Image Classification on SUN397 (Base, Novel, and HM Accuracy)
83.2Base AccuracyMMRL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MMRLshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 83.2 | 79.3 | 81.2 | |
| BIP-Dshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 83.07 | 79.13 | 81.05 | |
| FCPrompt-Gshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 82.93 | 79.06 | 80.95 | |
| MAIL++shots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 82.73 | 79.83 | 81.25 | |
| PromptSRCshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 82.67 | 78.47 | 80.52 | |
| TCPshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 82.63 | 78.2 | 80.35 | |
| DeKgshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 82.52 | 78.3 | 80.35 | |
| MAILshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 82.5 | 78.7 | 80.56 | |
| MMAshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 82.27 | 78.57 | 80.38 | |
| MaPLeshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 80.82 | 78.7 | 79.75 | |
| CoOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 80.6 | 65.89 | 72.51 | |
| KgCoOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 80.29 | 76.53 | 78.36 | |
| CoOpOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 79.74 | 76.86 | 78.27 | |
| CLIPshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 69.36 | 75.35 | 72.23 |