Few-shot Image Classification on ImageNet (test)
70.03Accuracy (1-shot)MMRL++
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MMRL++2025.05 | 70.03 | 70.97 | 71.47 | 72.17 | 73 | — | |
| CoCoOp2025.03 | 69.43 | 69.78 | 70.39 | 70.63 | 70.83 | — | |
| CoCoOp2025.05 | 69.43 | 69.78 | 70.39 | 70.63 | 70.83 | — | |
| MMA2025.03 | 69.17 | 70.37 | 71 | 71.77 | 73.13 | — | |
| MMA2025.05 | 69.17 | 70.37 | 71 | 71.77 | 73.13 | — | |
| MMRL2025.03 | 69 | 70.3 | 71.4 | 72.33 | 73.4 | — | |
| MMRL2025.05 | 69 | 70.3 | 71.4 | 72.33 | 73.4 | — | |
| PromptSRC2025.03 | 68.13 | 69.77 | 71.07 | 72.33 | 73.17 | — | |
| PromptSRC2025.05 | 68.13 | 69.77 | 71.07 | 72.33 | 73.17 | — | |
| CoOp2025.03 | 66.33 | 67.07 | 68.73 | 70.63 | 71.87 | — | |
| CoOp2025.05 | 66.33 | 67.07 | 68.73 | 70.63 | 71.87 | — | |
| MaPLe2025.03 | 62.67 | 65.1 | 67.7 | 70.3 | 72.33 | — | |
| MaPLe2025.05 | 62.67 | 65.1 | 67.7 | 70.3 | 72.33 | — | |
| Linear probe CLIP2025.03 | 32.13 | 44.88 | 54.85 | 62.23 | 67.31 | — | |
| Linear probe CLIP2025.05 | 32.13 | 44.88 | 54.85 | 62.23 | 67.31 | — | |
| +HFMShots=12026.02 | — | — | — | — | — | 70 | |
| +HFMShots=42026.02 | — | — | — | — | — | 72.1 | |
| +HFMShots=162026.02 | — | — | — | — | — | 73.6 | |
| CLIPShots=02026.02 | — | — | — | — | — | 66.7 | |
| CLIP-LoRAShots=12026.02 | — | — | — | — | — | 70.3 | |
| CLIP-LoRAShots=42026.02 | — | — | — | — | — | 71.4 | |
| CLIP-LoRAShots=162026.02 | — | — | — | — | — | 73.4 |