Class-Incremental Learning on ImageNet-100 B50 Inc25
87.96Avg AccuracyDER w/ C-Flat
Evaluation results
| Method | Links | |
|---|---|---|
| DER w/ C-FlatExpansion=true, C-Flat=true2024.04 | 87.96 | |
| FOSTERExpansion=true, C-Flat=false2024.04 | 87.81 | |
| FOSTER w/ C-FlatExpansion=true, C-Flat=true2024.04 | 87.81 | |
| DERExpansion=true, C-Flat=false2024.04 | 87.1 | |
| PODNet w/ C-FlatRegularization=true, Memory=true, C-Flat=true2024.04 | 86.85 | |
| PODNetRegularization=true, Memory=true, C-Flat=false2024.04 | 85.95 | |
| WA w/ C-FlatRegularization=true, C-Flat=true2024.04 | 83.84 | |
| MEMO w/ C-FlatExpansion=true, C-Flat=true2024.04 | 83.41 | |
| MEMOExpansion=true, C-Flat=false2024.04 | 83.09 | |
| WARegularization=true, C-Flat=false2024.04 | 80.81 | |
| iCaRLRegularization=true, Memory=true, C-Flat=false2024.04 | 77.25 | |
| iCaRL w/ C-FlatRegularization=true, Memory=true, C-Flat=true2024.04 | 76.22 | |
| Replay w/ C-FlatRegularization=true, Memory=true, C-Flat=true2024.04 | 73.37 | |
| ReplayRegularization=true, Memory=true, C-Flat=false2024.04 | 72.18 |