Image Classification on Caltech-101 naturally imbalanced (test)
79.2AccuracyFully Supervised
Evaluation results
| Method | Links | |
|---|---|---|
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=30%2026.05 | 79.2 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=30%2026.05 | 79 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=30%2026.05 | 78.4 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=30%2026.05 | 76 | |
| RandomLabel Usage=Without Labels, Pruning Rate=30%2026.05 | 75.9 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=30%2026.05 | 75.7 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=30%2026.05 | 75.6 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=30%2026.05 | 73.2 | |
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=50%2026.05 | 72.4 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=30%2026.05 | 71.5 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=50%2026.05 | 70.7 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=50%2026.05 | 70.6 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=50%2026.05 | 68.1 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=50%2026.05 | 66.6 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=50%2026.05 | 66.2 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=50%2026.05 | 65.8 | |
| RandomLabel Usage=Without Labels, Pruning Rate=50%2026.05 | 65.1 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=50%2026.05 | 64.9 | |
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=70%2026.05 | 59.7 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=70%2026.05 | 58.8 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=70%2026.05 | 58.5 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=70%2026.05 | 56.3 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=70%2026.05 | 56.1 | |
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=80%2026.05 | 54.9 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=70%2026.05 | 54 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=80%2026.05 | 53.9 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=70%2026.05 | 53.8 | |
| RandomLabel Usage=Without Labels, Pruning Rate=70%2026.05 | 53.5 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=80%2026.05 | 53.1 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=80%2026.05 | 51.3 | |
| RandomLabel Usage=Without Labels, Pruning Rate=80%2026.05 | 50.5 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=80%2026.05 | 49.1 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=80%2026.05 | 47.1 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=80%2026.05 | 47 | |
| Semi-DUAL+BetaLabel Usage=With 10% Labels, Pruning Rate=90%2026.05 | 46.8 | |
| Semi-AUM+CutoffLabel Usage=With 10% Labels, Pruning Rate=90%2026.05 | 45.7 | |
| Fully SupervisedLabel Usage=With Labels, Pruning Rate=90%2026.05 | 42.7 | |
| RandomLabel Usage=Without Labels, Pruning Rate=90%2026.05 | 40.3 | |
| ELFS (DINO)Label Usage=Without Labels, Pruning Rate=90%2026.05 | 40 | |
| Score ExtrapolationLabel Usage=With 10% Labels, Pruning Rate=90%2026.05 | 38.8 | |
| ZCoreLabel Usage=Without Labels, Pruning Rate=90%2026.05 | 38.5 | |
| ELFS (Self-Encoder)Label Usage=Without Labels, Pruning Rate=90%2026.05 | 37.2 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=70%2026.05 | 35 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=80%2026.05 | 23.8 | |
| PrototypicalityLabel Usage=Without Labels, Pruning Rate=90%2026.05 | 12 |