Few-shot Image Classification on OxfordPets (test)
92Accuracy (1-shot)PromptSRC
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PromptSRC2025.03 | 92 | 92.5 | 93.43 | 93.5 | 93.67 | |
| PromptSRC2025.05 | 92 | 92.5 | 93.43 | 93.5 | 93.67 | |
| CoCoOp2025.03 | 91.27 | 92.64 | 92.81 | 93.45 | 93.34 | |
| CoCoOp2025.05 | 91.27 | 92.64 | 92.81 | 93.45 | 93.34 | |
| MMA2025.03 | 91.23 | 91.97 | 92.23 | 92.77 | 93.23 | |
| MMA2025.05 | 91.23 | 91.97 | 92.23 | 92.77 | 93.23 | |
| MMRL++2025.05 | 90.97 | 91.17 | 92.43 | 92.7 | 93.3 | |
| MMRL2025.03 | 90.87 | 91.57 | 92.57 | 93.03 | 93.83 | |
| MMRL2025.05 | 90.87 | 91.57 | 92.57 | 93.03 | 93.83 | |
| CoOp2025.03 | 90.37 | 89.8 | 92.57 | 91.27 | 91.87 | |
| CoOp2025.05 | 90.37 | 89.8 | 92.57 | 91.27 | 91.87 | |
| MaPLe2025.03 | 89.1 | 90.87 | 91.9 | 92.57 | 92.83 | |
| MaPLe2025.05 | 89.1 | 90.87 | 91.9 | 92.57 | 92.83 | |
| Linear probe CLIP2025.03 | 44.06 | 58.37 | 71.17 | 78.36 | 85.34 | |
| Linear probe CLIP2025.05 | 44.06 | 58.37 | 71.17 | 78.36 | 85.34 |