ResearchBenchmarksOut-of-Distribution Detection on MNIST (In-Dist) vs Tiny (Out-Dist) (test)Follow99.99AUROCReg. Mahalanobis97.296497.995798.69599.3943Feb 4, 2026Evaluation ResultsMethodMethodLinksAUROCAUPRReg. MahalanobisBackbone=LeNetBackbone=LeNet2026.0299.9999.99COMBOODBackbone=LeNetBackbone=LeNet2026.0299.9999.99MDSBackbone=LeNetBackbone=LeNet2026.0299.7599.77ODINBackbone=LeNetBackbone=LeNet2026.0299.2299.2GramBackbone=LeNetBackbone=LeNet2026.0297.7197.89KNNBackbone=LeNetBackbone=LeNet2026.0297.497.08