5-way 5-shot classification on miniImageNet (test)
86.61AccuracyS2M2 + TCPR
Evaluation Results
| Method | Links | |
|---|---|---|
| S2M2 + TCPRBackbone=WRN-28, 9-patch cropping=true2022.10 | 86.61 | |
| S2M2Backbone=WRN-28, 9-patch cropping=true2022.10 | 85.63 | |
| Inv-Equ + TCPRBackbone=ResNet-122022.10 | 85.32 | |
| COSOCBackbone=ResNet-122022.10 | 85.16 | |
| S2M2 + TCPRBackbone=WRN-282022.10 | 84.51 | |
| Inv-EquBackbone=ResNet-122022.10 | 84.43 | |
| PALBackbone=ResNet-122022.10 | 84.4 | |
| PALBackbone=ResNet-122022.10 | 84.4 | |
| DeepEMDBackbone=ResNet-12, 9-patch cropping=true2022.10 | 84.13 | |
| POODLEBackbone=ResNet-122022.10 | 83.5 | |
| S2M2Backbone=WRN-282022.10 | 83.5 | |
| MELRBackbone=ResNet-122022.10 | 83.4 | |
| IEPTBackbone=ResNet-122022.10 | 82.9 | |
| DCBackbone=WRN-282022.10 | 82.88 | |
| DMFBackbone=ResNet-122022.10 | 82.71 | |
| S/TBackbone=ResNet-122022.10 | 82.53 | |
| InfoPatchBackbone=ResNet-122022.10 | 82.44 | |
| DeepEMDBackbone=ResNet-122022.10 | 82.41 | |
| DeepEMDBackbone=ResNet-122022.10 | 82.41 | |
| BaseTransformerBackbone=ResNet-122022.10 | 82.37 | |
| FEATBackbone=ResNet-122022.10 | 82.05 | |
| CSEIBackbone=ResNet-122022.10 | 81.93 | |
| METALBackbone=ResNet-122022.10 | 81.43 | |
| META-QDABackbone=ResNet-122022.10 | 80.98 | |
| Baseline++ + TCPRBackbone=ResNet-122022.10 | 80.87 | |
| ArLBackbone=ResNet-122022.10 | 80.41 | |
| SimpleShotBackbone=ResNet-122022.10 | 80.02 | |
| CANBackbone=ResNet-122022.10 | 79.44 | |
| Baseline++Backbone=ResNet-122022.10 | 79.32 | |
| ProtoNetsBackbone=ResNet-122022.10 | 78.02 | |
| EGNN + TMDlayer + TransductionTransduction=Yes2021.08 | 77.78 | |
| Baseline++ + TCPRBackbone=ResNet-182022.10 | 77.31 | |
| EGNN + TransductionTransduction=Yes2021.08 | 76.37 | |
| Baseline++Backbone=ResNet-182022.10 | 76.11 | |
| IEPTBackbone=Conv4-642022.10 | 73.91 | |
| ProtoNetBackbone=ResNet-182022.10 | 73.68 | |
| BaseTransformerBackbone=Conv4-642022.10 | 73.4 | |
| META-QDABackbone=Conv4-642022.10 | 72.64 | |
| MELRBackbone=Conv4-642022.10 | 72.27 | |
| FEATBackbone=Conv4-642022.10 | 71.61 | |
| TPN (Higher K)Transduction=Yes2021.08 | 69.86 | |
| TNPTransduction=Yes2021.08 | 69.43 | |
| MatchingNetBackbone=ResNet-182022.10 | 68.88 | |
| EGNN + TMDlayerTransduction=No2021.08 | 68.35 | |
| ProtoNetsBackbone=Conv4-642022.10 | 68.2 | |
| Relation NetTransduction=BN2021.08 | 67.07 | |
| SimpleShotBackbone=Conv4-642022.10 | 66.92 | |
| EGNNTransduction=No2021.08 | 66.85 | |
| GNNTransduction=No2021.08 | 66.41 | |
| MAML + TransductionTransduction=Yes2021.08 | 66.19 | |
| Reptile + BNTransduction=BN2021.08 | 65.99 | |
| Prototypical NetTransduction=No2021.08 | 65.77 | |
| MAMLBackbone=ResNet-182022.10 | 65.72 | |
| MAMLTransduction=BN2021.08 | 63.11 | |
| ReptileTransduction=No2021.08 | 62.74 | |
| Matching NetworksTransduction=No2021.08 | 55.3 |