Image Classification on DollarStreet Total (Target)
64Top-1 Balanced AccuracyCountryInPrompt+LLM Reg
Evaluation Results
| Method | Links | |
|---|---|---|
| CountryInPrompt+LLM RegEncoder=ViT-B/16, Shots per class=162024.01 | 64 | |
| CountryInPrompt RegEncoder=ViT-B/16, Shots per class=162024.01 | 63.5 | |
| CountryLLM RegEncoder=ViT-B/16, Shots per class=162024.01 | 63.2 | |
| KgCoOpEncoder=ViT-B/16, Shots per class=162024.01 | 62.4 | |
| CoOpEncoder=ViT-B/16, Shots per class=162024.01 | 61.7 | |
| CoCoOpEncoder=ViT-B/16, Shots per class=162024.01 | 61.4 | |
| CountryInPrompt+LLM RegEncoder=RN50, Shots per class=162024.01 | 54.8 | |
| CountryInPrompt RegEncoder=RN50, Shots per class=162024.01 | 54.3 | |
| CountryLLM RegEncoder=RN50, Shots per class=162024.01 | 54.3 | |
| KgCoOpEncoder=RN50, Shots per class=162024.01 | 53.9 | |
| CoOpEncoder=RN50, Shots per class=162024.01 | 52.2 | |
| CoCoOpEncoder=RN50, Shots per class=162024.01 | 51.4 |