ResearchBenchmarksOut-of-Distribution Detection on CIFAR-10 In-Dist FarOOD AggregateOut-of-Distribution Detection on CIFAR-10 In-Dist FarOOD AggregateFollow94.64AUROCCOMBOOD66.424873.749981.07588.4001Feb 4, 2026Evaluation resultsMethodMethodLinksAUROCAUPRCOMBOODBackbone=ResNet18Backbone=ResNet182026.0294.6487.6KNNBackbone=ResNet18Backbone=ResNet182026.0292.9694.93Reg. MahalanobisBackbone=ResNet18Backbone=ResNet182026.0290.572.88GramBackbone=ResNet18Backbone=ResNet182026.0288.7879.68ODINBackbone=ResNet18Backbone=ResNet182026.0281.8759.85MDSBackbone=ResNet18Backbone=ResNet182026.0267.5146.56