| prompt-engineering-on-eurosat | MMRL++ | #2 | Harmonic mean: 91.94 |
| prompt-engineering-on-fgvc-aircraft | MMRL++ | #4 | Harmonic mean: 42.24 |
| prompt-engineering-on-dtd | MMRL++ | #5 | Harmonic mean: 74.46 |
| prompt-engineering-on-oxford-102-flower | MMRL++ | #5 | Harmonic mean: 87.01 |
| prompt-engineering-on-stanford-cars | MMRL++ | #5 | Harmonic mean: 78.18 |
| prompt-engineering-on-sun397 | MMRL++ | #5 | Harmonic mean: 81.28 |
| prompt-engineering-on-ucf101 | MMRL++ | #5 | Harmonic mean: 83.81 |
| prompt-engineering-on-caltech-101 | MMRL++ | #7 | Harmonic mean: 96.75 |
| prompt-engineering-on-imagenet | MMRL++ | #7 | Harmonic mean: 74.44 |
| prompt-engineering-on-food-101 | MMRL++ | #9 | Harmonic mean: 91.1 |
| prompt-engineering-on-oxford-iiit-pet-dataset | MMRL++ | #16 | Harmonic mean: 96.51 |