ResearchBenchmarksOut-of-Distribution Detection on MNIST (In-Dist) vs NearOOD (test)Follow98.45AUROCCOMBOOD72.91879.546586.17592.8035Feb 4, 2026Evaluation ResultsMethodMethodLinksAUROCAUPRCOMBOODBackbone=LeNetBackbone=LeNet2026.0298.4597.62GramBackbone=LeNetBackbone=LeNet2026.029897.76KNNBackbone=LeNetBackbone=LeNet2026.0296.5294.47Reg. MahalanobisBackbone=LeNetBackbone=LeNet2026.0293.7889.96ODINBackbone=LeNetBackbone=LeNet2026.0292.3887.61MDSBackbone=LeNetBackbone=LeNet2026.0273.965.19