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ResearchFormerly WizWand

5-way Few-Shot Classification on CIFAR-FS (1-shot/5-shot)

87.281-shot AccuracyMCT (Pair)
54.228862.809471.3979.9706Feb 27, 2020Aug 2, 2020Jan 6, 2021Jun 13, 2021Nov 17, 2021Apr 23, 2022Sep 28, 2022
Updated 8mo ago

Evaluation results

MethodLinks
MCT (Pair)Backbone=ResNet-12, Inference Setting=Transductive2020.0287.2890.5
MCT (Instance)Backbone=ResNet-12, Inference Setting=Transductive2020.0285.6190.03
SIBBackbone=WRN-28-10, Inference Setting=Transductive2020.028085.3
MUSICBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.0978.9687.25
MUSIC (only pos)Backbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.0978.8187.11
iLPCBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.0978.5785.84
MUSIC (only neg)Backbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.0978.2686.53
DPGNBackbone=ResNet-12, Inference Setting=Transductive2020.0277.990.2
MCI (Instance)Backbone=ResNet-12, Inference Setting=Inductive2020.0277.8489.11
PLCMBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.0977.62—
MUSICBackbone=ResNet-12, Transductive setup=true2022.0977.5685.49
MUSIC (only pos)Backbone=ResNet-12, Transductive setup=true2022.0977.4285.33
MUSIC (only neg)Backbone=ResNet-12, Transductive setup=true2022.0977.2685.1
iLPCBackbone=ResNet-12, Transductive setup=true2022.0977.1485.23
Fine-tuningBackbone=WRN-28-10, Inference Setting=Transductive2020.0276.5885.79
ICIBackbone=ResNet-12, Evaluation Setup=Basic semi-supervised2022.0976.5184.32
MCI (Pair)Backbone=ResNet-12, Inference Setting=Inductive2020.0276.2388.39
DeepEMDBackbone=ResNet-12, Evaluation Setup=Inductive2022.0974.5886.92
RENetBackbone=ResNet-12, Evaluation Setup=Inductive2022.0974.5186.6
ICIBackbone=ResNet-12, Transductive setup=true2022.0973.9784.13
MetaOpt-SVMBackbone=ResNet-12, Inference Setting=Inductive2020.027284.2
MAMLBackbone=4 CONV, Evaluation Setup=Inductive2022.0958.971.5
ProtoNetBackbone=4 CONV, Evaluation Setup=Inductive2022.0955.572