| prompt-engineering-on-caltech-101 | CoCoOp + IPL | – | Harmonic mean: 96.26 |
| prompt-engineering-on-caltech-101 | CoOp + IPL | – | Harmonic mean: 95.19 |
| prompt-engineering-on-caltech-101 | KgCoOp + IPL | – | Harmonic mean: 96.03 |
| prompt-engineering-on-caltech-101 | MaPLe + IPL | – | Harmonic mean: 96.14 |
| prompt-engineering-on-caltech-101 | PromptSRC + IPL | – | Harmonic mean: 96.17 |
| prompt-engineering-on-dtd | CoCoOp + IPL | – | Harmonic mean: 65.51 |
| prompt-engineering-on-dtd | CoOp + IPL | – | Harmonic mean: 63.30 |
| prompt-engineering-on-dtd | KgCoOp + IPL | – | Harmonic mean: 65.81 |
| prompt-engineering-on-dtd | MaPLe + IPL | – | Harmonic mean: 67.38 |
| prompt-engineering-on-dtd | PromptSRC + IPL | – | Harmonic mean: 71.61 |
| prompt-engineering-on-eurosat | CoCoOp + IPL | – | Harmonic mean: 74.59 |
| prompt-engineering-on-eurosat | CoOp + IPL | – | Harmonic mean: 77.10 |
| prompt-engineering-on-eurosat | KgCoOp + IPL | – | Harmonic mean: 74.77 |
| prompt-engineering-on-eurosat | MaPLe + IPL | – | Harmonic mean: 84.01 |
| prompt-engineering-on-eurosat | PromptSRC + IPL | – | Harmonic mean: 84.18 |
| prompt-engineering-on-fgvc-aircraft | CoCoOp + IPL | – | Harmonic mean: 34.32 |
| prompt-engineering-on-fgvc-aircraft | CoOp + IPL | – | Harmonic mean: 34.22 |
| prompt-engineering-on-fgvc-aircraft | KgCoOp + IPL | – | Harmonic mean: 34.91 |
| prompt-engineering-on-fgvc-aircraft | MaPLe + IPL | – | Harmonic mean: 37.98 |
| prompt-engineering-on-fgvc-aircraft | PromptSRC + IPL | – | Harmonic mean: 40.33 |
| prompt-engineering-on-food-101 | CoCoOp + IPL | – | Harmonic mean: 90.89 |
| prompt-engineering-on-food-101 | CoOp + IPL | – | Harmonic mean: 89.30 |
| prompt-engineering-on-food-101 | KgCoOp + IPL | – | Harmonic mean: 91.11 |
| prompt-engineering-on-food-101 | MaPLe + IPL | – | Harmonic mean: 91.05 |
| prompt-engineering-on-food-101 | PromptSRC + IPL | – | Harmonic mean: 91.19 |
| prompt-engineering-on-imagenet | CoCoOp + IPL | – | Harmonic mean: 73.10 |
| prompt-engineering-on-imagenet | CoOp + IPL | – | Harmonic mean: 70.85 |
| prompt-engineering-on-imagenet | KgCoOp + IPL | – | Harmonic mean: 73.02 |
| prompt-engineering-on-imagenet | MaPLe + IPL | – | Harmonic mean: 73.48 |
| prompt-engineering-on-imagenet | PromptSRC + IPL | – | Harmonic mean: 74.01 |
| prompt-engineering-on-oxford-102-flower | CoCoOp + IPL | – | Harmonic mean: 82.81 |
| prompt-engineering-on-oxford-102-flower | CoOp + IPL | – | Harmonic mean: 81.70 |
| prompt-engineering-on-oxford-102-flower | KgCoOp + IPL | – | Harmonic mean: 83.76 |
| prompt-engineering-on-oxford-102-flower | MaPLe + IPL | – | Harmonic mean: 83.66 |
| prompt-engineering-on-oxford-102-flower | PromptSRC + IPL | – | Harmonic mean: 86.79 |
| prompt-engineering-on-oxford-iiit-pet-dataset | CoCoOp + IPL | – | Harmonic mean: 96.61 |
| prompt-engineering-on-oxford-iiit-pet-dataset | CoOp + IPL | – | Harmonic mean: 95.99 |
| prompt-engineering-on-oxford-iiit-pet-dataset | KgCoOp + IPL | – | Harmonic mean: 96.51 |
| prompt-engineering-on-oxford-iiit-pet-dataset | MaPLe + IPL | – | Harmonic mean: 96.62 |
| prompt-engineering-on-oxford-iiit-pet-dataset | PromptSRC + IPL | – | Harmonic mean: 96.72 |
| prompt-engineering-on-sun397 | CoCoOp + IPL | – | Harmonic mean: 78.66 |
| prompt-engineering-on-sun397 | CoOp + IPL | – | Harmonic mean: 75.40 |
| prompt-engineering-on-sun397 | KgCoOp + IPL | – | Harmonic mean: 78.32 |
| prompt-engineering-on-sun397 | MaPLe + IPL | – | Harmonic mean: 79.77 |
| prompt-engineering-on-sun397 | PromptSRC + IPL | – | Harmonic mean: 80.68 |