Few-Shot Classification on CIFAR-FS (test) (5-way N-shot)
84.345-way 1-shot AccSemFew-Trans
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SemFew-TransBackbone=Swin-T2023.11 | 84.34 | 89.11 | — | |
| SemFewBackbone=ResNet-122023.11 | 83.65 | 87.66 | — | |
| SP-CLIPBackbone=Visformer-T2023.11 | 82.18 | 88.24 | — | |
| ABHFA-NetBackbone=ResNet12, Trials=10, Confidence Interval=95%2025.10 | 80.7 | 92.3 | — | |
| ANROT-HELANetBackbone=ResNet12, Trials=10, Confidence Interval=95%2025.10 | 79.2 | 90.9 | — | |
| HELA-VFABackbone=ResNet12, Trials=10, Confidence Interval=95%2025.10 | 78.9 | 90.7 | — | |
| SUNBackbone=ViT-S2023.11 | 78.37 | 88.84 | — | |
| FeLMiBackbone=ResNet12, Trials=10, Confidence Interval=95%2025.10 | 78.2 | 89.5 | — | |
| Label HallucBackbone=ResNet12, Trials=10, Confidence Interval=95%2025.10 | 78 | 89.4 | — | |
| Wasserstein VIBackbone=ResNet12, Trials=10, Confidence Interval=95%2025.10 | 77.9 | 87.9 | — | |
| FewTUREBackbone=Swin-T2023.11 | 77.76 | 88.9 | — | |
| IER-distillBackbone=ResNet12, Trials=10, Confidence Interval=95%2025.10 | 77.6 | 89.7 | — | |
| PALBackbone=ResNet12, Trials=10, Confidence Interval=95%2025.10 | 77.1 | 88 | — | |
| SKD-Gen1Backbone=ResNet12, Trials=10, Confidence Interval=95%2025.10 | 76.6 | 88.6 | — | |
| DSN-MRBackbone=ResNet12, Trials=10, Confidence Interval=95%2025.10 | 75.6 | 86.2 | — | |
| RFS-distillBackbone=ResNet12, Trials=10, Confidence Interval=95%2025.10 | 73.9 | 86.9 | — | |
| MABASBackbone=ResNet-122023.11 | 73.51 | 85.65 | — | |
| MetaOptNetBackbone=ResNet-122023.11 | 72.8 | 84.3 | — | |
| ProtoNetBackbone=ResNet12, Trials=10, Confidence Interval=95%2025.10 | 72.7 | 83.5 | — | |
| MetaOptNetBackbone=ResNet12, Trials=10, Confidence Interval=95%2025.10 | 72.6 | 84.3 | — | |
| ProtoNetBackbone=ResNet-122023.11 | 72.2 | 83.5 | — | |
| RFSBackbone=ResNet-122023.11 | 71.5 | 86 | — | |
| RFS-SimpleBackbone=ResNet12, Trials=10, Confidence Interval=95%2025.10 | 71.5 | 86 | — | |
| FREE5scenario=multi-architecture, adaptation_steps=52024.05 | 39.63 | 52.12 | 0.13 | |
| PURERscenario=multi-architecture2024.05 | 39.15 | 49.08 | 1.75 | |
| BiDf-MKDscenario=multi-architecture2024.05 | 38.08 | 50.58 | 4.33 |