Few-shot classification on Mini-ImageNet
95.31-shot AccP>M>F
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| P>M>FBackbone=ViT-base, Pre-training=IN1K, Learning setup=Semi-supervised, External data=true, External labels=false2022.04 | 95.3 | — | 98.4 | |
| P>M>FBackbone=ViT-Small, Pre-training=IN1K, Learning setup=Semi-supervised, External data=true, External labels=false2022.04 | 93.1 | — | 98 | |
| EASY + KD + MobileViT-XXSFramework=EASY, Backbone=MobileViT-XXS, Knowledge Distillation=true2026.03 | 85.08 | — | 92.96 | |
| ProtoDiffShots=5-shot, Backbone=ResNet-122023.06 | 83.48 | — | — | |
| PT-MAPBackbone=WRN-28-10, Learning setup=Transductive, External data=false, External labels=false2022.04 | 82.9 | — | 88.8 | |
| UBC-TFSLsetting=Transductive, backbone=ResNet-1012020.10 | 80.4 | — | 92.8 | |
| UBC-TFSLsetting=Transductive, backbone=WRN-28-102020.10 | 80.3 | — | 92.4 | |
| EPNet (full)setting=Transductive, backbone=WRN-28-102020.10 | 80.2 | — | 88.9 | |
| TAFSSLsetting=Transductive, backbone=DenseNet2020.10 | 80.1 | — | 85.7 | |
| CNAPS + FEITBackbone=ResNet18, Learning setup=Transductive, External data=true, External labels=true2022.04 | 79.9 | — | 91.5 | |
| Meta-BaselineShots=5-shot, Backbone=ResNet-122023.06 | 79.26 | — | — | |
| EPNetsetting=Transductive, backbone=WRN-28-102020.10 | 79.2 | — | 88 | |
| EPNet + SSLBackbone=WRN-28-10, Learning setup=Self-supervised, External data=true, External labels=false2022.04 | 79.2 | — | 88.1 | |
| P>M>FBackbone=RN50, Pre-training=IN1K, Learning setup=Semi-supervised, External data=true, External labels=false2022.04 | 79.2 | — | 92 | |
| UBC-TFSLsetting=Transductive, backbone=ResNet-502020.10 | 79.1 | — | 92.1 | |
| TIM-GDTransductive=true, Backbone=WRN28-102020.08 | 77.8 | — | 87.4 | |
| Classifier-BaselineShots=5-shot, Backbone=ResNet-122023.06 | 77.76 | — | — | |
| TIM-ADMTransductive=true, Backbone=WRN28-102020.08 | 77.5 | — | 87.2 | |
| ProtoNetBackbone=AMDIM ResNet, Learning setup=Self-supervised, External data=true, External labels=false2022.04 | 76.8 | — | 91 | |
| EASY + MobileViT-XXSFramework=EASY, Backbone=MobileViT-XXS, Knowledge Distillation=false2026.03 | 75.08 | — | 88.43 | |
| LaplacianShotTransductive=true, Backbone=WRN28-102020.08 | 74.9 | — | 84.1 | |
| TIM-GDTransductive=true, Backbone=ResNet-182020.08 | 73.9 | — | 85 | |
| TIM-ADMTransductive=true, Backbone=ResNet-182020.08 | 73.6 | — | 85 | |
| LaplacianShotTransductive=true, Backbone=ResNet-182020.08 | 72.1 | — | 82.3 | |
| EASY + ResNet12Framework=EASY, Backbone=ResNet12, Knowledge Distillation=false2026.03 | 70.84 | — | 86.28 | |
| ECKPNBackbone=ResNet-122021.06 | 70.48 | — | 85.42 | |
| BD-CSPNTransductive=true, Backbone=WRN28-102020.08 | 70.3 | — | 81.9 | |
| UBC-TFSLsetting=Transductive, backbone=ResNet-122020.10 | 70.3 | — | 86.9 | |
| LSTBackbone=ResNet12, Learning setup=Semi-supervised, External data=true, External labels=false2022.04 | 70.1 | — | 78.7 | |
| PLCMBackbone=ResNet12, Learning setup=Semi-supervised, External data=true, External labels=false2022.04 | 70.1 | — | 83.7 | |
| SIBTransductive=true, Backbone=WRN28-102020.08 | 70 | — | 79.2 | |
| SIBBackbone=WRN-28-10, Learning setup=Transductive, External data=false, External labels=false2022.04 | 70 | — | 79.2 | |
| ECKPNBackbone=Conv-42021.06 | 68.89 | — | 83.59 | |
| Meta-BaselineBackbone=ResNet12, Learning setup=Inductive, External data=false, External labels=false2022.04 | 68.6 | — | 83.7 | |
| DPGNBackbone=ResNet-122021.06 | 67.77 | — | 84.6 | |
| CAN+TTransductive=true, Backbone=ResNet-122020.08 | 67.2 | — | 80.6 | |
| ICIsetting=Transductive, backbone=ResNet-12*2020.10 | 66.8 | — | 79.1 | |
| ProtoDiffShots=1-shot, Backbone=ResNet-122023.06 | 66.63 | — | — | |
| DPGNBackbone=Conv-42021.06 | 66.01 | — | 82.83 | |
| DeepEMDBackbone=ResNet-122021.06 | 65.91 | — | 82.41 | |
| Ent-minTransductive=true, Backbone=WRN28-102020.08 | 65.7 | — | 78.4 | |
| Fine-tuningBackbone=WRN-28-10, Learning setup=Transductive, External data=false, External labels=false2022.04 | 65.7 | — | 78.4 | |
| Combinedsetting=Non-transductive, backbone=ResNet-1012020.10 | 65.6 | — | 81.6 | |
| RS-FSLBackbone=ResNet12, Learning setup=Inductive, External data=false, External labels=false2022.04 | 65.3 | — | — | |
| Combinedsetting=Non-transductive, backbone=WRN-28-102020.10 | 65.2 | — | 81.2 | |
| FEATTransductive=false, Backbone=WRN28-102020.08 | 65.1 | — | 81.1 | |
| DistillTransductive=false, Backbone=ResNet-122020.08 | 64.8 | — | 82.1 | |
| Distillsetting=Non-transductive, backbone=ResNet-12*2020.10 | 64.8 | — | 82.1 | |
| ICIsetting=Transductive, backbone=ResNet1012020.10 | 64.3 | — | 78.1 | |
| MatchNetTransductive=false, Backbone=WRN28-102020.08 | 64 | — | 76.3 | |
| CC+rot+unlabeledTransductive=false, Backbone=WRN28-102020.08 | 64 | — | 80.7 | |
| Combinedsetting=Non-transductive, backbone=ResNet-502020.10 | 63.9 | — | 79.9 | |
| Neg-CosineBackbone=ResNet-122020.03 | 63.85 | — | 81.57 | |
| Neg-Cosinesetting=Non-transductive, backbone=ResNet-12*2020.10 | 63.8 | — | 81.5 | |
| Combinedsetting=Non-transductive, backbone=ResNet-122020.10 | 63.8 | — | 79.9 | |
| SimpleShotTransductive=false, Backbone=WRN28-102020.08 | 63.5 | — | 80.3 | |
| Meta-BaselineShots=1-shot, Backbone=ResNet-122023.06 | 63.17 | — | — | |
| AWGIMBackbone=Others2021.06 | 63.12 | — | 78.4 | |
| AWGIMTransductive=true, Backbone=WRN28-102020.08 | 63.1 | — | 78.4 | |
| FEATBackbone=ResNet-122021.06 | 62.96 | — | 78.49 | |
| Cosine + rotationBackbone=WRN-28-102020.03 | 62.93 | — | 79.87 | |
| SimpleShotTransductive=false, Backbone=ResNet-182020.08 | 62.9 | — | 80 | |
| ProtoNetBackbone=WRN-28-10, Learning setup=Self-supervised, External data=false, External labels=false2022.04 | 62.9 | — | 79.9 | |
| FSL baselinesetting=Non-transductive, backbone=ResNet-1012020.10 | 62.7 | — | 77.6 | |
| MetaOptNet-SVMBackbone=ResNet-122020.03 | 62.64 | — | 78.63 | |
| MetaOptNetBackbone=ResNet-122021.06 | 62.64 | — | 78.63 | |
| MetaOptTransductive=false, Backbone=ResNet-122020.08 | 62.6 | — | 78.6 | |
| MetaOptNetsetting=Non-transductive, backbone=ResNet-12*2020.10 | 62.6 | — | 78.6 | |
| Neg-SoftmaxBackbone=ResNet-122020.03 | 62.58 | — | 80.43 | |
| MCRNet-SVMbackbone=ResNet-12, base-learner=SVM2020.07 | 62.53 | — | 80.34 | |
| Ent-minTransductive=true, Backbone=ResNet-122020.08 | 62.4 | — | 74.5 | |
| FSL baselinesetting=Non-transductive, backbone=WRN-28-102020.10 | 62.4 | — | 77.5 | |
| AFHNBackbone=Others2021.06 | 62.38 | — | 78.16 | |
| Neg-CosineBackbone=ResNet-182020.03 | 62.33 | — | 80.94 | |
| Neg-cosineTransductive=false, Backbone=ResNet-182020.08 | 62.3 | — | 80.9 | |
| CTMBackbone=Others2021.06 | 62.05 | — | 78.63 | |
| LEOTransductive=false, Backbone=WRN28-102020.08 | 61.8 | — | 77.6 | |
| LEOBackbone=WRN-28-10, Training with base and validation classes=true2020.03 | 61.76 | — | 77.59 | |
| LEObackbone=WRN-28-10, end-to-end=false2020.07 | 61.76 | — | 77.59 | |
| LEOBackbone=Others2021.06 | 61.76 | — | 77.59 | |
| Neg-CosineBackbone=WRN-28-102020.03 | 61.72 | — | 81.79 | |
| Neg-Cosinesetting=Non-transductive, backbone=WRN-28-102020.10 | 61.7 | — | 81.7 | |
| FSL baselinesetting=Non-transductive, backbone=ResNet-12*2020.10 | 61.7 | — | 79.4 | |
| TapNetBackbone=ResNet-122021.06 | 61.65 | — | 76.36 | |
| MetaOpt-SVMBackbone=ResNet12, Learning setup=Inductive, External data=false, External labels=false2022.04 | 61.4 | — | 77.9 | |
| MCRNet-RRbackbone=ResNet-12, base-learner=Ridge Regression2020.07 | 61.32 | — | 78.16 | |
| FSL baselinesetting=Non-transductive, backbone=ResNet-502020.10 | 61.3 | — | 76 | |
| MTLbackbone=ResNet-12, end-to-end=false2020.07 | 61.2 | — | 75.5 | |
| MTLTransductive=false, Backbone=ResNet-122020.08 | 61.2 | — | 75.5 | |
| VFSLTransductive=false, Backbone=ResNet-122020.08 | 61.2 | — | 77.7 | |
| MTLBackbone=ResNet-122021.06 | 61.2 | — | 75.53 | |
| FSL baselinesetting=Non-transductive, backbone=ResNet-122020.10 | 61.1 | — | 76.1 | |
| wDAE GNNbackbone=WRN-28-102020.07 | 61.07 | — | 76.75 | |
| wDAEBackbone=Others2021.06 | 61.07 | — | 76.75 | |
| Baseline-SVMbackbone=ResNet-12, reproduced_by_paper=true2020.07 | 60.73 | — | 76.16 | |
| ICIsetting=Transductive, backbone=ResNet502020.10 | 60.2 | — | 75.2 | |
| TEAMTransductive=true, Backbone=ResNet-182020.08 | 60.1 | — | 75.9 | |
| Neg-SoftmaxBackbone=WRN-28-102020.03 | 60.04 | — | 80.9 | |
| Baseline-RRbackbone=ResNet-12, reproduced_by_paper=true2020.07 | 60.02 | — | 76.51 | |
| Combinedsetting=Non-transductive, backbone=ResNet-12*2020.10 | 59.8 | — | 73.3 |