5-way Classification on tieredImageNet (test)
87.49AccuracyESPT
Evaluation Results
| Method | Links | |
|---|---|---|
| ESPTBackbone=ResNet-12, Number of shots=5-shot, Local image representations=true2023.04 | 87.49 | |
| CPLAEBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 87.35 | |
| Ours-DistillBackbone=ResNet-122021.03 | 87.08 | |
| FRNBackbone=ResNet-12, Number of shots=5-shot, Local image representations=true2023.04 | 86.89 | |
| SCLBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 86.88 | |
| OursBackbone=ResNet-122021.03 | 86.82 | |
| IEPTBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 86.73 | |
| TPMNBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 86.55 | |
| SKDBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 86.5 | |
| RFS-DistillBackbone=ResNet-122021.03 | 86.03 | |
| RFS-distillBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 86.03 | |
| DeepEMDBackbone=ResNet-12, Number of shots=5-shot, Local image representations=true2023.04 | 86.03 | |
| E3BMBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 85.82 | |
| Fine-tuningBackbone=WRN-28-102021.03 | 85.55 | |
| InfoPatchBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 85.44 | |
| RENetBackbone=ResNet-12, Number of shots=5-shot, Local image representations=true2023.04 | 85.28 | |
| BoostingBackbone=WRN-28-102021.03 | 84.98 | |
| CC+rotBackbone=WRN-28-10, Number of shots=5-shot, Local image representations=false2023.04 | 84.98 | |
| FEATBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 84.79 | |
| RFS-SimpleBackbone=ResNet-122021.03 | 84.41 | |
| RFS-simpleBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 84.41 | |
| ProtoNetBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 84.03 | |
| Meta-BaselineBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 83.29 | |
| DSN-MRBackbone=ResNet-122021.03 | 82.85 | |
| AWGIMBackbone=WRN-28-102021.03 | 82.82 | |
| Shot-FreeBackbone=ResNet-122021.03 | 82.59 | |
| MetaOptNetBackbone=ResNet-122021.03 | 81.56 | |
| MetaOptNetBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 81.56 | |
| LEO-trainvalBackbone=WRN-28-102021.03 | 81.44 | |
| MatchingNetBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.04 | 80.6 | |
| Proto-Net+Backbone=64-64-64-642021.03 | 72.69 | |
| ESPTBackbone=ResNet-12, Number of shots=1-shot, Local image representations=true2023.04 | 72.68 | |
| TPMNBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 72.24 | |
| IEPTBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 72.24 | |
| CPLAEBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 72.23 | |
| Ours-DistillBackbone=ResNet-122021.03 | 72.21 | |
| FRNBackbone=ResNet-12, Number of shots=1-shot, Local image representations=true2023.04 | 72.06 | |
| SKDBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 72.03 | |
| OursBackbone=ResNet-122021.03 | 71.87 | |
| RENetBackbone=ResNet-12, Number of shots=1-shot, Local image representations=true2023.04 | 71.61 | |
| RFS-DistillBackbone=ResNet-122021.03 | 71.52 | |
| RFS-distillBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 71.52 | |
| InfoPatchBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 71.51 | |
| SCLBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 71.48 | |
| E3BMBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 71.34 | |
| Relation NetBackbone=64-96-128-2562021.03 | 71.32 | |
| DeepEMDBackbone=ResNet-12, Number of shots=1-shot, Local image representations=true2023.04 | 71.16 | |
| FEATBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 70.8 | |
| BoostingBackbone=WRN-28-102021.03 | 70.53 | |
| CC+rotBackbone=WRN-28-10, Number of shots=1-shot, Local image representations=false2023.04 | 70.53 | |
| MAMLBackbone=32-32-32-322021.03 | 70.3 | |
| RFS-SimpleBackbone=ResNet-122021.03 | 69.74 | |
| RFS-simpleBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 69.74 | |
| Meta-BaselineBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 68.62 | |
| MatchingNetBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 68.5 | |
| ProtoNetBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 68.23 | |
| AWGIMBackbone=WRN-28-102021.03 | 67.69 | |
| DSN-MRBackbone=ResNet-122021.03 | 67.39 | |
| Fine-tuningBackbone=WRN-28-102021.03 | 66.58 | |
| LEO-trainvalBackbone=WRN-28-102021.03 | 66.33 | |
| MetaOptNetBackbone=ResNet-122021.03 | 65.99 | |
| MetaOptNetBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.04 | 65.99 | |
| Shot-FreeBackbone=ResNet-122021.03 | 63.52 | |
| Relation NetBackbone=64-96-128-2562021.03 | 54.48 | |
| Proto-Net+Backbone=64-64-64-642021.03 | 53.31 | |
| MAMLBackbone=32-32-32-322021.03 | 51.67 |