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ResearchFormerly WizWand

Few-shot Image Classification on miniImageNet (novel classes)

74.63Top-1 AccIDeMe-Net
42.317250.706159.09567.4839May 28, 2019
Updated 8mo ago

Evaluation results

MethodLinks
IDeMe-NetShots=5-shot2019.0574.63——
Delta-EncoderShots=5-shot2019.0573.6——
Prototype ClassifierShots=5-shot2019.0572.71——
Relation NetworkShots=5-shot2019.0571.07——
Cos & Art.Shots=5-shot2019.0570.13——
SNAILShots=5-shot2019.0568.88——
Prototypical NetworkShots=5-shot2019.0568.2——
Meta-SGDShots=5-shot2019.0564.03——
MAMLShots=5-shot2019.0563.11——
IDeMe-NetShots=1-shot2019.0559.14——
Delta-EncoderShots=1-shot2019.0558.7——
Relation NetworkShots=1-shot2019.0557.02——
SNAILShots=1-shot2019.0555.71——
Cos & Art.Shots=1-shot2019.0555.45——
Matching NetworkShots=5-shot2019.0555.31——
Prototype ClassifierShots=1-shot2019.0552.54——
Meta-SGDShots=1-shot2019.0550.47——
Prototypical NetworkShots=1-shot2019.0549.42——
MAMLShots=1-shot2019.0548.7——
Matching NetworkShots=1-shot2019.0543.56——
Baseline++Setting=Inductive, Backbone=ResNet182020.06—51.8775.68
BD-CSPNSetting=Transductive, Backbone=WRN2020.06—70.3181.89
DFMN-MCTSetting=Transductive, Backbone=ResNet122020.06—78.5586.03
MAMLSetting=Inductive, Backbone=ResNet182020.06—49.6165.72
Matching NetworksSetting=Inductive, Backbone=WRN2020.06—64.0376.32
ProtoNetSetting=Inductive, Backbone=WRN2020.06—62.679.97
PT+MAPSetting=Transductive, Backbone=WRN2020.06—82.9288.82
PT+NCMSetting=Inductive, Backbone=WRN2020.06—65.3583.87
S2M2_RSetting=Inductive, Backbone=WRN2020.06—64.9383.18
SimpleShotSetting=Inductive, Backbone=DenseNet1212020.06—64.2981.5
TAFSSLSetting=Transductive, Backbone=DenseNet1212020.06—77.0684.99
Transfer+SGCSetting=Transductive, Backbone=WRN2020.06—76.4785.23