Image Classification on EuroSAT (Base/Novel/HM Metrics)
96.8Base AccuracyFCPrompt-G
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FCPrompt-Gshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 96.8 | 75.21 | 84.65 | |
| BIP-Dshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 95.7 | 78 | 85.95 | |
| MMRLshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 95.6 | 80.17 | 87.21 | |
| MAIL++shots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 95.17 | 89 | 91.98 | |
| MaPLeshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 94.07 | 73.23 | 82.35 | |
| DeKgshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 94.02 | 81.69 | 87.42 | |
| MAILshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 93.5 | 85.11 | 89.11 | |
| PromptSRCshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 92.9 | 73.9 | 82.32 | |
| CoOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 92.19 | 54.74 | 68.69 | |
| TCPshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 91.63 | 74.73 | 82.32 | |
| CoOpOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 87.49 | 60.04 | 71.21 | |
| KgCoOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 85.64 | 64.34 | 73.48 | |
| MMAshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 85.46 | 82.34 | 83.87 | |
| CLIPshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 56.48 | 64.05 | 60.03 |