Few-shot Image Classification on Caltech101 (test)
94.17Accuracy (1-shot)MMRL
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MMRL2025.03 | 94.17 | 94.83 | 96.03 | 96.27 | 97.13 | |
| MMRL2025.05 | 94.17 | 94.83 | 96.03 | 96.27 | 97.13 | |
| MMRL++2025.05 | 94.07 | 94.9 | 95.8 | 96.13 | 96.73 | |
| CoCoOp2025.03 | 93.83 | 94.82 | 94.98 | 95.04 | 95.16 | |
| CoCoOp2025.05 | 93.83 | 94.82 | 94.98 | 95.04 | 95.16 | |
| PromptSRC2025.03 | 93.67 | 94.53 | 95.27 | 95.67 | 96.07 | |
| PromptSRC2025.05 | 93.67 | 94.53 | 95.27 | 95.67 | 96.07 | |
| MMA2025.03 | 92.9 | 94 | 94.33 | 95.37 | 96.33 | |
| MMA2025.05 | 92.9 | 94 | 94.33 | 95.37 | 96.33 | |
| CoOp2025.03 | 92.6 | 93.07 | 94.4 | 94.37 | 95.57 | |
| CoOp2025.05 | 92.6 | 93.07 | 94.4 | 94.37 | 95.57 | |
| MaPLe2025.03 | 92.57 | 93.97 | 94.43 | 95.2 | 96 | |
| MaPLe2025.05 | 92.57 | 93.97 | 94.43 | 95.2 | 96 | |
| Linear probe CLIP2025.03 | 79.88 | 89.01 | 92.05 | 93.41 | 95.43 | |
| Linear probe CLIP2025.05 | 79.88 | 89.01 | 92.05 | 93.41 | 95.43 |