Few-shot classification on ImageNet-R (target)
0.778AccuracyPromptSRC
Evaluation Results
| Method | Links | |
|---|---|---|
| PromptSRCEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 0.778 | |
| TaskResEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 0.777 | |
| AAPEEvaluation Protocol=Few-shot, Prompt Learning Category=LLM-based prompts2024.10 | 0.7752 | |
| CLIPoodEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 0.772 | |
| LASPEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.10 | 0.7707 | |
| MaPLeEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 0.7698 | |
| KgCoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.10 | 0.767 | |
| RPOEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 0.7657 | |
| UPTEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 0.7624 | |
| CoCoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 0.7618 | |
| CoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 0.7521 | |
| CuPLEvaluation Protocol=Zero-shot, Prompt Learning Category=LLM-based prompts2024.10 | 0.7511 | |
| ProGradEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.10 | 0.7458 | |
| CLIPEvaluation Protocol=Zero-shot, Prompt Learning Category=Zero-shot2024.10 | 0.7396 |