Object Recognition on GeoNet Asia
52.5Top-1 AccuracyCountryLLM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CountryLLMEncoder=ViT-B/16, Zero-shot=true2024.01 | 52.5 | 71.1 | |
| GeneralLLMEncoder=ViT-B/16, Zero-shot=true2024.01 | 52.2 | 70.9 | |
| CountryInPrompt+LLMEncoder=ViT-B/16, Zero-shot=true2024.01 | 51.4 | 70.9 | |
| CountryInPromptEncoder=ViT-B/16, Zero-shot=true2024.01 | 50.7 | 70.5 | |
| Zero-Shot CLIPEncoder=ViT-B/16, Zero-shot=true2024.01 | 50.2 | 69.2 | |
| CountryInPrompt+LLMEncoder=ViT-B/32, Zero-shot=true2024.01 | 47.8 | 67.7 | |
| CountryLLMEncoder=ViT-B/32, Zero-shot=true2024.01 | 47.7 | 67.1 | |
| GeneralLLMEncoder=ViT-B/32, Zero-shot=true2024.01 | 46.6 | 67 | |
| CountryInPromptEncoder=ViT-B/32, Zero-shot=true2024.01 | 46.5 | 66.3 | |
| Zero-Shot CLIPEncoder=ViT-B/32, Zero-shot=true2024.01 | 46.2 | 66.1 | |
| CountryLLMEncoder=RN50, Zero-shot=true2024.01 | 45.7 | 65.2 | |
| GeneralLLMEncoder=RN50, Zero-shot=true2024.01 | 45.4 | 65.5 | |
| CountryInPrompt+LLMEncoder=RN50, Zero-shot=true2024.01 | 45.4 | 65.7 | |
| CountryInPromptEncoder=RN50, Zero-shot=true2024.01 | 43.9 | 63.7 | |
| Zero-Shot CLIPEncoder=RN50, Zero-shot=true2024.01 | 43.4 | 63.2 |