5-way Image Classification on mini-ImageNet (test)
84.11Top-1 AccESPT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ESPTBackbone=ResNet-12, Number of shots=5-shot, Local image representations=true2023.04 | 84.11 | — | — | |
| SKDBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 83.54 | — | — | |
| TPMNBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 83.44 | — | — | |
| CPLAEBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 83.22 | — | — | |
| SCLBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 83.1 | — | — | |
| IEPTBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 82.9 | — | — | |
| FRNBackbone=ResNet-12, Number of shots=5-shot, Local image representations=true2023.04 | 82.83 | — | — | |
| RENetBackbone=ResNet-12, Number of shots=5-shot, Local image representations=true2023.04 | 82.58 | — | — | |
| InfoPatchBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 82.44 | — | — | |
| DeepEMDBackbone=ResNet-12, Number of shots=5-shot, Local image representations=true2023.04 | 82.41 | — | — | |
| RFS-distillBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 82.14 | — | — | |
| FEATBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 82.05 | — | — | |
| Neg-CosineBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 81.57 | — | — | |
| ProtoNetBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 80.53 | — | — | |
| E3BMBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 80.29 | — | — | |
| CC+rotBackbone=WRN-28-10, Number of shots=5-shot, Local image representations=false2023.04 | 79.87 | — | — | |
| RFS-simpleBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 79.64 | — | — | |
| SLABackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 79.63 | — | — | |
| Meta-BaselineBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 79.26 | — | — | |
| MatchingNetBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 78.72 | — | — | |
| MetaOptNetBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 78.63 | — | — | |
| Baseline++Backbone=ResNet-18, Number of shots=5-shot, Local image representations=false2023.04 | 75.68 | — | — | |
| BaselineBackbone=ResNet-18, Number of shots=5-shot, Local image representations=false2023.04 | 74.24 | — | — | |
| ESPTBackbone=ResNet-12, Number of shots=1-shot, Local image representations=true2023.04 | 68.36 | — | — | |
| InfoPatchBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 67.67 | — | — | |
| TPMNBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 67.64 | — | — | |
| RENetBackbone=ResNet-12, Number of shots=1-shot, Local image representations=true2023.04 | 67.6 | — | — | |
| CPLAEBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 67.46 | — | — | |
| IEPTBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 67.05 | — | — | |
| SKDBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 67.04 | — | — | |
| FEATBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 66.78 | — | — | |
| FRNBackbone=ResNet-12, Number of shots=1-shot, Local image representations=true2023.04 | 66.45 | — | — | |
| DeepEMDBackbone=ResNet-12, Number of shots=1-shot, Local image representations=true2023.04 | 65.91 | — | — | |
| SCLBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 65.69 | — | — | |
| MatchingNetBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 65.64 | — | — | |
| RFS-distillBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 64.82 | — | — | |
| E3BMBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 64.09 | — | — | |
| Neg-CosineBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 63.85 | — | — | |
| Meta-BaselineBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 63.17 | — | — | |
| CC+rotBackbone=WRN-28-10, Number of shots=1-shot, Local image representations=false2023.04 | 62.93 | — | — | |
| SLABackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 62.93 | — | — | |
| MetaOptNetBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 62.64 | — | — | |
| ProtoNetBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 62.39 | — | — | |
| RFS-simpleBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 62.02 | — | — | |
| Baseline++Backbone=ResNet-18, Number of shots=1-shot, Local image representations=false2023.04 | 51.87 | — | — | |
| BaselineBackbone=ResNet-18, Number of shots=1-shot, Local image representations=false2023.04 | 51.75 | — | — | |
| Amortised Meta-learnerway=5-way, shot=1-shot2019.07 | — | — | 5.8 | |
| BMAMLway=5-way, shot=1-shot2019.07 | — | — | 9.2 | |
| MAMLway=5-way, shot=1-shot2019.07 | — | — | 12.4 | |
| PLATIPUSway=5-way, shot=1-shot2019.07 | — | — | 10.8 | |
| VAMPIREway=5-way, shot=1-shot2019.07 | — | — | 3.8 |