Few-shot classification on ImageNet mini (test)
0.008ECEOVE PG GP + Cosine (PL)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| OVE PG GP + Cosine (PL)shot=5, way=5, Loss=PL2023.10 | 0.008 | 0.016 | |
| CDKT + Cosine (ML)shot=5, way=5, Loss=ML2023.10 | 0.009 | 0.015 | |
| Bayesian MAML (Chaser)shot=5, way=52023.10 | 0.01 | 0.071 | |
| MatchingNetshot=5, way=52023.10 | 0.019 | 0.043 | |
| CDKT + Cosine (PL)shot=5, way=5, Loss=PL2023.10 | 0.025 | 0.14 | |
| LS (Gibbs) + Cosine (PL)shot=5, way=5, Loss=PL2023.10 | 0.026 | 0.041 | |
| OVE PG GP + Cosine (ML)shot=5, way=5, Loss=ML2023.10 | 0.026 | 0.039 | |
| Bayesian MAMLshot=5, way=52023.10 | 0.027 | 0.049 | |
| ProtoNetshot=5, way=52023.10 | 0.035 | 0.05 | |
| LS (Gibbs) + Cosine (ML)shot=5, way=5, Loss=ML2023.10 | 0.277 | 0.49 | |
| DKT + Cosineshot=5, way=52023.10 | 0.287 | 0.446 | |
| RelationNetshot=5, way=52023.10 | 0.33 | 0.596 | |
| Feature Transfershot=5, way=52023.10 | 0.368 | 0.641 | |
| Baseline++shot=5, way=52023.10 | 0.395 | 0.598 | |
| MQDA-FBBackbone=Conv-4, Temperature Scaling=true2021.01 | 2.33 | — | |
| MQDA-FBBackbone=WRN, Temperature Scaling=true2021.01 | 2.71 | — | |
| MQDA-MAPBackbone=Conv-4, Temperature Scaling=true2021.01 | 2.75 | — | |
| LIN.CLASSIF.Backbone=Conv-4, Temperature Scaling=true2021.01 | 3.56 | — | |
| SIMPLESHOTBackbone=Conv-4, Temperature Scaling=true2021.01 | 3.82 | — | |
| MQDA-MAPBackbone=WRN, Temperature Scaling=true2021.01 | 3.94 | — | |
| SIMPLESHOTBackbone=WRN, Temperature Scaling=true2021.01 | 4.05 | — | |
| MQDA-FBBackbone=Conv-4, Temperature Scaling=false2021.01 | 4.32 | — | |
| QDABackbone=WRN, Temperature Scaling=true2021.01 | 4.52 | — | |
| S2M2+LIN.CLASSIFBackbone=WRN, Temperature Scaling=true2021.01 | 4.93 | — | |
| MQDA-MAPBackbone=Conv-4, Temperature Scaling=false2021.01 | 8.03 | — | |
| QDABackbone=Conv-4, Temperature Scaling=true2021.01 | 8.25 | — | |
| LIN.CLASSIF.Backbone=Conv-4, Temperature Scaling=false2021.01 | 8.54 | — | |
| MQDA-FBBackbone=WRN, Temperature Scaling=false2021.01 | 30.68 | — | |
| MQDA-MAPBackbone=WRN, Temperature Scaling=false2021.01 | 31.17 | — | |
| S2M2+LIN.CLASSIFBackbone=WRN, Temperature Scaling=false2021.01 | 33.23 | — | |
| SIMPLESHOTBackbone=Conv-4, Temperature Scaling=false2021.01 | 33.45 | — | |
| QDABackbone=WRN, Temperature Scaling=false2021.01 | 35.95 | — | |
| SIMPLESHOTBackbone=WRN, Temperature Scaling=false2021.01 | 39.56 | — | |
| QDABackbone=Conv-4, Temperature Scaling=false2021.01 | 43.54 | — |