5-way few-shot classification on tieredImageNet (test)
83.5Accuracy (1-shot)PMCE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PMCEBackbone=ResNet-12, Semantic=Yes2026.01 | 83.5 | — | 95.03 | |
| PMCEBackbone=Swin-T, Semantic=Yes2026.01 | 83.13 | — | 93.23 | |
| TDOBackbone=WRN-28-10, Semantic=No2026.01 | 82.68 | — | 90.85 | |
| SemFew-TransBackbone=Swin-T, Semantic=Yes2026.01 | 82.37 | — | 89.89 | |
| SYNTRANSBackbone=ResNet-12, Semantic=Yes2026.01 | 79.69 | — | 87.78 | |
| ImprovedMAPBackbone=WRN-28-10, Semantic=Yes2026.01 | 79.26 | — | 90.41 | |
| BMIBackbone=ResNet-12, Semantic=Yes2026.01 | 78.37 | — | 86.3 | |
| SP-CLIPBackbone=ViT-T, Semantic=Yes2026.01 | 78.03 | — | 88.55 | |
| CPEABackbone=ViT-S, Semantic=No2026.01 | 76.93 | — | 90.12 | |
| PBMLBackbone=NesT ViT, Semantic=No2026.01 | 76.73 | — | 90.11 | |
| SP-GloveBackbone=ViT-T, Semantic=Yes2026.01 | 74.68 | — | 88.64 | |
| MAVSIBackbone=ResNet-12, Semantic=Yes2026.01 | 74.61 | — | 87.45 | |
| PRSNBackbone=ResNet-12, Semantic=Yes2026.01 | 74.14 | — | 88.54 | |
| SeFeatBackbone=ResNet-12, Semantic=No2026.01 | 73.63 | — | 87.59 | |
| SP-SBERTBackbone=ViT-T, Semantic=Yes2026.01 | 73.31 | — | 88.56 | |
| FGFLBackbone=ResNet-12, Semantic=No2026.01 | 73.21 | — | 87.21 | |
| MCNetBackbone=ResNet-18, Semantic=No2026.01 | 73.14 | — | 87.16 | |
| SRE-ProtoNet*Backbone=ResNet-12, Semantic=No2026.01 | 73.02 | — | 87.78 | |
| SEVProBackbone=ResNet-12, Semantic=Yes2026.01 | 72.77 | — | 84.04 | |
| SEGABackbone=ResNet-12, Semantic=Yes2026.01 | 72.18 | — | 84.28 | |
| CadsBackbone=ResNet-12, Semantic=No2026.01 | 72.04 | — | 86.47 | |
| AM3Backbone=ResNet-12, Semantic=Yes2026.01 | 69.08 | — | 82.58 | |
| MatchNetBackbone=ResNet-12, Semantic=No2026.01 | 68.5 | — | 80.6 | |
| KTNBackbone=ConvNet, Semantic=Yes2026.01 | 63.43 | — | 74.32 | |
| RelationNetBackbone=ConvNet64, Semantic=No2026.01 | 54.48 | — | 71.32 | |
| ProtoNetBackbone=ResNet-12, Semantic=No2026.01 | 53.31 | — | 72.69 | |
| EPNetshot=1-shot2022.09 | — | 72.2 | — | |
| EPNetshot=5-shot2022.09 | — | 82.1 | — | |
| LSTshot=1-shot2022.09 | — | 73.5 | — | |
| LSTshot=5-shot2022.09 | — | 83.4 | — | |
| MS k-Meansshot=1-shot2022.09 | — | 51.4 | — | |
| MS k-Meansshot=5-shot2022.09 | — | 69.1 | — | |
| MUSICshot=1-shot2022.09 | — | 79.69 | — | |
| MUSICshot=5-shot2022.09 | — | 88.5 | — | |
| PLCMshot=1-shot2022.09 | — | 79.1 | — | |
| PLCMshot=5-shot2022.09 | — | 87.8 | — | |
| TPNshot=1-shot2022.09 | — | 53.5 | — | |
| TPNshot=5-shot2022.09 | — | 69.9 | — | |
| TPN with MTLshot=1-shot2022.09 | — | 71.5 | — | |
| TPN with MTLshot=5-shot2022.09 | — | 82.7 | — |