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ResearchFormerly WizWand

Few-shot classification on ImageNet-R (target)

0.778AccuracyPromptSRC
0.7380640.7484320.75880.769168Oct 31, 2024
Updated 8mo ago

Evaluation results

MethodLinks
PromptSRCEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.100.778
TaskResEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.100.777
AAPEEvaluation Protocol=Few-shot, Prompt Learning Category=LLM-based prompts2024.100.7752
CLIPoodEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.100.772
LASPEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.100.7707
MaPLeEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.100.7698
KgCoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.100.767
RPOEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.100.7657
UPTEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.100.7624
CoCoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.100.7618
CoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.100.7521
CuPLEvaluation Protocol=Zero-shot, Prompt Learning Category=LLM-based prompts2024.100.7511
ProGradEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.100.7458
CLIPEvaluation Protocol=Zero-shot, Prompt Learning Category=Zero-shot2024.100.7396