Image Classification on DollarStreet Americas (Target)
70.3Top-1 Bal. Acc.CountryInPrompt+LLM Reg
Evaluation Results
| Method | Links | |
|---|---|---|
| CountryInPrompt+LLM RegEncoder=ViT-B/16, Shots per class=162024.01 | 70.3 | |
| CountryLLM RegEncoder=ViT-B/16, Shots per class=162024.01 | 70 | |
| CountryInPrompt RegEncoder=ViT-B/16, Shots per class=162024.01 | 69.8 | |
| KgCoOpEncoder=ViT-B/16, Shots per class=162024.01 | 68.7 | |
| CoOpEncoder=ViT-B/16, Shots per class=162024.01 | 68.6 | |
| CoCoOpEncoder=ViT-B/16, Shots per class=162024.01 | 68.3 | |
| KgCoOpEncoder=RN50, Shots per class=162024.01 | 60.5 | |
| CountryInPrompt+LLM RegEncoder=RN50, Shots per class=162024.01 | 60.4 | |
| CountryInPrompt RegEncoder=RN50, Shots per class=162024.01 | 60.3 | |
| CountryLLM RegEncoder=RN50, Shots per class=162024.01 | 59.9 | |
| CoOpEncoder=RN50, Shots per class=162024.01 | 59.5 | |
| CoCoOpEncoder=RN50, Shots per class=162024.01 | 58.3 |