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ResearchFormerly WizWand

Few-shot image classification on tieredImageNet standard (test)

87.93Average AccuracyLaplacianShot
65.112471.036276.9682.8838Jun 28, 2020Dec 10, 2020May 24, 2021Nov 5, 2021Apr 19, 2022Oct 1, 2022Mar 16, 2023
Updated 8mo ago

Evaluation results

MethodLinks
LaplacianShotNetwork=DenseNet, Shot=5-shot2020.0687.93——
LaplacianShotNetwork=WRN, Shot=5-shot2020.0687.56——
BD-CSPNNetwork=WRN, Shot=5-shot2020.0686.92——
LaplacianShotNetwork=MobileNet, Shot=5-shot2020.0686.75——
LaplacianShotNetwork=ResNet-18, Shot=5-shot2020.0686.39——
SimpleShotNetwork=DenseNet, Shot=5-shot2020.0686.33——
SimpleShotNetwork=WRN, Shot=5-shot2020.0685.76——
Transductive tuningNetwork=WRN, Shot=5-shot2020.0685.5——
CC+rotNetwork=WRN, Shot=5-shot2020.0684.98——
CAN+TNetwork=ResNet-12, Shot=5-shot2020.0684.93——
SimpleShotNetwork=MobileNet, Shot=5-shot2020.0684.91——
SimpleShotNetwork=ResNet-18, Shot=5-shot2020.0684.56——
FEATNetwork=WRN, Shot=5-shot2020.0684.38——
noHub-SFeature Extractor=ResNet-18, Shot=1-shot, Classifier=SIAMESE2023.0383.09——
noHubFeature Extractor=ResNet-18, Shot=1-shot, Classifier=SIAMESE2023.0382.94——
noHub-SFeature Extractor=WideRes28-10, Shot=1-shot, Classifier=SIAMESE2023.0382.85——
noHubFeature Extractor=WideRes28-10, Shot=1-shot, Classifier=SIAMESE2023.0382.8——
MetaoptNetNetwork=ResNet-18, Shot=5-shot2020.0681.56——
LEONetwork=WRN, Shot=5-shot2020.0681.44——
LaplacianShotNetwork=DenseNet, Shot=1-shot2020.0680.3——
LaplacianShotNetwork=WRN, Shot=1-shot2020.0680.18——
LaplacianShotNetwork=MobileNet, Shot=1-shot2020.0679.13——
LaplacianShotNetwork=ResNet-18, Shot=1-shot2020.0678.98——
BD-CSPNNetwork=WRN, Shot=1-shot2020.0678.74——
Transductive tuningNetwork=WRN, Shot=1-shot2020.0673.34——
CAN+TNetwork=ResNet-12, Shot=1-shot2020.0673.21——
SimpleShotNetwork=DenseNet, Shot=1-shot2020.0671.2——
SimpleShotNetwork=WRN, Shot=1-shot2020.0670.9——
CC+rotNetwork=WRN, Shot=1-shot2020.0670.53——
FEATNetwork=WRN, Shot=1-shot2020.0670.41——
SimpleShotNetwork=ResNet-18, Shot=1-shot2020.0669.68——
SimpleShotNetwork=MobileNet, Shot=1-shot2020.0669.5——
LEONetwork=WRN, Shot=1-shot2020.0666.33——
MetaoptNetNetwork=ResNet-18, Shot=1-shot2020.0665.99——
EfficientFSLBackbone=ViT-S, Params=1.25M, Pre-training=ImageNet1K2026.01—89.7295.41
EfficientFSLBackbone=ViT-B, Params=2.48M, Pre-training=ImageNet1K2026.01—87.6393.13
EfficientFSLBackbone=ViT-B, Params=2.48M, Pre-training=ImageNet21K2026.01—93.2796.78
FewTUREBackbone=ViT-S, Params=21.7M2026.01—72.9686.43
FewVSBackbone=ViT-S, Params=21.7M2026.01—87.8792.27
Full Fine-TuningBackbone=ViT-S, Params=21.7M2026.01—77.8789.13
Full Fine-TuningBackbone=ViT-B, Params=85.8M2026.01—80.1791.15
KTPPBackbone=Visformer-T, Params=11.1M2026.01—80.890.01
MetaF.Backbone=ViT-S, Params=24.5M2026.01—88.3893.37
SCAM-NetBackbone=ViT-S, Params=21.7M2026.01—78.8988.67
SemFewBackbone=Swin-T, Params=88.0M2026.01—82.3789.89
SPBackbone=Visformer-T, Params=10.3M2026.01—78.0388.55