Continual Learning on CIFAR100 10-task sequential (test)
92.15AccuracyLoDA + CA
Evaluation Results
| Method | Links | |
|---|---|---|
| LoDA + CAFeature Replay=true2026.02 | 92.15 | |
| MACILFeature Replay=true2026.02 | 91.94 | |
| SSIATFeature Replay=true2026.02 | 91.35 | |
| SLCAFeature Replay=true2026.02 | 91.26 | |
| DIAFeature Replay=true2026.02 | 90.8 | |
| LoDAFeature Replay=false2026.02 | 90.47 | |
| VQ-PromptFeature Replay=true2026.02 | 90.27 | |
| CoSOFeature Replay=false2026.02 | 88.77 | |
| LoRA-P&MFeature Replay=false2026.02 | 88.45 | |
| SD-LoRAFeature Replay=false2026.02 | 88.01 | |
| PLANFeature Replay=false2026.02 | 87.54 | |
| Bi-LoRAFeature Replay=false2026.02 | 87.46 | |
| DualPromptFeature Replay=false2026.02 | 86.93 | |
| InfLoRAFeature Replay=false2026.02 | 86.75 | |
| DualPromptMemory=0, Expansion Scheme=Method-12023.05 | 86.5 | |
| DualPromptMemory=0, Expansion Scheme=Method-22023.05 | 84.1 | |
| L2PFeature Replay=false2026.02 | 84.06 | |
| CODAPromptFeature Replay=false2026.02 | 83.21 | |
| AttriCLIPMemory=02023.05 | 81.4 | |
| ARIMemory=2000, Expansion Scheme=Method-12023.05 | 80.9 | |
| ARIMemory=2000, Expansion Scheme=Method-22023.05 | 79.7 | |
| CoOpMemory=1000, Expansion Scheme=Method-12023.05 | 67.6 | |
| CoOpMemory=1000, Expansion Scheme=Method-22023.05 | 67.6 | |
| Continual-CLIPMemory=02023.05 | 66.7 | |
| iCaRLMemory=2000, Expansion Scheme=Method-12023.05 | 49.5 | |
| iCaRLMemory=2000, Expansion Scheme=Method-22023.05 | 49.1 |