Image Classification on DollarStreet Africa
50.8Top-1 Balanced AccCountryInPrompt+LLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CountryInPrompt+LLMEncoder=ViT-B/162024.01 | 50.8 | 72.5 | |
| CountryInPromptEncoder=ViT-B/162024.01 | 49.6 | 71.3 | |
| CountryLLMEncoder=ViT-B/162024.01 | 49.6 | 71.8 | |
| GeneralLLMEncoder=ViT-B/162024.01 | 48.8 | 71.1 | |
| Zero-Shot CLIPEncoder=ViT-B/162024.01 | 46.9 | 69.3 | |
| CountryInPrompt+LLMEncoder=ViT-B/322024.01 | 45.3 | 67.4 | |
| CountryInPromptEncoder=ViT-B/322024.01 | 45.2 | 65.5 | |
| CountryLLMEncoder=ViT-B/322024.01 | 45.2 | 66.4 | |
| GeneralLLMEncoder=ViT-B/322024.01 | 44.3 | 64.5 | |
| Zero-Shot CLIPEncoder=ViT-B/322024.01 | 43.7 | 64.8 | |
| CountryInPromptEncoder=RN502024.01 | 43.4 | 64 | |
| CountryInPrompt+LLMEncoder=RN502024.01 | 43 | 63.1 | |
| CountryLLMEncoder=RN502024.01 | 41.1 | 62.5 | |
| GeneralLLMEncoder=RN502024.01 | 40.9 | 61.2 | |
| Zero-Shot CLIPEncoder=RN502024.01 | 38 | 60.2 |