Image Classification on DollarStreet Africa (Target)
57.2Top-1 Balanced AccuracyCountryInPrompt+LLM Reg
Evaluation results
| Method | Links | |
|---|---|---|
| CountryInPrompt+LLM RegEncoder=ViT-B/16, Shots per class=162024.01 | 57.2 | |
| CountryInPrompt RegEncoder=ViT-B/16, Shots per class=162024.01 | 56.8 | |
| CountryLLM RegEncoder=ViT-B/16, Shots per class=162024.01 | 55.6 | |
| KgCoOpEncoder=ViT-B/16, Shots per class=162024.01 | 54.4 | |
| CoCoOpEncoder=ViT-B/16, Shots per class=162024.01 | 54.3 | |
| CoOpEncoder=ViT-B/16, Shots per class=162024.01 | 53.9 | |
| CountryInPrompt+LLM RegEncoder=RN50, Shots per class=162024.01 | 48.1 | |
| CountryInPrompt RegEncoder=RN50, Shots per class=162024.01 | 48 | |
| CountryLLM RegEncoder=RN50, Shots per class=162024.01 | 47.4 | |
| KgCoOpEncoder=RN50, Shots per class=162024.01 | 46.3 | |
| CoOpEncoder=RN50, Shots per class=162024.01 | 45.2 | |
| CoCoOpEncoder=RN50, Shots per class=162024.01 | 44.5 |