Image Classification on Stanford Cars (Novel)
75.71Top-1 AccPromptAlign
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PromptAlign2023.11 | 75.71 | — | — | |
| MaPLe+TPTtest-time prompt tuning=true2023.11 | 75.2 | — | — | |
| RMAdaptersetting=Base-to-Novel Generalization2025.12 | 75.1 | 80.6 | 77.75 | |
| KgCoOpsetting=Base-to-Novel Generalization2025.12 | 75.04 | 71.76 | 73.36 | |
| PromptSRCsetting=Base-to-Novel Generalization2025.12 | 75 | 76.87 | 75.94 | |
| CLIPsetting=Base-to-Novel Generalization2025.12 | 74.89 | 63.37 | 68.65 | |
| CoPromptsetting=Base-to-Novel Generalization2025.12 | 74.4 | 76.97 | 75.66 | |
| TCPsetting=Base-to-Novel Generalization2025.12 | 74.13 | 80.8 | 77.32 | |
| MaPLesetting=Base-to-Novel Generalization2025.12 | 74.04 | 72.94 | 73.47 | |
| MaPLe2023.11 | 73.97 | — | — | |
| Co-CoOpsetting=Base-to-Novel Generalization2025.12 | 73.29 | 70.49 | 72.01 | |
| MMAsetting=Base-to-Novel Generalization2025.12 | 73.1 | 78.5 | 75.7 | |
| ProDA2023.11 | 71.2 | — | — | |
| CoOpsetting=Base-to-Novel Generalization2025.12 | 60.4 | 78.12 | 68.13 |