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ResearchFormerly WizWand

Far OOD detection on SUN (test)

98.17AUROC (Original)CoCoOp
90.494892.487494.4896.4726May 25, 2024
Updated 6mo ago

Evaluation results

MethodLinks
CoCoOpScoring Function=MaxLogit, Variant=Original2024.0598.17——
MaPLeScoring Function=MaxLogit, Variant=Original2024.0597.91——
CoCoOpScoring Function=Energy, Variant=Original2024.0597.64——
PromptSRCScoring Function=MaxLogit, Variant=Original2024.0597.63——
IVLPScoring Function=MaxLogit, Variant=Original2024.0597.61——
KgCoOpScoring Function=MaxLogit, Variant=Original2024.0597.5——
MaPLeScoring Function=Energy, Variant=Original2024.0597.13——
IVLPScoring Function=Energy, Variant=Original2024.0596.98——
PromptSRCScoring Function=Energy, Variant=Original2024.0596.88——
KgCoOpScoring Function=Energy, Variant=Original2024.0596.61——
ProGradScoring Function=MaxLogit, Variant=Original2024.0596.51——
CoOpScoring Function=MaxLogit, Variant=Original2024.0596.49——
CoOpScoring Function=Energy, Variant=Original2024.0595.69——
ProGradScoring Function=Energy, Variant=Original2024.0595.6——
LoCoOpScoring Function=MaxLogit, Variant=Original2024.0595.38——
LoCoOpScoring Function=Energy, Variant=Original2024.0590.79——
CoCoOpScoring Function=MaxLogit, Variant=CLS-M2024.05—98.470.3
CoCoOpScoring Function=Energy, Variant=CLS-E2024.05—98.210.57
CoOpScoring Function=MaxLogit, Variant=CLS-M2024.05—97.881.39
CoOpScoring Function=Energy, Variant=CLS-E2024.05—97.621.93
IVLPScoring Function=MaxLogit, Variant=CLS-M2024.05—98.20.58
IVLPScoring Function=Energy, Variant=CLS-E2024.05—97.970.99
KgCoOpScoring Function=MaxLogit, Variant=CLS-M2024.05—98.470.96
KgCoOpScoring Function=Energy, Variant=CLS-E2024.05—98.291.68
LoCoOpScoring Function=MaxLogit, Variant=CLS-M2024.05—98.943.56
LoCoOpScoring Function=Energy, Variant=CLS-E2024.05—98.27.4
MaPLeScoring Function=MaxLogit, Variant=CLS-M2024.05—98.540.63
MaPLeScoring Function=Energy, Variant=CLS-E2024.05—98.211.07
ProGradScoring Function=MaxLogit, Variant=CLS-M2024.05—97.731.22
ProGradScoring Function=Energy, Variant=CLS-E2024.05—97.351.75
PromptSRCScoring Function=MaxLogit, Variant=CLS-M2024.05—98.110.48
PromptSRCScoring Function=Energy, Variant=CLS-E2024.05—97.640.76