ResearchBenchmarksOut-of-Distribution Detection on ImageNet vs SpeciesOut-of-Distribution Detection on ImageNet vs SpeciesFollow77.71AUROCCOMBOOD59.499664.227368.95573.6827Feb 4, 2026Evaluation resultsMethodMethodLinksAUROCAUPRCOMBOODBackbone=ResNet-50Backbone=ResNet-502026.0277.7193.36KNNBackbone=ResNet-50Backbone=ResNet-502026.0276.3793.04ODINBackbone=ResNet-50Backbone=ResNet-502026.0271.5991.38MDSBackbone=ResNet-50Backbone=ResNet-502026.0267.2689.9Reg. MahalanobisBackbone=ResNet-50Backbone=ResNet-502026.0264.5388.54GramBackbone=ResNet-50Backbone=ResNet-502026.0260.287.55