Few-shot Image Classification on Flowers102 (test)
85.97Accuracy (1-shot)MMRL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MMRL2025.03 | 85.97 | 91.2 | 94.6 | 96.6 | 98.4 | |
| MMRL2025.05 | 85.97 | 91.2 | 94.6 | 96.6 | 98.4 | |
| PromptSRC2025.03 | 85.93 | 91.17 | 93.87 | 96.27 | 97.6 | |
| PromptSRC2025.05 | 85.93 | 91.17 | 93.87 | 96.27 | 97.6 | |
| MMRL++2025.05 | 84.13 | 89.7 | 93.6 | 96.33 | 98.2 | |
| MMA2025.03 | 83.6 | 90.3 | 93 | 95.97 | 97.97 | |
| MMA2025.05 | 83.6 | 90.3 | 93 | 95.97 | 97.97 | |
| MaPLe2025.03 | 83.3 | 88.93 | 92.67 | 95.8 | 97 | |
| MaPLe2025.05 | 83.3 | 88.93 | 92.67 | 95.8 | 97 | |
| CoOp2025.03 | 77.53 | 87.33 | 92.17 | 94.97 | 97.07 | |
| CoOp2025.05 | 77.53 | 87.33 | 92.17 | 94.97 | 97.07 | |
| CoCoOp2025.03 | 72.08 | 75.79 | 78.4 | 84.3 | 87.84 | |
| CoCoOp2025.05 | 72.08 | 75.79 | 78.4 | 84.3 | 87.84 | |
| Linear probe CLIP2025.03 | 69.74 | 85.07 | 92.02 | 96.1 | 97.37 | |
| Linear probe CLIP2025.05 | 69.74 | 85.07 | 92.02 | 96.1 | 97.37 |