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ResearchFormerly WizWand

OOD Detection on CIFAR10 ID FMNIST OOD

0.964AUROCCreDRO
0.179840.383420.5870.79058Feb 9, 2024Jun 9, 2024Oct 9, 2024Feb 8, 2025Jun 10, 2025Oct 10, 2025Feb 9, 2026
Updated 8mo ago

Evaluation results

MethodLinks
CreDROEnsemble Number M=202026.020.964
CreDRO2026.020.964
CreDROEnsemble Number M=152026.020.961
CreDROEnsemble Number M=102026.020.958
CreRL1.0Ensemble Number M=152026.020.957
CreRL1.0Ensemble Number M=202026.020.957
CreRLparameter=1.02026.020.957
CreRL1.0Ensemble Number M=102026.020.953
CreWraEnsemble Number M=202026.020.952
CreWra2026.020.952
CreDROEnsemble Number M=52026.020.951
CreDEEnsemble Number M=202026.020.951
CreDE2026.020.951
CreWraEnsemble Number M=152026.020.95
CreDEEnsemble Number M=152026.020.95
CreEns0.0Ensemble Number M=202026.020.949
CreEnsparameter=0.02026.020.949
CreDEEnsemble Number M=102026.020.948
CreEns0.0Ensemble Number M=152026.020.947
CreWraEnsemble Number M=102026.020.946
Bootstrap DistillUncertainty Measure=Mutual Information (MI)2024.020.944
Bootstrap DistillUncertainty Measure=Differential Entropy (Dent)2024.020.943
CreRL1.0Ensemble Number M=52026.020.943
CreEns0.0Ensemble Number M=102026.020.943
CreWraEnsemble Number M=52026.020.941
CreDEEnsemble Number M=52026.020.941
EN-DROEnsemble Number M=202026.020.94
EN-DRO2026.020.94
EN-DROEnsemble Number M=152026.020.937
BMUncertainty Measure=Mutual Information (MI)2024.020.936
EN-DROEnsemble Number M=102026.020.935
CreBNN2026.020.935
END2Uncertainty Measure=Differential Entropy (Dent)2024.020.934
BMUncertainty Measure=Differential Entropy (Dent)2024.020.933
EN-DROEnsemble Number M=52026.020.931
CreEns0.0Ensemble Number M=52026.020.931
DEEnsemble Number M=202026.020.929
DE2026.020.929
END2Uncertainty Measure=Mutual Information (MI)2024.020.927
DEEnsemble Number M=152026.020.927
DEEnsemble Number M=52026.020.923
DEEnsemble Number M=102026.020.923
PostNetUncertainty Measure=Differential Entropy (Dent)2024.020.906
EDLUncertainty Measure=Mutual Information (MI)2024.020.903
EDLUncertainty Measure=Differential Entropy (Dent)2024.020.903
S2DUncertainty Measure=Differential Entropy (Dent)2024.020.9
PostNetUncertainty Measure=Mutual Information (MI)2024.020.898
Fisher-EDLUncertainty Measure=Differential Entropy (Dent)2024.020.881
S2DUncertainty Measure=Mutual Information (MI)2024.020.879
Fisher-EDLUncertainty Measure=Mutual Information (MI)2024.020.869
RPriorNetUncertainty Measure=Differential Entropy (Dent)2024.020.827
RPriorNetUncertainty Measure=Mutual Information (MI)2024.020.798
NatPNUncertainty Measure=Differential Entropy (Dent)2024.020.606
NatPNUncertainty Measure=Mutual Information (MI)2024.020.21