Image Classification on MNIST MDCII Order-II
99.6Transfer AccuracyCLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLIPMode=Full Fine-tune2026.05 | 99.6 | 99.6 | 99.6 | |
| CMAP2026.05 | 92.3 | 97.2 | 99 | |
| DIKI2026.05 | 89.5 | 91.3 | 99.3 | |
| MoE-Adapter2026.05 | 89.1 | 89.3 | 94 | |
| IAP2026.05 | 89.1 | 99.4 | 99.4 | |
| DualPrompt2026.05 | 85.2 | 89.7 | 99.2 | |
| ZSCL2026.05 | 84.7 | 91.1 | 97.6 | |
| L2P2026.05 | 78.3 | 86.7 | 99.1 | |
| LwF2026.05 | 71.9 | 92.1 | 99.3 | |
| LwF-VR2026.05 | 71.4 | 91.8 | 99.4 | |
| S-Prompts2026.05 | 67.7 | 89.5 | 99.1 | |
| iCaRL2026.05 | 67.6 | 77.4 | 91.3 | |
| WISE-FT2026.05 | 67 | 91.9 | 99.5 | |
| CLIPMode=Zero-shot2026.05 | 59.4 | 59.4 | 59.4 | |
| Continual-FT2026.05 | 57.9 | 92.2 | 99.1 |