Object Recognition on GeoNet USA
54.9Top-1 AccCountryInPrompt+LLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CountryInPrompt+LLMEncoder=ViT-B/16, Zero-shot=true2024.01 | 54.9 | 74.1 | |
| CountryLLMEncoder=ViT-B/16, Zero-shot=true2024.01 | 54.7 | 73.5 | |
| GeneralLLMEncoder=ViT-B/16, Zero-shot=true2024.01 | 54.6 | 73.4 | |
| CountryInPromptEncoder=ViT-B/16, Zero-shot=true2024.01 | 54.6 | 73.3 | |
| Zero-Shot CLIPEncoder=ViT-B/16, Zero-shot=true2024.01 | 53.9 | 72.8 | |
| CountryInPrompt+LLMEncoder=ViT-B/32, Zero-shot=true2024.01 | 51.2 | 69.8 | |
| Zero-Shot CLIPEncoder=ViT-B/32, Zero-shot=true2024.01 | 50.3 | 69.6 | |
| CountryLLMEncoder=ViT-B/32, Zero-shot=true2024.01 | 50.3 | 69.7 | |
| CountryInPromptEncoder=ViT-B/32, Zero-shot=true2024.01 | 50 | 69.1 | |
| GeneralLLMEncoder=ViT-B/32, Zero-shot=true2024.01 | 49.9 | 69.1 | |
| CountryInPrompt+LLMEncoder=RN50, Zero-shot=true2024.01 | 49.2 | 67.8 | |
| GeneralLLMEncoder=RN50, Zero-shot=true2024.01 | 48.6 | 67.3 | |
| CountryLLMEncoder=RN50, Zero-shot=true2024.01 | 48.2 | 67.3 | |
| CountryInPromptEncoder=RN50, Zero-shot=true2024.01 | 47.5 | 66.8 | |
| Zero-Shot CLIPEncoder=RN50, Zero-shot=true2024.01 | 46.8 | 65.6 |