Image Classification on PneumoniaMNIST v2 (test)
88.1g-meanG* (Oracle)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| G* (Oracle)Selection strategy=G* Oracle Selection, Backbone=ResNet182025.03 | 88.1 | 7.2 | 40 | |
| G*Selection strategy=G* (Proposed Ensemble Selection), Backbone=ResNet182025.03 | 86.7 | 5.5 | 38 | |
| Single (top-1)Selection strategy=top-1 ranking, Ranking source=Real test set performance, Backbone=ResNet182025.03 | 85.4 | 3.9 | 1 | |
| Single (top-5)Selection strategy=top-5 ranking, Ranking source=Real test set performance, Backbone=ResNet182025.03 | 84.2 | 2.4 | 1 | |
| Naive (A)Selection strategy=Naive All Ensemble, Backbone=ResNet182025.03 | 82.3 | 0.1 | 110 | |
| RealTraining Data=Real, Backbone=ResNet182025.03 | 82.2 | — | — | |
| Naive (R)Selection strategy=Naive Random Ensemble, Backbone=ResNet182025.03 | 82.2 | 0 | 38 | |
| Single (average)Selection strategy=average of single GANs, Backbone=ResNet182025.03 | 65.2 | -20.7 | 1 |