Image Classification on MNIST (retained set D\Du)
99.76Macro F1-scoreOriginal
Evaluation Results
| Method | Links | |
|---|---|---|
| OriginalBackbone=MLP, Class Setting=Balanced2024.08 | 99.76 | |
| Adv-R (Sr)Backbone=MLP, Class Setting=Imbalanced, Selection Strategy=Random Sampling2024.08 | 99.71 | |
| RetrainBackbone=MLP, Class Setting=Balanced2024.08 | 99.52 | |
| Adv-R (Sr)Backbone=MLP, Class Setting=Balanced, Selection Strategy=Random Sampling2024.08 | 99.33 | |
| Adv-FBackbone=MLP, Class Setting=Balanced2024.08 | 99.33 | |
| Adv-R (Sn)Backbone=MLP, Class Setting=Balanced, Selection Strategy=Nearest Neighbor2024.08 | 98.65 | |
| Adv-R (Sn)Backbone=MLP, Class Setting=Imbalanced, Selection Strategy=Nearest Neighbor2024.08 | 97.96 | |
| Adv-FBackbone=MLP, Class Setting=Imbalanced2024.08 | 97.28 | |
| OriginalBackbone=MLP, Class Setting=Imbalanced2024.08 | 97 | |
| RetrainBackbone=MLP, Class Setting=Imbalanced2024.08 | 95.86 |