Image Classification on CIFAR-10 (unseen classes 5-9)
78.76AccuracyULHM
Evaluation results
| Method | Links | |
|---|---|---|
| ULHMmode=zero-shot2026.01 | 78.76 | |
| Contrastive Learningmode=zero-shot2026.01 | 62.1 | |
| Max. Classifier Discrepancymode=zero-shot2026.01 | 57.86 | |
| Variational Autoencodersmode=zero-shot2026.01 | 54.52 | |
| Correlation Alignmentmode=zero-shot2026.01 | 53.97 | |
| Prototypical Networksmode=zero-shot2026.01 | 53.64 | |
| Triplet Networksmode=zero-shot2026.01 | 51.03 | |
| Self-Supervised Rotationmode=zero-shot2026.01 | 47.7 | |
| Mixup Augmentationmode=zero-shot2026.01 | 45.6 |