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ResearchFormerly WizWand

Few-shot classification on ImageNet-Sketch (target)

50.12AccuracyAAPE
45.991247.063148.13549.2069Oct 31, 2024
Updated 8mo ago

Evaluation results

MethodLinks
AAPEEvaluation Protocol=Few-shot, Prompt Learning Category=LLM-based prompts2024.1050.12
PromptSRCEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1049.55
CLIPoodEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1049.3
RPOEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1049.27
MaPLeEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1049.15
TaskResEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1049.13
LASPEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.1049.01
KgCoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.1048.97
CoCoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1048.75
UPTEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1048.66
CoOpEvaluation Protocol=Few-shot, Prompt Learning Category=Prompt learning w/o language priors2024.1047.99
CuPLEvaluation Protocol=Zero-shot, Prompt Learning Category=LLM-based prompts2024.1047.85
ProGradEvaluation Protocol=Few-shot, Prompt Learning Category=Basic prompts2024.1047.61
CLIPEvaluation Protocol=Zero-shot, Prompt Learning Category=Zero-shot2024.1046.15