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ResearchFormerly WizWand

Few-shot Image Classification on tieredImageNet original (test)

83.065-way 1-shot AccuracyGaussFusion (Improved EM)
57.600864.210470.8277.4296Aug 11, 2021
Updated 8mo ago

Evaluation results

MethodLinks
GaussFusion (Improved EM)Setting=Transductive, Type=Pre-training, Backbone=ResNet122021.0883.0688.6
GaussFusion (EM)Setting=Transductive, Type=Pre-training, Backbone=ResNet122021.0881.488.15
GaussFusion (Conference Version)Setting=Transductive, Type=Pre-training, Backbone=ResNet122021.0881.0487.42
ICISetting=Transductive, Type=Pre-training, Backbone=ResNet122021.0880.5687.93
TIM-GDSetting=Transductive, Type=Pre-training, Backbone=ResNet182021.0879.988.5
LaplacianShotSetting=Transductive, Type=Pre-training, Backbone=ResNet182021.0878.9886.39
EPNetSetting=Transductive, Type=Graph, Backbone=ResNet122021.0876.5387.32
BD-CSPNSetting=Transductive, Type=Pre-training, Backbone=ResNet122021.0876.1785.7
DCSetting=Inductive, Type=Pre-training, Backbone=WRN-28-102021.0875.9287.84
GaussFusion (MeanFusion)Setting=Inductive, Type=Pre-training, Backbone=ResNet122021.0874.1986.09
TFTSetting=Transductive, Type=Pre-training, Backbone=WRN-28-102021.0873.3485.5
DPGNSetting=Transductive, Type=Graph, Backbone=ResNet122021.0872.4587.24
MCGNSetting=Transductive, Type=Graph, Backbone=ConvNet2562021.0871.2185.98
CentAlignSetting=Inductive, Type=Pre-training, Backbone=ResNet182021.0869.2985.97
MetaBaselineSetting=Inductive, Type=Pre-training, Backbone=ResNet122021.0868.6283.29
MetaOptNetSetting=Inductive, Type=Optimization, Backbone=ResNet122021.0865.9981.56
ALFASetting=Inductive, Type=Optimization, Backbone=ResNet122021.0864.6282.48
MAMLSetting=Inductive, Type=Optimization, Backbone=ResNet122021.0858.5871.24