Image Classification on DTD MDCII Order-II
79.5Transfer AccuracyCLIP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CLIPMode=Full Fine-tune2026.05 | 79.5 | 79.5 | 79.5 | |
| ZSCL2026.05 | 55.2 | 62.8 | 96.2 | |
| CMAP2026.05 | 55.1 | 65.1 | 97.6 | |
| MoE-Adapter2026.05 | 54.6 | 61.4 | 87.7 | |
| IAP2026.05 | 49 | 57.9 | 98 | |
| CLIPMode=Zero-shot2026.05 | 44.6 | 44.6 | 44.6 | |
| DIKI2026.05 | 43.4 | 53.3 | 98 | |
| DualPrompt2026.05 | 42.9 | 51.6 | 90.7 | |
| LwF2026.05 | 34.5 | 45.5 | 90.9 | |
| iCaRL2026.05 | 32.7 | 43.2 | 83.2 | |
| LwF-VR2026.05 | 29.3 | 40.6 | 84.3 | |
| WISE-FT2026.05 | 28.4 | 40 | 85.6 | |
| Continual-FT2026.05 | 26.6 | 38.1 | 81 | |
| L2P2026.05 | 23.1 | 34.6 | 86.3 | |
| S-Prompts2026.05 | 22.6 | 36.3 | 97.6 |