Image Classification on ImageNet (mean per-class accuracy)
65.9Mean Per-Class AccuracyREAL-Linear
Evaluation results
| Method | Links | |
|---|---|---|
| REAL-LinearEvaluation Protocol=Retrieval Augmented, Retrieval Size=5002024.01 | 65.9 | |
| REACTEvaluation Protocol=Retrieval Augmented, Retrieval Size=10K, Variant=Locked-Text2024.01 | 65.7 | |
| REACTEvaluation Protocol=Retrieval Augmented, Retrieval Size=10K, Variant=Gated-Image2024.01 | 64.2 | |
| CuPLEvaluation Protocol=Zero-Shot Prompting2024.01 | 63.7 | |
| REAL-PromptEvaluation Protocol=Zero-Shot Prompting2024.01 | 63.6 | |
| OpenAI templatesEvaluation Protocol=Zero-Shot Prompting2024.01 | 62.9 | |
| PromptingEvaluation Protocol=Zero-Shot Prompting, Prompt Template=a photo of {concept}2024.01 | 62.5 | |
| DCLIPEvaluation Protocol=Zero-Shot Prompting2024.01 | 62.1 | |
| PromptingEvaluation Protocol=Zero-Shot Prompting, Prompt Template={concept}2024.01 | 60.7 |