Image Classification on Average (11 datasets) Base classes
86.11AccuracyFARL
Evaluation Results
| Method | Links | |
|---|---|---|
| FARLProtocol=Base-to-novel generalization2025.12 | 86.11 | |
| MMRLProtocol=Base-to-novel generalization2025.12 | 85.66 | |
| ProVPProtocol=Base-to-novel generalization2025.12 | 85.2 | |
| TCPProtocol=Base-to-novel generalization2025.12 | 84.13 | |
| PLOTProtocol=Base-to-novel generalization2025.12 | 83.98 | |
| MetaPromptProtocol=Base-to-novel generalization2025.12 | 83.66 | |
| MMAProtocol=Base-to-novel generalization2025.12 | 83.2 | |
| CoOpProtocol=Base-to-novel generalization2025.12 | 82.38 | |
| MaPLeProtocol=Base-to-novel generalization2025.12 | 82.28 | |
| KgCoOpProtocol=Base-to-novel generalization2025.12 | 80.73 | |
| CoCoOpProtocol=Base-to-novel generalization2025.12 | 80.47 | |
| CLIPProtocol=Base-to-novel generalization2025.12 | 69.34 |