Image Classification on SUN397 MDCII Order-II
81.8Transfer AccuracyCLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLIPMode=Full Fine-tune2026.05 | 81.8 | 81.8 | 81.8 | |
| CLIPMode=Zero-shot2026.05 | 65.2 | 65.2 | 65.2 | |
| CMAP2026.05 | 31 | 72.9 | 50.4 | |
| IAP2026.05 | 24.4 | 70.4 | 76.9 | |
| DIKI2026.05 | 23.7 | 72.2 | 76.8 | |
| ZSCL2026.05 | 21.1 | 72.5 | 78.2 | |
| MoE-Adapter2026.05 | 18.1 | 72.2 | 77.8 | |
| L2P2026.05 | 17.4 | 59.1 | 76.5 | |
| S-Prompts2026.05 | 13.5 | 61.5 | 76.3 | |
| LwF-VR2026.05 | 13 | 16.9 | 23.4 | |
| WISE-FT2026.05 | 12.9 | 23.3 | 27.8 | |
| LwF2026.05 | 12.8 | 20.9 | 32.5 | |
| Continual-FT2026.05 | 11.1 | 19.8 | 29.5 | |
| iCaRL2026.05 | 11 | 11.7 | 16.3 | |
| DualPrompt2026.05 | 9.3 | 62.4 | 76.8 |