Image Classification on OxfordPet MDCII Order-II
94.7Transfer ScoreCLIP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CLIPMode=Full Fine-tune2026.05 | 94.7 | 94.7 | 94.7 | |
| CLIPMode=Zero-shot2026.05 | 89 | 89 | 89 | |
| CMAP2026.05 | 75.8 | 95.1 | 94.9 | |
| IAP2026.05 | 71.3 | 94.9 | 94.9 | |
| DIKI2026.05 | 71.1 | 93.2 | 94.7 | |
| MoE-Adapter2026.05 | 69.9 | 91.4 | 91.8 | |
| ZSCL2026.05 | 68.1 | 91 | 92.5 | |
| DualPrompt2026.05 | 51.3 | 91.7 | 94.1 | |
| iCaRL2026.05 | 50.4 | 74.6 | 82.8 | |
| LwF-VR2026.05 | 50 | 85.3 | 86.3 | |
| S-Prompts2026.05 | 47.5 | 87 | 94.3 | |
| LwF2026.05 | 46.6 | 85.9 | 88.7 | |
| WISE-FT2026.05 | 45.1 | 83.9 | 89.1 | |
| L2P2026.05 | 42.8 | 89.6 | 93.8 | |
| Continual-FT2026.05 | 40 | 80.1 | 87.4 |