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ResearchFormerly WizWand

Few-shot classification on Mini-ImageNet

95.31-shot AccP>M>F
58.3867.96577.5587.135Mar 26, 2020Mar 26, 2021Mar 26, 2022Mar 27, 2023Mar 26, 2024Mar 26, 2025Mar 27, 2026
Updated 7mo ago

Evaluation results

MethodLinks
P>M>FBackbone=ViT-base, Pre-training=IN1K, Learning setup=Semi-supervised, External data=true, External labels=false2022.0495.3—98.4
P>M>FBackbone=ViT-Small, Pre-training=IN1K, Learning setup=Semi-supervised, External data=true, External labels=false2022.0493.1—98
EASY + KD + MobileViT-XXSFramework=EASY, Backbone=MobileViT-XXS, Knowledge Distillation=true2026.0385.08—92.96
ProtoDiffShots=5-shot, Backbone=ResNet-122023.0683.48——
PT-MAPBackbone=WRN-28-10, Learning setup=Transductive, External data=false, External labels=false2022.0482.9—88.8
UBC-TFSLsetting=Transductive, backbone=ResNet-1012020.1080.4—92.8
UBC-TFSLsetting=Transductive, backbone=WRN-28-102020.1080.3—92.4
EPNet (full)setting=Transductive, backbone=WRN-28-102020.1080.2—88.9
TAFSSLsetting=Transductive, backbone=DenseNet2020.1080.1—85.7
CNAPS + FEITBackbone=ResNet18, Learning setup=Transductive, External data=true, External labels=true2022.0479.9—91.5
Meta-BaselineShots=5-shot, Backbone=ResNet-122023.0679.26——
EPNetsetting=Transductive, backbone=WRN-28-102020.1079.2—88
EPNet + SSLBackbone=WRN-28-10, Learning setup=Self-supervised, External data=true, External labels=false2022.0479.2—88.1
P>M>FBackbone=RN50, Pre-training=IN1K, Learning setup=Semi-supervised, External data=true, External labels=false2022.0479.2—92
UBC-TFSLsetting=Transductive, backbone=ResNet-502020.1079.1—92.1
TIM-GDTransductive=true, Backbone=WRN28-102020.0877.8—87.4
Classifier-BaselineShots=5-shot, Backbone=ResNet-122023.0677.76——
TIM-ADMTransductive=true, Backbone=WRN28-102020.0877.5—87.2
ProtoNetBackbone=AMDIM ResNet, Learning setup=Self-supervised, External data=true, External labels=false2022.0476.8—91
EASY + MobileViT-XXSFramework=EASY, Backbone=MobileViT-XXS, Knowledge Distillation=false2026.0375.08—88.43
LaplacianShotTransductive=true, Backbone=WRN28-102020.0874.9—84.1
TIM-GDTransductive=true, Backbone=ResNet-182020.0873.9—85
TIM-ADMTransductive=true, Backbone=ResNet-182020.0873.6—85
LaplacianShotTransductive=true, Backbone=ResNet-182020.0872.1—82.3
EASY + ResNet12Framework=EASY, Backbone=ResNet12, Knowledge Distillation=false2026.0370.84—86.28
ECKPNBackbone=ResNet-122021.0670.48—85.42
BD-CSPNTransductive=true, Backbone=WRN28-102020.0870.3—81.9
UBC-TFSLsetting=Transductive, backbone=ResNet-122020.1070.3—86.9
LSTBackbone=ResNet12, Learning setup=Semi-supervised, External data=true, External labels=false2022.0470.1—78.7
PLCMBackbone=ResNet12, Learning setup=Semi-supervised, External data=true, External labels=false2022.0470.1—83.7
SIBTransductive=true, Backbone=WRN28-102020.0870—79.2
SIBBackbone=WRN-28-10, Learning setup=Transductive, External data=false, External labels=false2022.0470—79.2
ECKPNBackbone=Conv-42021.0668.89—83.59
Meta-BaselineBackbone=ResNet12, Learning setup=Inductive, External data=false, External labels=false2022.0468.6—83.7
DPGNBackbone=ResNet-122021.0667.77—84.6
CAN+TTransductive=true, Backbone=ResNet-122020.0867.2—80.6
ICIsetting=Transductive, backbone=ResNet-12*2020.1066.8—79.1
ProtoDiffShots=1-shot, Backbone=ResNet-122023.0666.63——
DPGNBackbone=Conv-42021.0666.01—82.83
DeepEMDBackbone=ResNet-122021.0665.91—82.41
Ent-minTransductive=true, Backbone=WRN28-102020.0865.7—78.4
Fine-tuningBackbone=WRN-28-10, Learning setup=Transductive, External data=false, External labels=false2022.0465.7—78.4
Combinedsetting=Non-transductive, backbone=ResNet-1012020.1065.6—81.6
RS-FSLBackbone=ResNet12, Learning setup=Inductive, External data=false, External labels=false2022.0465.3——
Combinedsetting=Non-transductive, backbone=WRN-28-102020.1065.2—81.2
FEATTransductive=false, Backbone=WRN28-102020.0865.1—81.1
DistillTransductive=false, Backbone=ResNet-122020.0864.8—82.1
Distillsetting=Non-transductive, backbone=ResNet-12*2020.1064.8—82.1
ICIsetting=Transductive, backbone=ResNet1012020.1064.3—78.1
MatchNetTransductive=false, Backbone=WRN28-102020.0864—76.3
CC+rot+unlabeledTransductive=false, Backbone=WRN28-102020.0864—80.7
Combinedsetting=Non-transductive, backbone=ResNet-502020.1063.9—79.9
Neg-CosineBackbone=ResNet-122020.0363.85—81.57
Neg-Cosinesetting=Non-transductive, backbone=ResNet-12*2020.1063.8—81.5
Combinedsetting=Non-transductive, backbone=ResNet-122020.1063.8—79.9
SimpleShotTransductive=false, Backbone=WRN28-102020.0863.5—80.3
Meta-BaselineShots=1-shot, Backbone=ResNet-122023.0663.17——
AWGIMBackbone=Others2021.0663.12—78.4
AWGIMTransductive=true, Backbone=WRN28-102020.0863.1—78.4
FEATBackbone=ResNet-122021.0662.96—78.49
Cosine + rotationBackbone=WRN-28-102020.0362.93—79.87
SimpleShotTransductive=false, Backbone=ResNet-182020.0862.9—80
ProtoNetBackbone=WRN-28-10, Learning setup=Self-supervised, External data=false, External labels=false2022.0462.9—79.9
FSL baselinesetting=Non-transductive, backbone=ResNet-1012020.1062.7—77.6
MetaOptNet-SVMBackbone=ResNet-122020.0362.64—78.63
MetaOptNetBackbone=ResNet-122021.0662.64—78.63
MetaOptTransductive=false, Backbone=ResNet-122020.0862.6—78.6
MetaOptNetsetting=Non-transductive, backbone=ResNet-12*2020.1062.6—78.6
Neg-SoftmaxBackbone=ResNet-122020.0362.58—80.43
MCRNet-SVMbackbone=ResNet-12, base-learner=SVM2020.0762.53—80.34
Ent-minTransductive=true, Backbone=ResNet-122020.0862.4—74.5
FSL baselinesetting=Non-transductive, backbone=WRN-28-102020.1062.4—77.5
AFHNBackbone=Others2021.0662.38—78.16
Neg-CosineBackbone=ResNet-182020.0362.33—80.94
Neg-cosineTransductive=false, Backbone=ResNet-182020.0862.3—80.9
CTMBackbone=Others2021.0662.05—78.63
LEOTransductive=false, Backbone=WRN28-102020.0861.8—77.6
LEOBackbone=WRN-28-10, Training with base and validation classes=true2020.0361.76—77.59
LEObackbone=WRN-28-10, end-to-end=false2020.0761.76—77.59
LEOBackbone=Others2021.0661.76—77.59
Neg-CosineBackbone=WRN-28-102020.0361.72—81.79
Neg-Cosinesetting=Non-transductive, backbone=WRN-28-102020.1061.7—81.7
FSL baselinesetting=Non-transductive, backbone=ResNet-12*2020.1061.7—79.4
TapNetBackbone=ResNet-122021.0661.65—76.36
MetaOpt-SVMBackbone=ResNet12, Learning setup=Inductive, External data=false, External labels=false2022.0461.4—77.9
MCRNet-RRbackbone=ResNet-12, base-learner=Ridge Regression2020.0761.32—78.16
FSL baselinesetting=Non-transductive, backbone=ResNet-502020.1061.3—76
MTLbackbone=ResNet-12, end-to-end=false2020.0761.2—75.5
MTLTransductive=false, Backbone=ResNet-122020.0861.2—75.5
VFSLTransductive=false, Backbone=ResNet-122020.0861.2—77.7
MTLBackbone=ResNet-122021.0661.2—75.53
FSL baselinesetting=Non-transductive, backbone=ResNet-122020.1061.1—76.1
wDAE GNNbackbone=WRN-28-102020.0761.07—76.75
wDAEBackbone=Others2021.0661.07—76.75
Baseline-SVMbackbone=ResNet-12, reproduced_by_paper=true2020.0760.73—76.16
ICIsetting=Transductive, backbone=ResNet502020.1060.2—75.2
TEAMTransductive=true, Backbone=ResNet-182020.0860.1—75.9
Neg-SoftmaxBackbone=WRN-28-102020.0360.04—80.9
Baseline-RRbackbone=ResNet-12, reproduced_by_paper=true2020.0760.02—76.51
Combinedsetting=Non-transductive, backbone=ResNet-12*2020.1059.8—73.3