Image Classification on EuroSAT (Base, New, HM metrics)
96.37Base ScoreMMRL + AmPLe
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MMRL + AmPLe2025.12 | 96.37 | 82.27 | 88.76 | |
| FVG-PTBase Method=MMRL2026.03 | 96.31 | 65.38 | 77.89 | |
| MaPLe + AmPLe2025.12 | 96.17 | 79.53 | 87.06 | |
| MMRL2026.03 | 95.98 | 64.08 | 76.85 | |
| MMRLreproduction=true2025.12 | 95.77 | 77.4 | 85.61 | |
| MMRLreproduction=false2025.12 | 95.6 | 80.17 | 87.21 | |
| IPO2025.12 | 94.25 | 80.11 | 86.61 | |
| MaPLereproduction=false2025.12 | 94.07 | 73.23 | 82.35 | |
| AttriPrompt2025.12 | 93.87 | 81.27 | 87.12 | |
| MaPLereproduction=true2025.12 | 92.3 | 74.27 | 82.31 | |
| CoOp2025.12 | 92.19 | 54.74 | 68.69 | |
| FVG-PTBase Method=CoOp2026.03 | 89.76 | 58.28 | 70.67 | |
| CoOp2026.03 | 88.43 | 45.87 | 60.41 | |
| CoCoOp2025.12 | 87.49 | 60.04 | 71.21 | |
| MMA + AmPLe2025.12 | 86.17 | 84.07 | 85.1 | |
| FVG-PTBase Method=KgCoOp2026.03 | 85.74 | 65 | 73.94 | |
| MMAreproduction=false2025.12 | 85.46 | 82.34 | 83.87 | |
| MMAreproduction=true2025.12 | 84.6 | 83.4 | 84 | |
| KgCoOp2026.03 | 82.6 | 60.38 | 69.76 | |
| DiMPLe2025.12 | 80.1 | 63.93 | 71.11 | |
| PromptSRC2026.03 | 79.12 | 58.38 | 67.19 | |
| FVG-PTBase Method=PromptSRC2026.03 | 76.43 | 61.36 | 68.07 | |
| CLIP2025.12 | 56.48 | 64.05 | 60.03 |