Few-shot Image Classification on tieredImageNet original (test)
83.065-way 1-shot AccuracyGaussFusion (Improved EM)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GaussFusion (Improved EM)Setting=Transductive, Type=Pre-training, Backbone=ResNet122021.08 | 83.06 | 88.6 | |
| GaussFusion (EM)Setting=Transductive, Type=Pre-training, Backbone=ResNet122021.08 | 81.4 | 88.15 | |
| GaussFusion (Conference Version)Setting=Transductive, Type=Pre-training, Backbone=ResNet122021.08 | 81.04 | 87.42 | |
| ICISetting=Transductive, Type=Pre-training, Backbone=ResNet122021.08 | 80.56 | 87.93 | |
| TIM-GDSetting=Transductive, Type=Pre-training, Backbone=ResNet182021.08 | 79.9 | 88.5 | |
| LaplacianShotSetting=Transductive, Type=Pre-training, Backbone=ResNet182021.08 | 78.98 | 86.39 | |
| EPNetSetting=Transductive, Type=Graph, Backbone=ResNet122021.08 | 76.53 | 87.32 | |
| BD-CSPNSetting=Transductive, Type=Pre-training, Backbone=ResNet122021.08 | 76.17 | 85.7 | |
| DCSetting=Inductive, Type=Pre-training, Backbone=WRN-28-102021.08 | 75.92 | 87.84 | |
| GaussFusion (MeanFusion)Setting=Inductive, Type=Pre-training, Backbone=ResNet122021.08 | 74.19 | 86.09 | |
| TFTSetting=Transductive, Type=Pre-training, Backbone=WRN-28-102021.08 | 73.34 | 85.5 | |
| DPGNSetting=Transductive, Type=Graph, Backbone=ResNet122021.08 | 72.45 | 87.24 | |
| MCGNSetting=Transductive, Type=Graph, Backbone=ConvNet2562021.08 | 71.21 | 85.98 | |
| CentAlignSetting=Inductive, Type=Pre-training, Backbone=ResNet182021.08 | 69.29 | 85.97 | |
| MetaBaselineSetting=Inductive, Type=Pre-training, Backbone=ResNet122021.08 | 68.62 | 83.29 | |
| MetaOptNetSetting=Inductive, Type=Optimization, Backbone=ResNet122021.08 | 65.99 | 81.56 | |
| ALFASetting=Inductive, Type=Optimization, Backbone=ResNet122021.08 | 64.62 | 82.48 | |
| MAMLSetting=Inductive, Type=Optimization, Backbone=ResNet122021.08 | 58.58 | 71.24 |