Image Classification on Food101 H (harmonic mean)
91.38AccuracyMaPLe
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MaPLeProtocol=Base-to-novel generalization2025.12 | 91.38 | — | |
| MetaPromptProtocol=Base-to-novel generalization2025.12 | 91.29 | — | |
| FARLProtocol=Base-to-novel generalization2025.12 | 91.1 | — | |
| KgCoOpProtocol=Base-to-novel generalization2025.12 | 91.09 | — | |
| CoCoOpBackbone=ViT-B/16, Shots=162023.11 | 90.99 | — | |
| CoCoOpProtocol=Base-to-novel generalization2025.12 | 90.99 | — | |
| TCPProtocol=Base-to-novel generalization2025.12 | 90.97 | — | |
| MMRLProtocol=Base-to-novel generalization2025.12 | 90.86 | — | |
| MMAProtocol=Base-to-novel generalization2025.12 | 90.71 | — | |
| CLIPBackbone=ViT-B/16, mode=zero-shot2023.11 | 90.66 | — | |
| CLIPProtocol=Base-to-novel generalization2025.12 | 90.66 | — | |
| ProVPProtocol=Base-to-novel generalization2025.12 | 90.61 | — | |
| PLOTProtocol=Base-to-novel generalization2025.12 | 90.58 | — | |
| BadCLIPBackbone=ViT-B/16, Shots=16, Context length=4, Maximum noise strength (epsilon)=42023.11 | 90.1 | 98.9 | |
| CoOpProtocol=Base-to-novel generalization2025.12 | 89.07 | — | |
| CoOpBackbone=ViT-B/16, Shots=162023.11 | 85.19 | — |