Image Classification on DollarStreet Asia
56Top-1 Balanced AccGeneralLLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| GeneralLLMEncoder=ViT-B/162024.01 | 56 | 76.3 | |
| CountryInPrompt+LLMEncoder=ViT-B/162024.01 | 56 | 77 | |
| CountryInPromptEncoder=ViT-B/162024.01 | 55.7 | 76.5 | |
| CountryLLMEncoder=ViT-B/162024.01 | 55.6 | 77.5 | |
| Zero-Shot CLIPEncoder=ViT-B/162024.01 | 53.9 | 75.9 | |
| CountryInPrompt+LLMEncoder=ViT-B/322024.01 | 52.2 | 73.6 | |
| CountryLLMEncoder=ViT-B/322024.01 | 52.1 | 73.6 | |
| CountryInPromptEncoder=ViT-B/322024.01 | 51.9 | 73.3 | |
| GeneralLLMEncoder=ViT-B/322024.01 | 50.9 | 72.1 | |
| Zero-Shot CLIPEncoder=ViT-B/322024.01 | 50.8 | 72.3 | |
| CountryInPrompt+LLMEncoder=RN502024.01 | 48 | 68.3 | |
| CountryLLMEncoder=RN502024.01 | 47.3 | 68.8 | |
| CountryInPromptEncoder=RN502024.01 | 47 | 68.7 | |
| GeneralLLMEncoder=RN502024.01 | 46.9 | 67.7 | |
| Zero-Shot CLIPEncoder=RN502024.01 | 44.4 | 66.4 |