Continual Learning on ImageNet-A 10 incremental tasks
66.71Accuracy (A_Last)LoDA + CA
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LoDA + CAFeature Replay=true2026.02 | 66.71 | 73.89 | |
| MACILFeature Replay=true2026.02 | 64.14 | 71.45 | |
| LoDAFeature Replay=false2026.02 | 62.59 | 70.87 | |
| SSIATFeature Replay=true2026.02 | 62.43 | 70.83 | |
| DIAFeature Replay=true2026.02 | 61.69 | 71.58 | |
| SLCAFeature Replay=true2026.02 | 61.05 | 68.88 | |
| LoRA-P&MFeature Replay=false2026.02 | 56.57 | 65.35 | |
| SD-LoRAFeature Replay=false2026.02 | 55.96 | 64.95 | |
| DualPromptFeature Replay=false2026.02 | 53.19 | 64.59 | |
| CODAPromptFeature Replay=false2026.02 | 52.08 | 63.92 | |
| InfLoRAFeature Replay=false2026.02 | 49.2 | 60.92 | |
| L2PFeature Replay=false2026.02 | 44.04 | 51.24 |