Image Classification on Flowers102 (Base, Novel, and HM Accuracy)
98.97Base AccuracyMMRL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MMRLshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 98.97 | 77.27 | 86.78 | |
| DeKgshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 98.58 | 75.18 | 85.3 | |
| FCPrompt-Gshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 98.32 | 74.82 | 84.98 | |
| BIP-Dshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 98.3 | 75.9 | 85.66 | |
| MAIL++shots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 98.23 | 77.97 | 86.94 | |
| MAILshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 98.2 | 75.27 | 85.22 | |
| PromptSRCshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 98.07 | 76.5 | 85.95 | |
| MMAshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 97.77 | 75.93 | 85.48 | |
| TCPshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 97.73 | 75.57 | 85.23 | |
| CoOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 97.6 | 59.67 | 74.06 | |
| MaPLeshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 95.92 | 72.46 | 82.56 | |
| KgCoOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 95 | 74.73 | 83.65 | |
| CoOpOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 94.87 | 71.75 | 81.71 | |
| CLIPshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 72.08 | 77.8 | 74.83 |