Few-shot Image Classification on CIFAR-FS 5-way (test)
80.08Top-1 Acc (1-shot)SMKD (Prototype)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SMKD (Prototype)Backbone=ViT-S, #Params=21M2023.03 | 80.08 | — | 90.63 | |
| SMKD (Classifier)Backbone=ViT-S, #Params=21M2023.03 | 79.82 | — | 90.91 | |
| HCT (Prototype)Backbone=3x ViT-S, #Params=63.0M2023.03 | 78.89 | — | 87.73 | |
| HCT (Classifier)Backbone=3x ViT-S, #Params=63.0M2023.03 | 78.88 | — | 90.5 | |
| SUNBackbone=ViT, #Params=12.5M2023.03 | 78.37 | — | 88.84 | |
| IEBackbone=ResNet-12, #Params=12.4M2023.03 | 77.87 | — | 89.74 | |
| FewTUREBackbone=Swin-Tiny, #Params=29.0M2023.03 | 77.76 | — | 88.9 | |
| PALBackbone=ResNet-12, #Params=12.4M2023.03 | 77.1 | — | 88 | |
| PSSTBackbone=WRN-28-10, #Params=36.5M2023.03 | 77.02 | — | 88.45 | |
| FewTUREBackbone=ViT-S, #Params=21.0M2023.03 | 76.1 | — | 86.14 | |
| Meta-QDABackbone=WRN-28-10, #Params=36.5M2023.03 | 75.95 | — | 88.72 | |
| DSN-MRBackbone=ResNet-12, #Params=12.4M2023.03 | 75.6 | — | 86.2 | |
| TPMNBackbone=ResNet-12, #Params=12.4M2023.03 | 75.5 | — | 87.2 | |
| ConstellationNetBackbone=ResNet-12, #Params=12.4M2023.03 | 75.4 | — | 86.8 | |
| MN+MCBackbone=ResNet-12, #Params=12.4M2023.03 | 74.63 | — | 86.45 | |
| RENetBackbone=ResNet-12, #Params=12.4M2023.03 | 74.51 | — | 86.6 | |
| CC+rotBackbone=WRN-28-10, #Params=36.5M2023.03 | 73.62 | — | 86.05 | |
| BMLBackbone=ResNet-12, #Params=12.4M2023.03 | 73.45 | — | 88.04 | |
| CrossPointShots=1-shot2023.03 | — | 64.5 | — | |
| CrossPointShots=5-shot2023.03 | — | 80.1 | — | |
| MAMLShots=1-shot2023.03 | — | 58.9 | — | |
| MAMLShots=5-shot2023.03 | — | 71.5 | — | |
| PiMAE From ScratchShots=1-shot2023.03 | — | 62.4 | — | |
| PiMAE From ScratchShots=5-shot2023.03 | — | 76.6 | — | |
| PiMAE Pre-trainedShots=1-shot2023.03 | — | 66.9 | — | |
| PiMAE Pre-trainedShots=5-shot2023.03 | — | 80.7 | — | |
| Prototypical NetworkShots=1-shot2023.03 | — | 55.5 | — | |
| Prototypical NetworkShots=5-shot2023.03 | — | 72 | — | |
| Relation NetworkShots=1-shot2023.03 | — | 55 | — | |
| Relation NetworkShots=5-shot2023.03 | — | 69.3 | — |