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Out-of-Distribution Detection on CIFAR-10 standard (test)

51.2Clustering AccuracyDISC
31.627236.708641.7946.8714Oct 20, 2025

Evaluation results

MethodLinks
DISC2025.1051.282.6171.31
Mahalanobis2025.1049.3584.1549.59
All detectorsprotocol=concatenation of baseline scalar scores2025.1049.07—70.84
Maha+ODIN2025.1048.683.8152.85
ViM2025.1042.580.244.08
MaxLogit2025.1041.8581.8742.5
EnergyBased2025.1041.6481.8743.09
DDPM2025.1039.6775.2938.16
MCD2025.1037.0782.4338.48
Entropy2025.1036.982.9138.32
ODIN2025.1036.1379.6843.39
MSP2025.1035.5382.5737.55
ReAct2025.1032.3873.2132.07