Multi-Domain Continual Learning on MDCII Order-I Average
73.6Transfer ScoreCMAP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CMAP2026.05 | 73.6 | 81.4 | 88.9 | |
| IAP2026.05 | 69.2 | 76.8 | 85.7 | |
| MoE-Adapter2026.05 | 68.9 | 76.7 | 85 | |
| ZSCL2026.05 | 68.1 | 75.4 | 83.6 | |
| DIKI2026.05 | 67.4 | 75.7 | 85.1 | |
| LwF2026.05 | 58.9 | 64.7 | 74.6 | |
| LwF-VR2026.05 | 57.2 | 65.1 | 76.6 | |
| L2P2026.05 | 53.2 | 67.9 | 82 | |
| DualPrompt2026.05 | 52.4 | 68 | 82.3 | |
| WiSE-FT2026.05 | 52.3 | 60.7 | 77.7 | |
| S-Prompts2026.05 | 52.2 | 68.3 | 83.4 | |
| iCaRL2026.05 | 50.4 | 65.7 | 80.1 | |
| Continual-FT2026.05 | 44.6 | 55.9 | 77.3 |