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ResearchFormerly WizWand

OOD Detection on CIFAR-100-C (all 15 perturbations, test)

69.69AUROCCE+AUCOCL
65.207666.371367.53568.6987Aug 9, 2023
Updated 8mo ago

Evaluation results

MethodLinks
CE+AUCOCLScoring method=EBM2023.0869.69
FL+AUCOCLScoring method=MaxLogit2023.0869.52
CE+AUCOCLScoring method=MaxLogit2023.0869.51
FL+AUCOCLScoring method=EBM2023.0869.46
CE+S-ECEScoring method=EBM2023.0868.01
FL+AUCOCLScoring method=MSP2023.0868
CE+S-ECEScoring method=MaxLogit2023.0867.98
CE+S-AvUCScoring method=EBM2023.0867.96
CE+S-AvUCScoring method=MaxLogit2023.0867.93
FL+S-ECEScoring method=EBM2023.0867.78
CE+AUCOCLScoring method=MSP2023.0867.77
CE+AUCOCLScoring method=ODIN2023.0867.77
CE 66,18Scoring method=ODIN2023.0867.71
CE 66,18Scoring method=MaxLogit2023.0867.71
CE+S-ECEScoring method=ODIN2023.0867.5
CE+S-AvUCScoring method=ODIN2023.0867.45
FL+S-AvUCScoring method=MaxLogit2023.0867.38
FL+S-ECEScoring method=MaxLogit2023.0867.38
FL+S-ECEScoring method=MSP2023.0867.34
CE+S-ECEScoring method=MSP2023.0867.32
CE+S-AvUCScoring method=MSP2023.0867.29
FL+S-AvUCScoring method=EBM2023.0867.24
FL+MMCEScoring method=MaxLogit2023.0866.97
AdaFL53Scoring method=MaxLogit2023.0866.94
FL+MMCEScoring method=MSP2023.0866.92
FL+AUCOCLScoring method=ODIN2023.0866.83
FL+S-AvUCScoring method=MSP2023.0866.78
AdaFL53Scoring method=EBM2023.0866.73
FL (γ=3)Scoring method=MaxLogit2023.0866.69
FL+MMCEScoring method=EBM2023.0866.6
AdaFL53Scoring method=MSP2023.0866.58
FL (γ=3)Scoring method=MSP2023.0866.57
CE 66,18Scoring method=MSP2023.0866.42
FL (γ=3)Scoring method=EBM2023.0866.42
FL (γ=3)Scoring method=ODIN2023.0866.36
CE+MMCEScoring method=MaxLogit2023.0866.34
AdaFL53Scoring method=ODIN2023.0866.33
CE+MMCEScoring method=EBM2023.0866.23
CE+MMCEScoring method=ODIN2023.0866.22
FL+MMCEScoring method=ODIN2023.0866.14
CE+MMCEScoring method=MSP2023.0866.12
FL+S-AvUCScoring method=ODIN2023.0866
FL+S-ECEScoring method=ODIN2023.0865.38