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ResearchFormerly WizWand

Few-shot Image Classification on CIFAR-FS 5-way (test)

80.08Top-1 Acc (1-shot)SMKD (Prototype)
73.184874.974976.76578.5551Mar 25, 2023
Updated 8mo ago

Evaluation results

MethodLinks
SMKD (Prototype)Backbone=ViT-S, #Params=21M2023.0380.08—90.63
SMKD (Classifier)Backbone=ViT-S, #Params=21M2023.0379.82—90.91
HCT (Prototype)Backbone=3x ViT-S, #Params=63.0M2023.0378.89—87.73
HCT (Classifier)Backbone=3x ViT-S, #Params=63.0M2023.0378.88—90.5
SUNBackbone=ViT, #Params=12.5M2023.0378.37—88.84
IEBackbone=ResNet-12, #Params=12.4M2023.0377.87—89.74
FewTUREBackbone=Swin-Tiny, #Params=29.0M2023.0377.76—88.9
PALBackbone=ResNet-12, #Params=12.4M2023.0377.1—88
PSSTBackbone=WRN-28-10, #Params=36.5M2023.0377.02—88.45
FewTUREBackbone=ViT-S, #Params=21.0M2023.0376.1—86.14
Meta-QDABackbone=WRN-28-10, #Params=36.5M2023.0375.95—88.72
DSN-MRBackbone=ResNet-12, #Params=12.4M2023.0375.6—86.2
TPMNBackbone=ResNet-12, #Params=12.4M2023.0375.5—87.2
ConstellationNetBackbone=ResNet-12, #Params=12.4M2023.0375.4—86.8
MN+MCBackbone=ResNet-12, #Params=12.4M2023.0374.63—86.45
RENetBackbone=ResNet-12, #Params=12.4M2023.0374.51—86.6
CC+rotBackbone=WRN-28-10, #Params=36.5M2023.0373.62—86.05
BMLBackbone=ResNet-12, #Params=12.4M2023.0373.45—88.04
CrossPointShots=1-shot2023.03—64.5—
CrossPointShots=5-shot2023.03—80.1—
MAMLShots=1-shot2023.03—58.9—
MAMLShots=5-shot2023.03—71.5—
PiMAE From ScratchShots=1-shot2023.03—62.4—
PiMAE From ScratchShots=5-shot2023.03—76.6—
PiMAE Pre-trainedShots=1-shot2023.03—66.9—
PiMAE Pre-trainedShots=5-shot2023.03—80.7—
Prototypical NetworkShots=1-shot2023.03—55.5—
Prototypical NetworkShots=5-shot2023.03—72—
Relation NetworkShots=1-shot2023.03—55—
Relation NetworkShots=5-shot2023.03—69.3—