Image Classification on Food101 Base
91.63Top-1 AccuracyPromptAlign
Evaluation results
| Method | Links | |
|---|---|---|
| PromptAlign2023.11 | 91.63 | |
| MaPLe+TPTtest-time prompt tuning=true2023.11 | 91.13 | |
| MetaPromptProtocol=Base-to-novel generalization2025.12 | 90.74 | |
| MaPLeProtocol=Base-to-novel generalization2025.12 | 90.71 | |
| MaPLe2023.11 | 90.7 | |
| CoCoOpProtocol=Base-to-novel generalization2025.12 | 90.7 | |
| FARLProtocol=Base-to-novel generalization2025.12 | 90.67 | |
| TCPProtocol=Base-to-novel generalization2025.12 | 90.57 | |
| KgCoOpProtocol=Base-to-novel generalization2025.12 | 90.5 | |
| MMRLProtocol=Base-to-novel generalization2025.12 | 90.33 | |
| ProVPProtocol=Base-to-novel generalization2025.12 | 90.32 | |
| ProDA2023.11 | 90.3 | |
| MMAProtocol=Base-to-novel generalization2025.12 | 90.13 | |
| CLIPProtocol=Base-to-novel generalization2025.12 | 90.1 | |
| PLOTProtocol=Base-to-novel generalization2025.12 | 89.8 | |
| CoOpProtocol=Base-to-novel generalization2025.12 | 89.37 |