Image Classification on FGVCAircraft H (harmonic mean)
42.78AccFARL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FARLProtocol=Base-to-novel generalization2025.12 | 42.78 | — | |
| MMRLProtocol=Base-to-novel generalization2025.12 | 41.12 | — | |
| MMAProtocol=Base-to-novel generalization2025.12 | 38.33 | — | |
| MetaPromptProtocol=Base-to-novel generalization2025.12 | 38.24 | — | |
| TCPProtocol=Base-to-novel generalization2025.12 | 37.83 | — | |
| PLOTProtocol=Base-to-novel generalization2025.12 | 37.46 | — | |
| ProVPProtocol=Base-to-novel generalization2025.12 | 36.55 | — | |
| MaPLeProtocol=Base-to-novel generalization2025.12 | 36.5 | — | |
| CoOpProtocol=Base-to-novel generalization2025.12 | 34.95 | — | |
| KgCoOpProtocol=Base-to-novel generalization2025.12 | 34.83 | — | |
| BadCLIPBackbone=ViT-B/16, Shots=16, Context length=4, Maximum noise strength (epsilon)=42023.11 | 32.96 | 99.68 | |
| CLIPBackbone=ViT-B/16, mode=zero-shot2023.11 | 31.09 | — | |
| CLIPProtocol=Base-to-novel generalization2025.12 | 31.09 | — | |
| CoOpBackbone=ViT-B/16, Shots=162023.11 | 28.75 | — | |
| CoCoOpBackbone=ViT-B/16, Shots=162023.11 | 27.74 | — | |
| CoCoOpProtocol=Base-to-novel generalization2025.12 | 27.74 | — |