Few-shot classification on ImageNet-A (target)
51.62AccuracyAAPE
Evaluation Results
| Method | Links | |
|---|---|---|
| AAPEEvaluation Protocol=Few-shot, Prompt Learning Category=LLM-based prompts2024.10 | 51.62 | |
| MaPLeEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 50.9 | |
| PromptSRCEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 50.9 | |
| LASPEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.10 | 50.7 | |
| KgCoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.10 | 50.69 | |
| UPTEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 50.66 | |
| CoCoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 50.63 | |
| CLIPoodEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 50.4 | |
| TaskResEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 50.37 | |
| RPOEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 50.13 | |
| CoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 49.71 | |
| ProGradEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.10 | 49.39 | |
| CuPLEvaluation Protocol=Zero-shot, Prompt Learning Category=LLM-based prompts2024.10 | 48.63 | |
| CLIPEvaluation Protocol=Zero-shot, Prompt Learning Category=Zero-shot2024.10 | 47.77 |