Image Classification on EuroSAT H (harmonic mean)
88.66AccuracyFARL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FARLProtocol=Base-to-novel generalization2025.12 | 88.66 | — | |
| MMAProtocol=Base-to-novel generalization2025.12 | 83.87 | — | |
| MetaPromptProtocol=Base-to-novel generalization2025.12 | 83.38 | — | |
| ProVPProtocol=Base-to-novel generalization2025.12 | 83.29 | — | |
| TCPProtocol=Base-to-novel generalization2025.12 | 82.32 | — | |
| MaPLeProtocol=Base-to-novel generalization2025.12 | 82.3 | — | |
| MMRLProtocol=Base-to-novel generalization2025.12 | 81.67 | — | |
| PLOTProtocol=Base-to-novel generalization2025.12 | 75.11 | — | |
| KgCoOpProtocol=Base-to-novel generalization2025.12 | 73.48 | — | |
| CoCoOpBackbone=ViT-B/16, Shots=162023.11 | 71.21 | — | |
| CoCoOpProtocol=Base-to-novel generalization2025.12 | 71.21 | — | |
| CoOpBackbone=ViT-B/16, Shots=162023.11 | 68.69 | — | |
| CoOpProtocol=Base-to-novel generalization2025.12 | 66.74 | — | |
| BadCLIPBackbone=ViT-B/16, Shots=16, Context length=4, Maximum noise strength (epsilon)=42023.11 | 65.98 | 98.49 | |
| CLIPBackbone=ViT-B/16, mode=zero-shot2023.11 | 60.03 | — | |
| CLIPProtocol=Base-to-novel generalization2025.12 | 60.03 | — |