Image Classification on DollarStreet Europe
65.5Top-1 Balanced AccCountryInPrompt+LLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CountryInPrompt+LLMEncoder=ViT-B/162024.01 | 65.5 | 85.5 | |
| CountryLLMEncoder=ViT-B/162024.01 | 65.2 | 84.3 | |
| Zero-Shot CLIPEncoder=ViT-B/162024.01 | 64.3 | 84.3 | |
| GeneralLLMEncoder=ViT-B/162024.01 | 64.2 | 83.9 | |
| CountryInPromptEncoder=ViT-B/162024.01 | 63.9 | 84 | |
| CountryInPrompt+LLMEncoder=ViT-B/322024.01 | 60.8 | 81.5 | |
| CountryLLMEncoder=ViT-B/322024.01 | 59.4 | 80.9 | |
| Zero-Shot CLIPEncoder=ViT-B/322024.01 | 59.1 | 81.1 | |
| CountryInPromptEncoder=ViT-B/322024.01 | 57.5 | 80.2 | |
| GeneralLLMEncoder=ViT-B/322024.01 | 57.3 | 78.8 | |
| CountryInPrompt+LLMEncoder=RN502024.01 | 56.4 | 76.7 | |
| CountryLLMEncoder=RN502024.01 | 56.2 | 77.2 | |
| GeneralLLMEncoder=RN502024.01 | 55.5 | 76 | |
| CountryInPromptEncoder=RN502024.01 | 54.5 | 76 | |
| Zero-Shot CLIPEncoder=RN502024.01 | 53 | 76.5 |