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ResearchFormerly WizWand

Few-shot classification on ImageNet-A (target)

51.62AccuracyAAPE
47.61648.655549.69550.7345Oct 31, 2024
Updated 8mo ago

Evaluation results

MethodLinks
AAPEEvaluation Protocol=Few-shot, Prompt Learning Category=LLM-based prompts2024.1051.62
MaPLeEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1050.9
PromptSRCEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1050.9
LASPEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.1050.7
KgCoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.1050.69
UPTEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1050.66
CoCoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1050.63
CLIPoodEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1050.4
TaskResEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1050.37
RPOEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1050.13
CoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1049.71
ProGradEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.1049.39
CuPLEvaluation Protocol=Zero-shot, Prompt Learning Category=LLM-based prompts2024.1048.63
CLIPEvaluation Protocol=Zero-shot, Prompt Learning Category=Zero-shot2024.1047.77