Few-shot Image Classification on miniImageNet original (test)
79.015-way 1-shot AccGaussFusion (Improved EM)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GaussFusion (Improved EM)Setting=Transductive, Type=Pre-training, Backbone=ResNet122021.08 | 79.01 | 84.18 | |
| GaussFusion (EM)Setting=Transductive, Type=Pre-training, Backbone=ResNet122021.08 | 75.35 | 83.46 | |
| RAP-LaplacianShotSetting=Transductive, Type=Pre-training, Backbone=ResNet122021.08 | 74.29 | 84.51 | |
| TIM-GDSetting=Transductive, Type=Pre-training, Backbone=ResNet182021.08 | 73.9 | 85 | |
| GaussFusion (Conference Version)Setting=Transductive, Type=Pre-training, Backbone=ResNet122021.08 | 73.13 | 82.06 | |
| LaplacianShotSetting=Transductive, Type=Pre-training, Backbone=ResNet182021.08 | 72.11 | 82.31 | |
| SIBSetting=Transductive, Type=Pre-training, Backbone=WRN-28-102021.08 | 70 | 79.2 | |
| GaussFusion (MeanFusion)Setting=Inductive, Type=Pre-training, Backbone=ResNet122021.08 | 69.68 | 81.65 | |
| DPGNSetting=Transductive, Type=Graph, Backbone=ResNet122021.08 | 67.77 | 84.6 | |
| MCGNSetting=Transductive, Type=Graph, Backbone=ConvNet2562021.08 | 67.32 | 83.03 | |
| MultiSemSetting=Inductive, Type=Semantics, Backbone=Dense-1212021.08 | 67.3 | 82.1 | |
| AM3-TRAMLSetting=Inductive, Type=Semantics, Backbone=ResNet122021.08 | 67.1 | 79.54 | |
| DCSetting=Inductive, Type=Pre-training, Backbone=WRN-28-102021.08 | 66.91 | 80.74 | |
| EPNetSetting=Transductive, Type=Graph, Backbone=ResNet122021.08 | 66.5 | 81.06 | |
| BD-CSPNSetting=Transductive, Type=Pre-training, Backbone=ResNet122021.08 | 65.94 | 79.23 | |
| ICISetting=Transductive, Type=Pre-training, Backbone=ResNet122021.08 | 65.77 | 78.94 | |
| TFTSetting=Transductive, Type=Pre-training, Backbone=WRN-28-102021.08 | 65.73 | 78.4 | |
| ConstellationNetSetting=Inductive, Type=Metric, Backbone=ResNet122021.08 | 64.89 | 79.95 | |
| FSLKTSetting=Inductive, Type=Semantics, Backbone=ConvNet1282021.08 | 64.42 | 74.16 | |
| Neg-CosineSetting=Inductive, Type=Pre-training, Backbone=ResNet122021.08 | 63.85 | 81.57 | |
| CPDESetting=Inductive, Type=Attribute, Backbone=ResNet122021.08 | 63.21 | 79.68 | |
| MetaBaselineSetting=Inductive, Type=Pre-training, Backbone=ResNet122021.08 | 63.17 | 79.26 | |
| MetaOptNetSetting=Inductive, Type=Optimization, Backbone=ResNet122021.08 | 62.64 | 78.63 | |
| SRestoreNetSetting=Transductive, Type=Metric, Backbone=ResNet182021.08 | 61.14 | — | |
| CentAlignSetting=Inductive, Type=Pre-training, Backbone=ResNet182021.08 | 59.88 | 80.35 | |
| ALFASetting=Inductive, Type=Optimization, Backbone=ResNet122021.08 | 59.74 | 77.96 | |
| RestoreNetSetting=Inductive, Type=Metric, Backbone=ResNet182021.08 | 59.28 | — | |
| CFASetting=Inductive, Type=Attribute, Backbone=ResNet182021.08 | 58.5 | 76.6 | |
| MAMLSetting=Inductive, Type=Optimization, Backbone=ResNet122021.08 | 58.37 | 69.76 | |
| RAP-ProtoNetSetting=Inductive, Type=Metric, Backbone=ResNet102021.08 | 53.64 | 74.54 |