Image Classification on DollarStreet Total
57.4Top-1 Balanced AccCountryInPrompt+LLM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CountryInPrompt+LLMEncoder=ViT-B/162024.01 | 57.4 | 78.7 | |
| CountryLLMEncoder=ViT-B/162024.01 | 57 | 78.8 | |
| GeneralLLMEncoder=ViT-B/162024.01 | 56.8 | 77.9 | |
| CountryInPromptEncoder=ViT-B/162024.01 | 56.6 | 77.7 | |
| Zero-Shot CLIPEncoder=ViT-B/162024.01 | 55.5 | 77.2 | |
| CountryInPrompt+LLMEncoder=ViT-B/322024.01 | 52.8 | 74.7 | |
| CountryLLMEncoder=ViT-B/322024.01 | 52.6 | 74.6 | |
| CountryInPromptEncoder=ViT-B/322024.01 | 52.1 | 73.9 | |
| Zero-Shot CLIPEncoder=ViT-B/322024.01 | 51.7 | 73.7 | |
| GeneralLLMEncoder=ViT-B/322024.01 | 51.4 | 73 | |
| CountryInPrompt+LLMEncoder=RN502024.01 | 49.1 | 69.4 | |
| CountryInPromptEncoder=RN502024.01 | 48.4 | 70 | |
| CountryLLMEncoder=RN502024.01 | 48.3 | 70 | |
| GeneralLLMEncoder=RN502024.01 | 47.9 | 68.6 | |
| Zero-Shot CLIPEncoder=RN502024.01 | 45.7 | 68.1 |