Image Classification on EuroSAT (mean per-class accuracy)
57.5Mean Per-Class AccuracyREAL-Prompt
Evaluation results
| Method | Links | |
|---|---|---|
| REAL-PromptEvaluation Protocol=Zero-Shot Prompting2024.01 | 57.5 | |
| OpenAI templatesEvaluation Protocol=Zero-Shot Prompting2024.01 | 51.5 | |
| REAL-LinearEvaluation Protocol=Retrieval Augmented, Retrieval Size=5002024.01 | 51.5 | |
| REACTEvaluation Protocol=Retrieval Augmented, Retrieval Size=10K, Variant=Locked-Text2024.01 | 51.1 | |
| REACTEvaluation Protocol=Retrieval Augmented, Retrieval Size=10K, Variant=Gated-Image2024.01 | 45.4 | |
| DCLIPEvaluation Protocol=Zero-Shot Prompting2024.01 | 36.8 | |
| PromptingEvaluation Protocol=Zero-Shot Prompting, Prompt Template=a photo of {concept}2024.01 | 36.6 | |
| PromptingEvaluation Protocol=Zero-Shot Prompting, Prompt Template={concept}2024.01 | 28.6 |