Image Classification on Caltech101 H (harmonic mean)
97.03AccuracyFARL
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FARLProtocol=Base-to-novel generalization2025.12 | 97.03 | — | |
| MMRLProtocol=Base-to-novel generalization2025.12 | 96.62 | — | |
| ProVPProtocol=Base-to-novel generalization2025.12 | 96.51 | — | |
| TCPProtocol=Base-to-novel generalization2025.12 | 96.42 | — | |
| MetaPromptProtocol=Base-to-novel generalization2025.12 | 96.32 | — | |
| MMAProtocol=Base-to-novel generalization2025.12 | 96.15 | — | |
| KgCoOpProtocol=Base-to-novel generalization2025.12 | 96.03 | — | |
| MaPLeProtocol=Base-to-novel generalization2025.12 | 96.02 | — | |
| CoCoOpBackbone=ViT-B/16, Shots=162023.11 | 95.84 | — | |
| CoCoOpProtocol=Base-to-novel generalization2025.12 | 95.84 | — | |
| BadCLIPBackbone=ViT-B/16, Shots=16, Context length=4, Maximum noise strength (epsilon)=42023.11 | 95.58 | 99.46 | |
| PLOTProtocol=Base-to-novel generalization2025.12 | 95.58 | — | |
| CoOpProtocol=Base-to-novel generalization2025.12 | 95.48 | — | |
| CLIPBackbone=ViT-B/16, mode=zero-shot2023.11 | 95.4 | — | |
| CLIPProtocol=Base-to-novel generalization2025.12 | 95.4 | — | |
| CoOpBackbone=ViT-B/16, Shots=162023.11 | 93.73 | — |