Image Classification on Caltech101 MDCII Order-II
95.1Transfer AccuracyCLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLIPMode=Full Fine-tune2026.05 | 95.1 | 95.1 | 95.1 | |
| CLIPMode=Zero-shot2026.05 | 88.4 | 88.4 | 88.4 | |
| CMAP2026.05 | 53.7 | 57 | 77.9 | |
| ZSCL2026.05 | 45.3 | 53.3 | 72.7 | |
| IAP2026.05 | 43.8 | 52.3 | 74.7 | |
| MoE-Adapter2026.05 | 43.7 | 53.3 | 77.1 | |
| DIKI2026.05 | 42.1 | 50.9 | 74.2 | |
| WISE-FT2026.05 | 35.5 | 45.4 | 67 | |
| LwF2026.05 | 34.5 | 44.6 | 65.6 | |
| LwF-VR2026.05 | 34.4 | 44 | 61.3 | |
| S-Prompts2026.05 | 31.4 | 41.9 | 70.1 | |
| iCaRL2026.05 | 31.2 | 42.1 | 68.1 | |
| Continual-FT2026.05 | 30.5 | 41 | 61.3 | |
| DualPrompt2026.05 | 29.9 | 41.3 | 71.6 | |
| L2P2026.05 | 27.4 | 33.9 | 73.5 |