ResearchBenchmarksOut-of-Distribution Detection on CIFAR-10 In-Dist NearOOD AggregateOut-of-Distribution Detection on CIFAR-10 In-Dist NearOOD AggregateFollow91.13AUROCCOMBOOD57.267666.058874.8583.6412Feb 4, 2026Evaluation resultsMethodMethodLinksAUROCAUPRCOMBOODBackbone=ResNet18Backbone=ResNet182026.0291.1391.46KNNBackbone=ResNet18Backbone=ResNet182026.0290.6488.5Reg. MahalanobisBackbone=ResNet18Backbone=ResNet182026.0284.7785.18ODINBackbone=ResNet18Backbone=ResNet182026.0277.5171.66GramBackbone=ResNet18Backbone=ResNet182026.0266.5463.51MDSBackbone=ResNet18Backbone=ResNet182026.0258.5756.18