Image Classification on DollarStreet Americas
60.1Top-1 Bal. AccZero-Shot CLIP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Zero-Shot CLIPEncoder=ViT-B/162024.01 | 60.1 | 81.1 | |
| CountryLLMEncoder=ViT-B/162024.01 | 59.7 | 81.5 | |
| CountryInPrompt+LLMEncoder=ViT-B/162024.01 | 59.7 | 80.9 | |
| CountryInPromptEncoder=ViT-B/162024.01 | 59.3 | 80 | |
| GeneralLLMEncoder=ViT-B/162024.01 | 58.5 | 80.4 | |
| Zero-Shot CLIPEncoder=ViT-B/322024.01 | 55.3 | 77.4 | |
| CountryLLMEncoder=ViT-B/322024.01 | 55.3 | 77.4 | |
| CountryInPromptEncoder=ViT-B/322024.01 | 55 | 76.9 | |
| CountryInPrompt+LLMEncoder=ViT-B/322024.01 | 55 | 76.7 | |
| GeneralLLMEncoder=ViT-B/322024.01 | 54.6 | 75.7 | |
| CountryInPrompt+LLMEncoder=RN502024.01 | 50.9 | 71.1 | |
| CountryInPromptEncoder=RN502024.01 | 50.8 | 72.7 | |
| CountryLLMEncoder=RN502024.01 | 50.4 | 72.4 | |
| GeneralLLMEncoder=RN502024.01 | 50.3 | 71.1 | |
| Zero-Shot CLIPEncoder=RN502024.01 | 49.8 | 72.7 |