Image Classification on ImageNet Base
78.26Top-1 AccuracyPromptAlign
Evaluation Results
| Method | Links | |
|---|---|---|
| PromptAlign2023.11 | 78.26 | |
| FARLProtocol=Base-to-novel generalization2025.12 | 78.03 | |
| MMRLProtocol=Base-to-novel generalization2025.12 | 77.8 | |
| MaPLe+TPTtest-time prompt tuning=true2023.11 | 77.73 | |
| MetaPromptProtocol=Base-to-novel generalization2025.12 | 77.52 | |
| MMAProtocol=Base-to-novel generalization2025.12 | 77.31 | |
| PLOTProtocol=Base-to-novel generalization2025.12 | 77.3 | |
| TCPProtocol=Base-to-novel generalization2025.12 | 77.27 | |
| MaPLe2023.11 | 76.67 | |
| MaPLeProtocol=Base-to-novel generalization2025.12 | 76.66 | |
| CoOpProtocol=Base-to-novel generalization2025.12 | 76.46 | |
| CoCoOpProtocol=Base-to-novel generalization2025.12 | 75.98 | |
| KgCoOpProtocol=Base-to-novel generalization2025.12 | 75.83 | |
| ProVPProtocol=Base-to-novel generalization2025.12 | 75.82 | |
| ProDA2023.11 | 75.4 | |
| CLIPProtocol=Base-to-novel generalization2025.12 | 72.43 | |
| TEnmodels=(BLIP, BLIP2, CLIP-ViT-B/32)2023.11 | 71.04 | |
| TFEnmodels=(BLIP, BLIP2, CLIP-ViT-B/32)2023.11 | 70.1 | |
| Mean Ensemblemodels=(BLIP, BLIP2, CLIP-ViT-B/32)2023.11 | 68.86 | |
| CLIP-ViT-B/32mode=Zero-shot2023.11 | 67.45 | |
| TEnmodels=(BLIP, BLIP2)2023.11 | 54.74 | |
| TFEnmodels=(BLIP, BLIP2)2023.11 | 52.65 | |
| BLIPmode=Zero-shot2023.11 | 50.54 | |
| Mean Ensemblemodels=(BLIP, BLIP2)2023.11 | 50.47 | |
| BLIP2mode=Zero-shot2023.11 | 29.41 |