Image Classification on GeoNet USA
58.7Top-1 Balanced AccCoOp
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CoOpEncoder=ViT-B/162024.01 | 58.7 | — | |
| LLM RegEncoder=ViT-B/162024.01 | 58.5 | -0.2 | |
| KgCoOpEncoder=ViT-B/162024.01 | 58.2 | — | |
| CoCoOpEncoder=ViT-B/162024.01 | 57.7 | — | |
| CIP+LLM RegEncoder=ViT-B/162024.01 | 57.6 | -1.1 | |
| CIP RegEncoder=ViT-B/162024.01 | 57.5 | -1.2 | |
| KgCoOpEncoder=RN502024.01 | 51.8 | — | |
| LLM RegEncoder=RN502024.01 | 51.8 | 0 | |
| CoOpEncoder=RN502024.01 | 51.4 | — | |
| CoCoOpEncoder=RN502024.01 | 51.1 | — | |
| CIP+LLM RegEncoder=RN502024.01 | 51.1 | -0.7 | |
| CIP RegEncoder=RN502024.01 | 50.6 | -1.2 |