ResearchBenchmarksOut-of-Distribution Detection on CIFAR-100 In-Dist NearOOD AggregateFollow80.18AUROCKNN50.207257.988665.7773.5514Feb 4, 2026Evaluation ResultsMethodMethodLinksAUROCAUPRKNNBackbone=ResNet18Backbone=ResNet182026.0280.1874.67ODINBackbone=ResNet18Backbone=ResNet182026.0279.7982.21COMBOODBackbone=ResNet18Backbone=ResNet182026.0278.7678.87Reg. MahalanobisBackbone=ResNet18Backbone=ResNet182026.0270.8269.57MDSBackbone=ResNet18Backbone=ResNet182026.0255.3557.39GramBackbone=ResNet18Backbone=ResNet182026.0251.3652.63