Classification on CIFAR-10 Imbalanced
11.7Average Expected LossRAI-GA
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| RAI-GASetting=DO, Model complexity=Complex, Constraint set=x22023.10 | 11.7 | 30.4 | |
| RAI-FWSetting=DO, Model complexity=Complex, Constraint set=x22023.10 | 11.9 | 29.1 | |
| ERMSetting=DO, Model complexity=Complex2023.10 | 12.1 | 31.3 | |
| RAI-GASetting=DA, Model complexity=Base, Constraint set=Group2023.10 | 13 | 27.3 | |
| RAI-FWSetting=DA, Model complexity=Base, Constraint set=Group2023.10 | 13 | 26 | |
| RAI-GASetting=PDA, Model complexity=Base, Constraint set=Group intersection x22023.10 | 13 | 30.1 | |
| Online GDROSetting=DA, Model complexity=Base2023.10 | 13.1 | 26.6 | |
| SGDSetting=DO, Model complexity=Base, Constraint set=x22023.10 | 13.3 | 31.7 | |
| Online GDROSetting=PDA, Model complexity=Base2023.10 | 13.4 | 32.2 | |
| RAI-FWSetting=PDA, Model complexity=Base, Constraint set=Group intersection x22023.10 | 13.5 | 29.4 | |
| RAI-FWSetting=DO, Model complexity=Base, Constraint set=x22023.10 | 13.9 | 32.6 | |
| RAI-GASetting=DO, Model complexity=Base, Constraint set=x22023.10 | 14 | 32.2 | |
| ERMSetting=DO, Model complexity=Base2023.10 | 14.2 | 33.6 | |
| AdaBoostSetting=DO, Model complexity=Base2023.10 | 15.2 | 40.6 |