Classification on CIFAR100 (Expected Loss Metrics)
25.2Avg Expected LossERM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| ERMSetting=DO, Model complexity=Complex2023.10 | 25.2 | 64 | |
| RAI-FWSetting=DO, Model complexity=Complex, Constraint set=x22023.10 | 25.4 | 58 | |
| RAI-GASetting=DO, Model complexity=Complex, Constraint set=x22023.10 | 25.6 | 56.8 | |
| ERMSetting=DO, Model complexity=Base2023.10 | 27.1 | 66 | |
| Online GDROSetting=DA, Model complexity=Base2023.10 | 27.3 | 57 | |
| SGDSetting=DO, Model complexity=Base, Constraint set=x22023.10 | 27.4 | 65.9 | |
| RAI-GASetting=DO, Model complexity=Base, Constraint set=x22023.10 | 27.4 | 65 | |
| RAI-GASetting=DA, Model complexity=Base, Constraint set=Group2023.10 | 27.4 | 56.6 | |
| RAI-FWSetting=DO, Model complexity=Base, Constraint set=x22023.10 | 27.5 | 63.8 | |
| RAI-GASetting=PDA, Model complexity=Base, Constraint set=Group intersection x22023.10 | 27.5 | 62.5 | |
| Online GDROSetting=PDA, Model complexity=Base2023.10 | 27.7 | 64 | |
| RAI-FWSetting=DA, Model complexity=Base, Constraint set=Group2023.10 | 27.9 | 52.9 | |
| RAI-FWSetting=PDA, Model complexity=Base, Constraint set=Group intersection x22023.10 | 27.9 | 58.9 | |
| AdaBoostSetting=DO, Model complexity=Base2023.10 | 28.1 | 72.2 |