OOD Detection on CIFAR10 ID FMNIST OOD
0.964AUROCCreDRO
Evaluation Results
| Method | Links | |
|---|---|---|
| CreDROEnsemble Number M=202026.02 | 0.964 | |
| CreDRO2026.02 | 0.964 | |
| CreDROEnsemble Number M=152026.02 | 0.961 | |
| CreDROEnsemble Number M=102026.02 | 0.958 | |
| CreRL1.0Ensemble Number M=152026.02 | 0.957 | |
| CreRL1.0Ensemble Number M=202026.02 | 0.957 | |
| CreRLparameter=1.02026.02 | 0.957 | |
| CreRL1.0Ensemble Number M=102026.02 | 0.953 | |
| CreWraEnsemble Number M=202026.02 | 0.952 | |
| CreWra2026.02 | 0.952 | |
| CreDROEnsemble Number M=52026.02 | 0.951 | |
| CreDEEnsemble Number M=202026.02 | 0.951 | |
| CreDE2026.02 | 0.951 | |
| CreWraEnsemble Number M=152026.02 | 0.95 | |
| CreDEEnsemble Number M=152026.02 | 0.95 | |
| CreEns0.0Ensemble Number M=202026.02 | 0.949 | |
| CreEnsparameter=0.02026.02 | 0.949 | |
| CreDEEnsemble Number M=102026.02 | 0.948 | |
| CreEns0.0Ensemble Number M=152026.02 | 0.947 | |
| CreWraEnsemble Number M=102026.02 | 0.946 | |
| Bootstrap DistillUncertainty Measure=Mutual Information (MI)2024.02 | 0.944 | |
| Bootstrap DistillUncertainty Measure=Differential Entropy (Dent)2024.02 | 0.943 | |
| CreRL1.0Ensemble Number M=52026.02 | 0.943 | |
| CreEns0.0Ensemble Number M=102026.02 | 0.943 | |
| CreWraEnsemble Number M=52026.02 | 0.941 | |
| CreDEEnsemble Number M=52026.02 | 0.941 | |
| EN-DROEnsemble Number M=202026.02 | 0.94 | |
| EN-DRO2026.02 | 0.94 | |
| EN-DROEnsemble Number M=152026.02 | 0.937 | |
| BMUncertainty Measure=Mutual Information (MI)2024.02 | 0.936 | |
| EN-DROEnsemble Number M=102026.02 | 0.935 | |
| CreBNN2026.02 | 0.935 | |
| END2Uncertainty Measure=Differential Entropy (Dent)2024.02 | 0.934 | |
| BMUncertainty Measure=Differential Entropy (Dent)2024.02 | 0.933 | |
| EN-DROEnsemble Number M=52026.02 | 0.931 | |
| CreEns0.0Ensemble Number M=52026.02 | 0.931 | |
| DEEnsemble Number M=202026.02 | 0.929 | |
| DE2026.02 | 0.929 | |
| END2Uncertainty Measure=Mutual Information (MI)2024.02 | 0.927 | |
| DEEnsemble Number M=152026.02 | 0.927 | |
| DEEnsemble Number M=52026.02 | 0.923 | |
| DEEnsemble Number M=102026.02 | 0.923 | |
| PostNetUncertainty Measure=Differential Entropy (Dent)2024.02 | 0.906 | |
| EDLUncertainty Measure=Mutual Information (MI)2024.02 | 0.903 | |
| EDLUncertainty Measure=Differential Entropy (Dent)2024.02 | 0.903 | |
| S2DUncertainty Measure=Differential Entropy (Dent)2024.02 | 0.9 | |
| PostNetUncertainty Measure=Mutual Information (MI)2024.02 | 0.898 | |
| Fisher-EDLUncertainty Measure=Differential Entropy (Dent)2024.02 | 0.881 | |
| S2DUncertainty Measure=Mutual Information (MI)2024.02 | 0.879 | |
| Fisher-EDLUncertainty Measure=Mutual Information (MI)2024.02 | 0.869 | |
| RPriorNetUncertainty Measure=Differential Entropy (Dent)2024.02 | 0.827 | |
| RPriorNetUncertainty Measure=Mutual Information (MI)2024.02 | 0.798 | |
| NatPNUncertainty Measure=Differential Entropy (Dent)2024.02 | 0.606 | |
| NatPNUncertainty Measure=Mutual Information (MI)2024.02 | 0.21 |