Few-shot classification on miniImageNet 5-shot (test)
0.45ECEMQDA-FB
Evaluation results
| Method | Links | |
|---|---|---|
| MQDA-FBBackbone=Conv-4, Temperature Scaling=true2021.01 | 0.45 | |
| MQDA-FBBackbone=WRN, Temperature Scaling=true2021.01 | 0.74 | |
| MQDA-MAPBackbone=Conv-4, Temperature Scaling=true2021.01 | 0.89 | |
| MQDA-MAPBackbone=WRN, Temperature Scaling=true2021.01 | 0.94 | |
| QDABackbone=WRN, Temperature Scaling=true2021.01 | 1.78 | |
| SIMPLESHOTBackbone=WRN, Temperature Scaling=true2021.01 | 1.8 | |
| S2M2+LIN.CLASSIFBackbone=WRN, Temperature Scaling=true2021.01 | 2.31 | |
| LIN.CLASSIF.Backbone=Conv-4, Temperature Scaling=true2021.01 | 2.88 | |
| MQDA-FBBackbone=Conv-4, Temperature Scaling=false2021.01 | 2.92 | |
| SIMPLESHOTBackbone=Conv-4, Temperature Scaling=true2021.01 | 3.35 | |
| QDABackbone=Conv-4, Temperature Scaling=true2021.01 | 4.37 | |
| MQDA-MAPBackbone=Conv-4, Temperature Scaling=false2021.01 | 5.27 | |
| LIN.CLASSIF.Backbone=Conv-4, Temperature Scaling=false2021.01 | 7.48 | |
| MQDA-FBBackbone=WRN, Temperature Scaling=false2021.01 | 15.86 | |
| MQDA-MAPBackbone=WRN, Temperature Scaling=false2021.01 | 17.37 | |
| QDABackbone=WRN, Temperature Scaling=false2021.01 | 18.13 | |
| QDABackbone=Conv-4, Temperature Scaling=false2021.01 | 26.78 | |
| S2M2+LIN.CLASSIFBackbone=WRN, Temperature Scaling=false2021.01 | 36.84 | |
| SIMPLESHOTBackbone=Conv-4, Temperature Scaling=false2021.01 | 45.81 | |
| SIMPLESHOTBackbone=WRN, Temperature Scaling=false2021.01 | 55.68 |