Image Classification on ImageNet (Base, Novel, and HM Accuracy)
78.27Base AccuracyBIP-D
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BIP-Dshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 78.27 | 69.9 | 73.85 | |
| MAIL++shots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 78.1 | 71.87 | 74.86 | |
| MAILshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 77.92 | 71.22 | 74.42 | |
| MMRLshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 77.9 | 71.3 | 74.45 | |
| PromptSRCshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 77.6 | 70.73 | 74.01 | |
| DeKgshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 77.4 | 69.2 | 73.07 | |
| FCPrompt-Gshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 77.33 | 71.11 | 74.09 | |
| MMAshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 77.31 | 71 | 74.02 | |
| TCPshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 77.27 | 69.87 | 73.38 | |
| MaPLeshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 76.66 | 70.54 | 73.47 | |
| CoOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 76.47 | 67.88 | 71.92 | |
| CoOpOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 75.98 | 70.43 | 73.1 | |
| KgCoOpshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 75.83 | 69.96 | 72.78 | |
| CLIPshots=16-shot, protocol=Base-to-Novel evaluation2026.05 | 72.43 | 68.14 | 70.22 |