ResearchBenchmarksOut-of-Distribution Detection on CIFAR-10 (ID) vs MNIST (OOD)Follow99.52AUROCGram76.712882.633988.55594.4761Feb 4, 2026Evaluation ResultsMethodMethodLinksAUROCAUPRGramBackbone=ResNet18Backbone=ResNet182026.0299.5299.24KNNBackbone=ResNet18Backbone=ResNet182026.0294.2698.95COMBOODBackbone=ResNet18Backbone=ResNet182026.0291.2874.49ODINBackbone=ResNet18Backbone=ResNet182026.0290.9164.74Reg. MahalanobisBackbone=ResNet18Backbone=ResNet182026.0279.8134.8MDSBackbone=ResNet18Backbone=ResNet182026.0277.5943.97