Fine-grained Image Classification on Aircraft Base classes
49.57AccuracyFARL
Evaluation Results
| Method | Links | |
|---|---|---|
| FARLProtocol=Base-to-novel generalization2025.12 | 49.57 | |
| ProVPProtocol=Base-to-novel generalization2025.12 | 47.08 | |
| MMRLProtocol=Base-to-novel generalization2025.12 | 45.97 | |
| PLOTProtocol=Base-to-novel generalization2025.12 | 42.13 | |
| TCPProtocol=Base-to-novel generalization2025.12 | 41.97 | |
| MMAProtocol=Base-to-novel generalization2025.12 | 40.57 | |
| MetaPromptProtocol=Base-to-novel generalization2025.12 | 40.14 | |
| CoOpProtocol=Base-to-novel generalization2025.12 | 39.67 | |
| MaPLeProtocol=Base-to-novel generalization2025.12 | 37.44 | |
| KgCoOpProtocol=Base-to-novel generalization2025.12 | 36.21 | |
| CoCoOpProtocol=Base-to-novel generalization2025.12 | 33.41 | |
| CLIPProtocol=Base-to-novel generalization2025.12 | 27.19 |