Image Classification on CIFAR-100 LT IF=0.01 (test)
38AccuracySemi-DUAL+Beta
Evaluation Results
| Method | Links | |
|---|---|---|
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=30%2026.05 | 38 | |
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=30%2026.05 | 37 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=30%2026.05 | 35 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=30%2026.05 | 34.9 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=30%2026.05 | 34.8 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=30%2026.05 | 34.7 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=30%2026.05 | 33.8 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=30%2026.05 | 32.5 | |
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=50%2026.05 | 32.3 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=50%2026.05 | 31.8 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=50%2026.05 | 31 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=50%2026.05 | 30.6 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=50%2026.05 | 29.3 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=50%2026.05 | 29.2 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=50%2026.05 | 28.8 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=50%2026.05 | 28.4 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=70%2026.05 | 24.7 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=70%2026.05 | 24 | |
| RandomLabel Usage=Without Labels, Pruning Rate=30%2026.05 | 22.9 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=70%2026.05 | 22.6 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=70%2026.05 | 22.4 | |
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=70%2026.05 | 21.9 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=80%2026.05 | 20.1 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=70%2026.05 | 20 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=70%2026.05 | 20 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=80%2026.05 | 19.9 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=70%2026.05 | 19.8 | |
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=80%2026.05 | 19.4 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=80%2026.05 | 18.7 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=80%2026.05 | 16.8 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=80%2026.05 | 16.1 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=80%2026.05 | 16.1 | |
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=90%2026.05 | 15.4 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=80%2026.05 | 14.7 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=90%2026.05 | 14.5 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=90%2026.05 | 14.4 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=90%2026.05 | 12.6 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=90%2026.05 | 12.4 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=90%2026.05 | 12.4 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=90%2026.05 | 12.1 | |
| RandomLabel Usage=Without Labels, Pruning Rate=50%2026.05 | 11.5 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=90%2026.05 | 11 | |
| RandomLabel Usage=Without Labels, Pruning Rate=70%2026.05 | 5.9 | |
| RandomLabel Usage=Without Labels, Pruning Rate=80%2026.05 | 4 | |
| RandomLabel Usage=Without Labels, Pruning Rate=90%2026.05 | 2.5 |