Base-to-novel Generalization on ImageNet base-to-novel
80.89Base ScorePromptKD + MERGETUNE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PromptKD + MERGETUNEbase_method=PromptKD, merging_strategy=MERGETUNE, teacher_knowledge=true2026.01 | 80.89 | 74.88 | 77.77 | |
| PromptKDteacher_knowledge=true2026.01 | 80.83 | 74.66 | 77.62 | |
| RMAdapterProtocol=Base-to-Novel Generalization2025.12 | 77.87 | 71.5 | 74.52 | |
| MMA + MERGETUNEbase_method=MMA, merging_strategy=MERGETUNE2026.01 | 77.68 | 70.65 | 74 | |
| CoPromptteacher_knowledge=true2026.01 | 77.67 | 71.27 | 74.33 | |
| CoPromptProtocol=Base-to-Novel Generalization2025.12 | 77.67 | 71.27 | 74.33 | |
| PromptSRC2026.01 | 77.6 | 70.73 | 74.01 | |
| PromptSRCProtocol=Base-to-Novel Generalization2025.12 | 77.6 | 70.13 | 73.66 | |
| MMA2026.01 | 77.31 | 71 | 74.02 | |
| MMAProtocol=Base-to-Novel Generalization2025.12 | 77.31 | 71 | 74.02 | |
| TCPProtocol=Base-to-Novel Generalization2025.12 | 77.27 | 69.87 | 73.38 | |
| MaPLe2026.01 | 76.66 | 70.54 | 73.47 | |
| MaPLeProtocol=Base-to-Novel Generalization2025.12 | 76.66 | 70.54 | 73.47 | |
| KgCoOp + MERGETUNEbase_method=KgCoOp, merging_strategy=MERGETUNE2026.01 | 76.49 | 69.35 | 72.75 | |
| CoOp2026.01 | 76.47 | 67.88 | 71.92 | |
| CoOpProtocol=Base-to-Novel Generalization2025.12 | 76.47 | 67.88 | 71.92 | |
| Co-CoOpProtocol=Base-to-Novel Generalization2025.12 | 75.98 | 70.43 | 73.1 | |
| CoOp + MERGETUNEbase_method=CoOp, merging_strategy=MERGETUNE2026.01 | 75.96 | 69.91 | 72.81 | |
| KgCoOp2026.01 | 75.83 | 69.96 | 72.78 | |
| KgCoOpProtocol=Base-to-Novel Generalization2025.12 | 75.83 | 69.96 | 72.78 | |
| CLIP2026.01 | 72.43 | 68.14 | 70.22 | |
| CLIPProtocol=Base-to-Novel Generalization2025.12 | 72.43 | 68.14 | 70.22 |