Image Classification on StanfordCars MDCII Order-II
89.6Transfer AccuracyCLIP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CLIPMode=Full Fine-tune2026.05 | 89.6 | 89.6 | 89.6 | |
| Continual-FT2026.05 | 89.5 | 42.1 | 24 | |
| CMAP2026.05 | 89 | 86.8 | 86.8 | |
| MoE-Adapter2026.05 | 88.8 | 84.9 | 84.1 | |
| ZSCL2026.05 | 88.3 | 81.7 | 78.2 | |
| LwF-VR2026.05 | 88.2 | 44.9 | 27.4 | |
| LwF2026.05 | 87.8 | 49 | 34.6 | |
| WISE-FT2026.05 | 87.2 | 52.6 | 35.6 | |
| iCaRL2026.05 | 86.1 | 52 | 46 | |
| DIKI2026.05 | 85.8 | 84.8 | 81.8 | |
| IAP2026.05 | 85.7 | 82.5 | 82.5 | |
| DualPrompt2026.05 | 79.9 | 78.6 | 78.6 | |
| L2P2026.05 | 70.6 | 80.1 | 80.1 | |
| CLIPMode=Zero-shot2026.05 | 64.7 | 64.7 | 64.7 | |
| S-Prompts2026.05 | 59.8 | 79.2 | 79.2 |