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=50%2026.05 | 70 | |
| RandomLabel Usage=Without Labels, Pruning Rate=30%2026.05 | 69.8 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=50%2026.05 | 68.7 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=30%2026.05 | 68.4 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=50%2026.05 | 68.1 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=50%2026.05 | 68 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=30%2026.05 | 67.5 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=50%2026.05 | 65.7 | |
| RandomLabel Usage=Without Labels, Pruning Rate=50%2026.05 | 65.4 | |
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=70%2026.05 | 65.2 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=70%2026.05 | 63.9 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=70%2026.05 | 63.8 | |
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=80%2026.05 | 61.1 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=70%2026.05 | 61.1 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=70%2026.05 | 60.2 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=80%2026.05 | 60.2 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=50%2026.05 | 58.6 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=80%2026.05 | 58.6 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=70%2026.05 | 58.3 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=70%2026.05 | 57.2 | |
| RandomLabel Usage=Without Labels, Pruning Rate=70%2026.05 | 56.7 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=80%2026.05 | 56.6 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=80%2026.05 | 54.5 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=80%2026.05 | 54.1 | |
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=90%2026.05 | 52.6 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=90%2026.05 | 52 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=80%2026.05 | 50.4 | |
| RandomLabel Usage=Without Labels, Pruning Rate=80%2026.05 | 49.7 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=90%2026.05 | 47.5 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=90%2026.05 | 44.9 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=90%2026.05 | 41.3 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=90%2026.05 | 38.6 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=70%2026.05 | 36.6 | |
| RandomLabel Usage=Without Labels, Pruning Rate=90%2026.05 | 35.8 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=90%2026.05 | 35.7 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=80%2026.05 | 25 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=90%2026.05 | 12.9 |