5-way Few-shot Classification on tiered-ImageNet (test)
79.741-shot AccSMKD + HCT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SMKD + HCTBackbone=3x ViT-S, #Params=63.0M2023.03 | 79.74 | 91.68 | |
| SMKD + HCTBackbone=3x ViT-S, #Params=63M2023.03 | 79.74 | 91.68 | |
| HCT (Prototype)Backbone=3x ViT-S, #Params=63.0M2023.03 | 79.67 | 89.27 | |
| HCTransformersBackbone=3x ViT-S, #Params=63.0M2023.03 | 79.67 | 91.72 | |
| HCT (Classifier)Backbone=3x ViT-S, #Params=63.0M2023.03 | 79.57 | 91.72 | |
| SMKD (Prototype)Backbone=ViT-S, #Params=21.0M2023.03 | 78.83 | 91.02 | |
| SMKD (Prototype)Backbone=ViT-S, #Params=21M2023.03 | 78.83 | 91.02 | |
| SMKD (Classifier)Backbone=ViT-S, #Params=21.0M2023.03 | 78.81 | 91.21 | |
| SMKD (Classifier)Backbone=ViT-S, #Params=21M2023.03 | 78.81 | 91.21 | |
| DCBackbone=ResNet-12, #Params=12.4M2023.03 | 78.19 | 89.9 | |
| FewTUREBackbone=Swin-Tiny, #Params=29.0M2023.03 | 76.32 | 89.96 | |
| FewTUREBackbone=Swin-Tiny, #Params=29.0M2023.03 | 76.32 | 89.96 | |
| MN+MCBackbone=ResNet-12, #Params=12.4M2023.03 | 74.58 | 86.73 | |
| Meta-QDABackbone=WRN-28-10, #Params=36.5M2023.03 | 74.29 | 89.41 | |
| Meta-QDABackbone=WRN-28-10, #Params=36.5M2023.03 | 74.29 | 89.41 | |
| CSEIBackbone=ResNet-12, #Params=12.4M2023.03 | 73.76 | 87.83 | |
| COSOCBackbone=ResNet-12, #Params=12.4M2023.03 | 73.57 | 87.57 | |
| COSOCBackbone=ResNet-12, #Params=12.4M2023.03 | 73.57 | 87.57 | |
| CNLBackbone=ResNet-12, #Params=12.4M2023.03 | 73.42 | 87.72 | |
| SUNBackbone=ViT, #Params=12.5M2023.03 | 72.99 | 86.74 | |
| SUNBackbone=ViT, #Params=12.5M2023.03 | 72.99 | 86.74 | |
| FewTUREBackbone=ViT-S, #Params=21.0M2023.03 | 72.96 | 86.43 | |
| PALBackbone=ResNet-12, #Params=12.4M2023.03 | 72.25 | 86.95 | |
| TPMNBackbone=ResNet-12, #Params=12.4M2023.03 | 72.24 | 86.55 | |
| IEBackbone=ResNet-12, #Params=12.4M2023.03 | 72.21 | 87.08 | |
| IEBackbone=ResNet-12, #Params=12.4M2023.03 | 72.21 | 87.08 | |
| MELRBackbone=ResNet-12, #Params=12.4M2023.03 | 72.14 | 87.01 | |
| OMBackbone=WRN-28-10, #Params=36.5M2023.03 | 71.54 | 87.79 | |
| OMBackbone=WRN-28-10, #Params=36.5M2023.03 | 71.54 | 87.79 | |
| DeepEMDBackbone=ResNet-12, #Params=12.4M2023.03 | 71.16 | 86.03 | |
| DeepEMDBackbone=ResNet-12, #Params=12.4M2023.03 | 71.16 | 86.03 | |
| FEATBackbone=WRN-28-10, #Params=36.5M2023.03 | 70.41 | 84.38 | |
| BMLBackbone=ResNet-12, #Params=12.4M2023.03 | 68.99 | 85.49 |