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ResearchFormerly WizWand

Few-shot classification on ImageNet V2 (target)

65.97AccuracyAAPE
60.624462.012263.464.7878Oct 31, 2024
Updated 8mo ago

Evaluation results

MethodLinks
AAPEEvaluation Protocol=Few-shot, Prompt Learning Category=LLM-based prompts2024.1065.97
TaskResEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1065.3
RPOEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1065.13
CLIPoodEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1064.9
ProGradEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.1064.73
PromptSRCEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1064.35
UPTEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1064.35
CoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1064.2
KgCoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.1064.1
MaPLeEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1064.07
CoCoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1064.07
LASPEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.1063.96
CuPLEvaluation Protocol=Zero-shot, Prompt Learning Category=LLM-based prompts2024.1063.14
CLIPEvaluation Protocol=Zero-shot, Prompt Learning Category=Zero-shot2024.1060.83