Few-shot image classification on FC100 5-way (test)
50.38Top-1 Acc (1-shot)SMKD (Prototype)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SMKD (Prototype)Backbone=ViT-S, #Params=21M2023.03 | 50.38 | — | 68.37 | |
| SMKD (Classifier)Backbone=ViT-S, #Params=21M2023.03 | 50.28 | — | 68.5 | |
| HCT (Prototype)Backbone=3x ViT-S, #Params=63.0M2023.03 | 48.27 | — | 61.49 | |
| HCT (Classifier)Backbone=3x ViT-S, #Params=63.0M2023.03 | 48.15 | — | 66.42 | |
| IEBackbone=ResNet-12, #Params=12.4M2023.03 | 47.76 | — | 65.3 | |
| FewTUREBackbone=Swin-Tiny, #Params=29.0M2023.03 | 47.68 | — | 63.81 | |
| PALBackbone=ResNet-12, #Params=12.4M2023.03 | 47.2 | — | 64 | |
| TPMNBackbone=ResNet-12, #Params=12.4M2023.03 | 46.93 | — | 63.26 | |
| MN+MCBackbone=ResNet-12, #Params=12.4M2023.03 | 46.4 | — | 61.33 | |
| FewTUREBackbone=ViT-S, #Params=21.0M2023.03 | 46.2 | — | 63.14 | |
| BMLBackbone=ResNet-12, #Params=12.4M2023.03 | 45 | — | 63.03 | |
| ALFA+METALBackbone=ResNet-12, #Params=12.4M2023.03 | 44.54 | — | 58.44 | |
| ConstellationNetBackbone=ResNet-12, #Params=12.4M2023.03 | 43.8 | — | 59.7 | |
| MixtFSLBackbone=ResNet-12, #Params=12.4M2023.03 | 41.5 | — | 58.39 | |
| PiMAE From ScratchShots=1-shot2023.03 | — | 37.3 | — | |
| PiMAE From ScratchShots=5-shot2023.03 | — | 50.5 | — | |
| PiMAE Pre-trainedShots=1-shot2023.03 | — | 39 | — | |
| PiMAE Pre-trainedShots=5-shot2023.03 | — | 53.3 | — | |
| Prototypical NetworkShots=1-shot2023.03 | — | 35.3 | — | |
| Prototypical NetworkShots=5-shot2023.03 | — | 48.6 | — |