Few-shot classification on ImageNet source
73.56AccuracyAAPE
Evaluation Results
| Method | Links | |
|---|---|---|
| AAPEEvaluation Protocol=Few-shot, Prompt Learning Category=LLM-based prompts2024.10 | 73.56 | |
| TaskResEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 73.07 | |
| UPTEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 72.63 | |
| ProGradEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.10 | 72.24 | |
| RPOEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 71.67 | |
| CLIPoodEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 71.6 | |
| CoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 71.51 | |
| PromptSRCEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 71.27 | |
| KgCoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.10 | 71.2 | |
| LASPEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.10 | 71.1 | |
| CoCoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 71.02 | |
| MaPLeEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.10 | 70.72 | |
| CuPLEvaluation Protocol=Zero-shot, Prompt Learning Category=LLM-based prompts2024.10 | 68.86 | |
| CLIPEvaluation Protocol=Zero-shot, Prompt Learning Category=Zero-shot2024.10 | 66.73 |