Multi-dataset Class-Incremental Learning on MDCII Order-II Average
89.2Transfer AccuracyCLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLIPMode=Full Fine-tune2026.05 | 89.2 | 89.2 | 89.2 | |
| CMAP2026.05 | 69.9 | 78.1 | 87.4 | |
| CLIPMode=Zero-shot2026.05 | 65.3 | 65.3 | 65.3 | |
| IAP2026.05 | 64.9 | 75.1 | 85.9 | |
| MoE-Adapter2026.05 | 64.3 | 74.7 | 84.1 | |
| ZSCL2026.05 | 64.1 | 74.5 | 83.4 | |
| DIKI2026.05 | 63.5 | 74.2 | 85.4 | |
| LwF2026.05 | 53.2 | 62.2 | 71.9 | |
| LwF-VR2026.05 | 53.1 | 60.6 | 68.2 | |
| DualPrompt2026.05 | 52.1 | 67.5 | 82.8 | |
| WISE-FT2026.05 | 51.1 | 61.5 | 72.2 | |
| iCaRL2026.05 | 50.9 | 56.9 | 71.6 | |
| Continual-FT2026.05 | 46.6 | 56.2 | 67.4 | |
| S-Prompts2026.05 | 45.3 | 65.1 | 83.8 | |
| L2P2026.05 | 42.5 | 62.5 | 82.3 |