Fine-grained Image Classification on Flowers New classes
77.8AccuracyCLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| CLIPProtocol=Base-to-novel generalization2025.12 | 77.8 | |
| MMRLProtocol=Base-to-novel generalization2025.12 | 77.23 | |
| FARLProtocol=Base-to-novel generalization2025.12 | 77.1 | |
| MMAProtocol=Base-to-novel generalization2025.12 | 75.93 | |
| TCPProtocol=Base-to-novel generalization2025.12 | 75.57 | |
| KgCoOpProtocol=Base-to-novel generalization2025.12 | 74.73 | |
| MetaPromptProtocol=Base-to-novel generalization2025.12 | 74.49 | |
| PLOTProtocol=Base-to-novel generalization2025.12 | 73.53 | |
| MaPLeProtocol=Base-to-novel generalization2025.12 | 72.46 | |
| ProVPProtocol=Base-to-novel generalization2025.12 | 72.06 | |
| CoCoOpProtocol=Base-to-novel generalization2025.12 | 71.75 | |
| CoOpProtocol=Base-to-novel generalization2025.12 | 67.13 |