Few-Shot Classification on FC-100
70.5AccuracyABHFA-Net
Evaluation Results
| Method | Links | |
|---|---|---|
| ABHFA-NetProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 70.5 | |
| ANROT-HELANetProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 69.6 | |
| HELA-VFAProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 69.1 | |
| FeLMiProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 68.7 | |
| Wasserstein VIProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 68.5 | |
| Label HallucProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 67.9 | |
| IER-distillProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 65 | |
| SKD-Gen1Protocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 64.2 | |
| PALProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 64 | |
| Deep-EMDProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 63.2 | |
| RFS-distillProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 60.9 | |
| AssoAlignProtocol=5-way 5-shot, Backbone=ResNet18, Number of trials=10, Confidence Interval=95%2025.10 | 59.7 | |
| RFS-SimpleProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 59.1 | |
| InfoPatchProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 58 | |
| MTLProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 57.6 | |
| TADAMProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 56.1 | |
| MetaOptNetProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 55.5 | |
| ProtoNetProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 52.5 | |
| ABHFA-NetProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 51.7 | |
| ANROT-HELANetProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 51.2 | |
| Wasserstein VIProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 50.6 | |
| HELA-VFAProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 50.3 | |
| FeLMiProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 49 | |
| IER-distillProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 48.1 | |
| Label HallucProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 47.3 | |
| PALProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 47.2 | |
| Deep-EMDProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 46.5 | |
| SKD-Gen1Protocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 46.5 | |
| AssoAlignProtocol=5-way 1-shot, Backbone=ResNet18, Number of trials=10, Confidence Interval=95%2025.10 | 45.8 | |
| MTLProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 45.1 | |
| RFS-distillProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 44.6 | |
| InfoPatchProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 43.8 | |
| RFS-SimpleProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 42.6 | |
| MetaOptNetProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 41.1 | |
| TADAMProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 40.1 | |
| ProtoNetProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.10 | 37.5 |