ResearchBenchmarksOut-of-Distribution Detection on ImageNet vs MNISTOut-of-Distribution Detection on ImageNet vs MNISTFollow0.9988AUROCCOMBOOD0.9330720.9501360.96720.984264Feb 4, 2026Evaluation resultsMethodMethodLinksAUROCAUPRCOMBOODBackbone=ResNet-50Backbone=ResNet-502026.020.99880.9998KNNBackbone=ResNet-50Backbone=ResNet-502026.020.99850.9997ODINBackbone=ResNet-50Backbone=ResNet-502026.020.99670.9994GramBackbone=ResNet-50Backbone=ResNet-502026.020.97690.996MDSBackbone=ResNet-50Backbone=ResNet-502026.020.95660.9916Reg. MahalanobisBackbone=ResNet-50Backbone=ResNet-502026.020.93560.9884