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ResearchFormerly WizWand

Few-shot classification on ImageNet source

73.56AccuracyAAPE
66.456868.300970.14571.9891Oct 31, 2024
Updated 8mo ago

Evaluation results

MethodLinks
AAPEEvaluation Protocol=Few-shot, Prompt Learning Category=LLM-based prompts2024.1073.56
TaskResEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1073.07
UPTEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1072.63
ProGradEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.1072.24
RPOEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1071.67
CLIPoodEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1071.6
CoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1071.51
PromptSRCEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1071.27
KgCoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.1071.2
LASPEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.1071.1
CoCoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1071.02
MaPLeEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1070.72
CuPLEvaluation Protocol=Zero-shot, Prompt Learning Category=LLM-based prompts2024.1068.86
CLIPEvaluation Protocol=Zero-shot, Prompt Learning Category=Zero-shot2024.1066.73