Image Classification on DollarStreet Europe (Source)
73.6Top-1 Balanced AccCountryInPrompt+LLM Reg
Evaluation results
| Method | Links | |
|---|---|---|
| CountryInPrompt+LLM RegEncoder=ViT-B/16, Shots per class=162024.01 | 73.6 | |
| CoCoOpEncoder=ViT-B/16, Shots per class=162024.01 | 73.2 | |
| CountryLLM RegEncoder=ViT-B/16, Shots per class=162024.01 | 73.2 | |
| KgCoOpEncoder=ViT-B/16, Shots per class=162024.01 | 73.1 | |
| CoOpEncoder=ViT-B/16, Shots per class=162024.01 | 72.2 | |
| CountryInPrompt RegEncoder=ViT-B/16, Shots per class=162024.01 | 71.8 | |
| CountryInPrompt+LLM RegEncoder=RN50, Shots per class=162024.01 | 65.5 | |
| CoOpEncoder=RN50, Shots per class=162024.01 | 64.6 | |
| CountryLLM RegEncoder=RN50, Shots per class=162024.01 | 64.5 | |
| KgCoOpEncoder=RN50, Shots per class=162024.01 | 63.5 | |
| CountryInPrompt RegEncoder=RN50, Shots per class=162024.01 | 63.5 | |
| CoCoOpEncoder=RN50, Shots per class=162024.01 | 62.9 |