5-way Few-shot Classification on Mini-ImageNet (test)
85.031-shot AccuracyPMCE
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| PMCEBackbone=Swin-T, Semantic=Yes2026.01 | 85.03 | 92.77 | — | — | |
| PMCEBackbone=ResNet-12, Semantic=Yes2026.01 | 82.9 | 92.29 | — | — | |
| SemFew-TransBackbone=Swin-T, Semantic=Yes2026.01 | 78.94 | 86.49 | — | — | |
| BMIBackbone=ResNet-12, Semantic=Yes2026.01 | 77.01 | 84.85 | — | — | |
| SYNTRANSBackbone=ResNet-12, Semantic=Yes2026.01 | 76.2 | 86.12 | — | — | |
| SMKD + HCTBackbone=3x ViT-S, #Params=63.0M2023.03 | 75.32 | 89.57 | — | — | |
| SMKD + HCTBackbone=3x ViT-S, #Params=63M2023.03 | 75.32 | 89.57 | — | — | |
| HCT (Prototype)Backbone=3x ViT-S, #Params=63.0M2023.03 | 74.74 | 85.66 | — | — | |
| HCTransformersBackbone=3x ViT-S, #Params=63.0M2023.03 | 74.74 | 89.19 | — | — | |
| HCT (Classifier)Backbone=3x ViT-S, #Params=63.0M2023.03 | 74.62 | 89.19 | — | — | |
| SMKD (Prototype)Backbone=ViT-S, #Params=21.0M2023.03 | 74.28 | 88.82 | — | — | |
| SMKD (Prototype)Backbone=ViT-S, #Params=21M2023.03 | 74.28 | 88.82 | — | — | |
| SMKD (Classifier)Backbone=ViT-S, #Params=21.0M2023.03 | 74.1 | 88.89 | — | — | |
| SMKD (Classifier)Backbone=ViT-S, #Params=21M2023.03 | 74.1 | 88.89 | — | — | |
| TDOBackbone=WRN-28-10, Semantic=No2026.01 | 74.1 | 86.44 | — | — | |
| FewTUREBackbone=Swin-Tiny, #Params=29.0M2023.03 | 72.4 | 86.38 | — | — | |
| FewTUREBackbone=Swin-Tiny, #Params=29.0M2023.03 | 72.4 | 86.38 | — | — | |
| SP-CLIPBackbone=ViT-T, Semantic=Yes2026.01 | 72.31 | 83.42 | — | — | |
| MCNetBackbone=ResNet-18, Semantic=No2026.01 | 72.13 | 88.2 | — | — | |
| CPEABackbone=ViT-S, Semantic=No2026.01 | 71.97 | 87.06 | — | — | |
| SEVProBackbone=ResNet-12, Semantic=Yes2026.01 | 71.81 | 78.88 | — | — | |
| ImprovedMAPBackbone=WRN-28-10, Semantic=Yes2026.01 | 71.56 | 85.05 | — | — | |
| PRSNBackbone=ResNet-12, Semantic=Yes2026.01 | 71.09 | 86.82 | — | — | |
| SRE-ProtoNet*Backbone=ResNet-12, Semantic=No2026.01 | 70.86 | 87.01 | — | — | |
| SP-GloveBackbone=ViT-T, Semantic=Yes2026.01 | 70.81 | 83.31 | — | — | |
| SP-SBERTBackbone=ViT-T, Semantic=Yes2026.01 | 70.7 | 83.55 | — | — | |
| PBMLBackbone=NesT ViT, Semantic=No2026.01 | 70.04 | 85.21 | — | — | |
| MAVSIBackbone=ResNet-12, Semantic=Yes2026.01 | 69.74 | 82.23 | — | — | |
| PALBackbone=ResNet-12, #Params=12.4M2023.03 | 69.37 | 84.4 | — | — | |
| COSOCBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=true2021.07 | 69.28 | 85.16 | — | — | |
| COSOCBackbone=ResNet-12, #Params=12.4M2023.03 | 69.28 | 85.16 | — | — | |
| COSOCBackbone=ResNet-12, #Params=12.4M2023.03 | 69.28 | 85.16 | — | — | |
| DDCBackbone=WRN-28-10, Semantic=No2026.01 | 69.17 | 85.23 | — | — | |
| FGFLBackbone=ResNet-12, Semantic=No2026.01 | 69.14 | 86.01 | — | — | |
| SEGABackbone=ResNet-12, Semantic=Yes2026.01 | 69.04 | 79.03 | — | — | |
| CSEIBackbone=ResNet-12, #Params=12.4M2023.03 | 68.94 | 85.07 | — | — | |
| DCBackbone=ResNet-12, #Params=12.4M2023.03 | 68.57 | 82.88 | — | — | |
| SeFeatBackbone=ResNet-12, Semantic=No2026.01 | 68.32 | 82.71 | — | — | |
| Transductive fine-tuningBackbone=WRN-28-10, Pre-training split=train + val2019.09 | 68.11 | 80.36 | — | — | |
| FEATBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=true2021.07 | 68.03 | 82.99 | — | — | |
| FewTUREBackbone=ViT-S, #Params=21.0M2023.03 | 68.02 | 84.51 | — | — | |
| CNLBackbone=ResNet-12, #Params=12.4M2023.03 | 67.96 | 83.36 | — | — | |
| SUNBackbone=ViT, #Params=12.5M2023.03 | 67.8 | 83.25 | — | — | |
| SUNBackbone=ViT, #Params=12.5M2023.03 | 67.8 | 83.25 | — | — | |
| LDAMFBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=false2021.07 | 67.76 | 82.71 | — | — | |
| TPMNBackbone=ResNet-12, #Params=12.4M2023.03 | 67.64 | 83.44 | — | — | |
| DeepEMDBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=true2021.07 | 67.63 | 83.47 | — | — | |
| MELRBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=false2021.07 | 67.4 | 83.4 | — | — | |
| MELRBackbone=ResNet-12, #Params=12.4M2023.03 | 67.4 | 83.4 | — | — | |
| Meta-QDABackbone=WRN-28-10, #Params=36.5M2023.03 | 67.38 | 84.27 | — | — | |
| Meta-QDABackbone=WRN-28-10, #Params=36.5M2023.03 | 67.38 | 84.27 | — | — | |
| IER-DistillBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=false2021.07 | 67.28 | 84.78 | — | — | |
| IEBackbone=ResNet-12, #Params=12.4M2023.03 | 67.28 | 84.78 | — | — | |
| IEBackbone=ResNet-12, #Params=12.4M2023.03 | 67.28 | 84.78 | — | — | |
| MN+MCBackbone=ResNet-12, #Params=12.4M2023.03 | 67.14 | 83.82 | — | — | |
| AM3+TRAMLBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=false2021.07 | 67.1 | 79.54 | — | — | |
| IEPTBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=false2021.07 | 67.05 | 82.9 | — | — | |
| BMLBackbone=ResNet-12, #Params=12.4M2023.03 | 67.04 | 83.63 | — | — | |
| OMBackbone=WRN-28-10, #Params=36.5M2023.03 | 66.78 | 85.29 | — | — | |
| OMBackbone=WRN-28-10, #Params=36.5M2023.03 | 66.78 | 85.29 | — | — | |
| MSENetYear=2024, Backbone=ResNet182024.09 | 66.57 | 84.42 | — | — | |
| CadsBackbone=ResNet-12, Semantic=No2026.01 | 66.56 | 82.74 | — | — | |
| FRNBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=false2021.07 | 66.45 | 82.83 | — | — | |
| FRNYear=2021, Backbone=ResNet122024.09 | 66.45 | 82.83 | — | — | |
| CABackbone=WRN-28-10, Evaluation Protocol=Inductive, Multi-cropping=false2021.07 | 65.92 | 82.85 | — | — | |
| DeepEMDBackbone=ResNet-12, #Params=12.4M2023.03 | 65.91 | 82.41 | — | — | |
| DeepEMDBackbone=ResNet-12, #Params=12.4M2023.03 | 65.91 | 82.41 | — | — | |
| Transductive fine-tuningBackbone=WRN-28-10, Pre-training split=train2019.09 | 65.73 | 78.4 | — | — | |
| MatchNetBackbone=ResNet-12, Semantic=No2026.01 | 65.64 | 78.72 | — | — | |
| Meta-Baseline + DiffKendallYear=2023, Backbone=ResNet122024.09 | 65.56 | 80.79 | — | — | |
| Meta-baselineBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=true2021.07 | 65.31 | 81.26 | — | — | |
| AM3Backbone=ResNet-12, Semantic=Yes2026.01 | 65.3 | 78.1 | — | — | |
| QSFormerYear=2023, Backbone=ResNet122024.09 | 65.24 | 79.96 | — | — | |
| FEATBackbone=WRN-28-10, #Params=36.5M2023.03 | 65.1 | 81.11 | — | — | |
| FEATYear=2020, Backbone=WRN-28-102024.09 | 65.1 | 81.11 | — | — | |
| MABASBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=false2021.07 | 65.08 | 82.7 | — | — | |
| MergeNet-ConcatYear=2021, Backbone=ResNet182024.09 | 65.05 | 77.76 | — | — | |
| RFS-DistillBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=true2021.07 | 65.02 | 82.04 | — | — | |
| ConsNetBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=false2021.07 | 64.89 | 79.95 | — | — | |
| DistillYear=2020, Backbone=ResNet122024.09 | 64.82 | 82.14 | — | — | |
| Transductive fine-tuningBackbone=ResNet-12, Pre-training split=train + val2019.09 | 64.5 | 76.92 | — | — | |
| KTNBackbone=ConvNet, Semantic=Yes2026.01 | 64.42 | 74.16 | — | — | |
| CTMBackbone=ResNet-18, Evaluation Protocol=Inductive, Multi-cropping=false2021.07 | 64.12 | 80.51 | — | — | |
| MetaOpt SVMBackbone=ResNet-12*, Pre-training split=train + val2019.09 | 64.09 | 80 | — | — | |
| MixtFSLYear=2021, Backbone=ResNet122024.09 | 63.98 | 82.04 | — | — | |
| CAMBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=false2021.07 | 63.85 | 79.44 | — | — | |
| Net-CosineBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=false2021.07 | 63.85 | 81.57 | — | — | |
| Neg-MarginYear=2020, Backbone=ResNet122024.09 | 63.85 | 81.57 | — | — | |
| BaselineBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=true2021.07 | 63.83 | 81.38 | — | — | |
| ViTFSL-BaselineYear=2022, Backbone=Transformer2024.09 | 63.51 | 80.3 | — | — | |
| Meta-BaselineYear=2021, Backbone=ResNet122024.09 | 63.17 | 79.26 | — | — | |
| CC+rotYear=2019, Backbone=WRN-28-102024.09 | 62.93 | 79.87 | — | — | |
| MetaOpt SVMBackbone=ResNet-12*, Pre-training split=train2019.09 | 62.64 | 78.63 | — | — | |
| MetaOptNetBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=false2021.07 | 62.64 | 78.63 | — | — | |
| DSNBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=false2021.07 | 62.64 | 78.83 | — | — | |
| MetaOptNetYear=2019, Backbone=ResNet122024.09 | 62.64 | 78.63 | — | — | |
| DCBackbone=ResNet-12, Evaluation Protocol=Inductive, Multi-cropping=false2021.07 | 62.53 | 79.77 | — | — | |
| MATANetVenue=Ours, Backbone=WRN-28-10, Type=Metric2020.11 | 62.43 | 79.02 | — | — | |
| AFHNBackbone=ResNet-18, Evaluation Protocol=Inductive, Multi-cropping=false2021.07 | 62.38 | 78.16 | — | — | |
| Transductive fine-tuningBackbone=ResNet-12, Pre-training split=train2019.09 | 62.35 | 74.53 | — | — |