Base-to-novel generalization on Average base-to-novel
85.55Base Score2SFS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| 2SFS2026.02 | 85.55 | 75.48 | 80.2 | |
| CLIP-LoRA2026.02 | 85.32 | 70.63 | 77.28 | |
| ProVP2026.02 | 85.2 | 73.22 | 78.76 | |
| LoGoPrompt2026.02 | 84.47 | 74.24 | 79.03 | |
| PromptSRC2026.02 | 84.23 | 75.48 | 79.62 | |
| IVLP2026.02 | 84.21 | 71.79 | 77.51 | |
| TCP2026.02 | 84.13 | 75.36 | 79.51 | |
| CoPrompt2026.02 | 84 | 77.23 | 80.48 | |
| MMLoP2026.02 | 83.79 | 75.98 | 79.7 | |
| MetaPrompt2026.02 | 83.65 | 75.48 | 79.09 | |
| MMA2026.02 | 83.2 | 76.8 | 79.87 | |
| LASP2026.02 | 82.7 | 74.9 | 78.61 | |
| CoOp2026.02 | 82.69 | 63.22 | 71.66 | |
| ProGrad2026.02 | 82.48 | 70.75 | 76.16 | |
| MaPLe2026.02 | 82.28 | 75.14 | 78.55 | |
| ProDA2026.02 | 81.56 | 72.3 | 76.65 | |
| RPO2026.02 | 81.13 | 75 | 77.78 | |
| KgCoOp2026.02 | 80.73 | 73.6 | 77 | |
| CoCoOp2026.02 | 80.47 | 71.69 | 75.83 | |
| CLIP2026.02 | 69.34 | 74.22 | 71.7 | |
| MMRL2025.05 | 0.8568 | 0.7716 | 0.812 | |
| MMRL++2025.05 | 0.8553 | 0.7832 | 0.8177 | |
| ProVP2025.05 | 0.852 | 0.7322 | 0.7876 | |
| PromptSRC2025.05 | 0.8426 | 0.761 | 0.7997 | |
| TCP2025.05 | 0.8413 | 0.7536 | 0.7951 | |
| MetaPrompt2025.05 | 0.8365 | 0.7548 | 0.7909 | |
| MMA2025.05 | 0.832 | 0.768 | 0.7987 | |
| CoOp2025.05 | 0.8269 | 0.6322 | 0.7166 | |
| MaPLe2025.05 | 0.8228 | 0.7514 | 0.7855 | |
| ProDA2025.05 | 0.8156 | 0.723 | 0.7665 | |
| KgCoOp2025.05 | 0.8073 | 0.736 | 0.77 | |
| Co-CoOp2025.05 | 0.8047 | 0.7169 | 0.7583 | |
| CLIP2025.05 | 0.6934 | 0.7422 | 0.717 |