ResearchBenchmarksOut-of-Distribution Detection on MNIST (ID) vs CIFAR-10 (OOD)Follow100AUROCCOMBOOD97.60898.22998.8599.471Feb 4, 2026Evaluation ResultsMethodMethodLinksAUROCAUPRCOMBOODBackbone=LeNetBackbone=LeNet2026.02100100Reg. MahalanobisBackbone=LeNetBackbone=LeNet2026.0299.9999.99MDSBackbone=LeNetBackbone=LeNet2026.0299.7599.74ODINBackbone=LeNetBackbone=LeNet2026.0299.1199.09GramBackbone=LeNetBackbone=LeNet2026.0298.4598.61KNNBackbone=LeNetBackbone=LeNet2026.0297.797.58