Few-shot Image Classification on AIDER subset simulation
79.4Average Accuracy (AA)HC-Transformer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HC-Transformershots=5-shot, way=5-way2025.10 | 79.4 | 82.5 | |
| FSDMshots=5-shot, way=5-way2025.10 | 78.5 | 81.8 | |
| ABHFA-Netshots=5-shot, way=5-way2025.10 | 78.3 | 81.4 | |
| SSL-ViT-16shots=5-shot, way=5-way2025.10 | 77.2 | 80.7 | |
| GL-ViTshots=5-shot, way=5-way2025.10 | 76.8 | 80.1 | |
| RelationNetshots=5-shot, way=5-way2025.10 | 75.9 | 79.4 | |
| HELA-VFAshots=5-shot, way=5-way2025.10 | 75.7 | 78.8 | |
| ProtoNetshots=5-shot, way=5-way2025.10 | 73.8 | 77.8 | |
| SimpleShotshots=5-shot, way=5-way2025.10 | 73.8 | 76.5 | |
| MatchingNetshots=5-shot, way=5-way2025.10 | 73.2 | 76.1 | |
| CVAEshots=5-shot, way=5-way2025.10 | 73.1 | 77.6 | |
| VFA-Netshots=5-shot, way=5-way2025.10 | 71.2 | 75.5 | |
| ABHFA-Netshots=1-shot, way=5-way2025.10 | 68.2 | 72.2 | |
| FSDMshots=1-shot, way=5-way2025.10 | 68 | 71.9 | |
| HC-Transformershots=1-shot, way=5-way2025.10 | 67.8 | 71.8 | |
| HELA-VFAshots=1-shot, way=5-way2025.10 | 67.7 | 70.5 | |
| TIMshots=5-shot, way=5-way2025.10 | 67.2 | 71.2 | |
| SSL-ViT-16shots=1-shot, way=5-way2025.10 | 66.9 | 71.1 | |
| GL-ViTshots=1-shot, way=5-way2025.10 | 66.7 | 70.8 | |
| CVAEshots=1-shot, way=5-way2025.10 | 66.2 | 70.2 | |
| Wasserstein VIshots=5-shot, way=5-way2025.10 | 66.1 | 69.6 | |
| Triplet Networkshots=1-shot, way=5-way2025.10 | 65.3 | 68.3 | |
| Prototype FTshots=5-shot, way=5-way2025.10 | 64.3 | 68.7 | |
| VFA-Netshots=1-shot, way=5-way2025.10 | 64.2 | 67.5 | |
| Transductive FTshots=5-shot, way=5-way2025.10 | 63.5 | 67.4 | |
| Wasserstein VIshots=1-shot, way=5-way2025.10 | 62.7 | 64.4 | |
| Siamese Networkshots=1-shot, way=5-way2025.10 | 62.2 | 65.3 | |
| BDCSPNshots=5-shot, way=5-way2025.10 | 61.8 | 65.6 | |
| TIMshots=1-shot, way=5-way2025.10 | 59.7 | 62.9 | |
| Prototype FTshots=1-shot, way=5-way2025.10 | 57.5 | 61.2 | |
| Transductive FTshots=1-shot, way=5-way2025.10 | 56.7 | 60.8 | |
| ProtoNetshots=1-shot, way=5-way2025.10 | 55.6 | 58.7 | |
| SimpleShotshots=1-shot, way=5-way2025.10 | 55.6 | 59.4 | |
| BDCSPNshots=1-shot, way=5-way2025.10 | 45.4 | 49.9 | |
| RelationNetshots=1-shot, way=5-way2025.10 | 44.4 | 48.3 | |
| MatchingNetshots=1-shot, way=5-way2025.10 | 36.2 | 41.5 |