ResearchBenchmarksOut-of-Distribution Detection on MNIST (In-Dist) vs Texture (Out-Dist) (test)Out-of-Distribution Detection on MNIST (In-Dist) vs Texture (Out-Dist) (test)Follow0.9998AUROCReg. Mahalanobis0.9377120.9538310.969950.986069Feb 4, 2026Evaluation resultsMethodMethodLinksAUROCAUPRReg. MahalanobisBackbone=LeNetBackbone=LeNet2026.020.99980.9999COMBOODBackbone=LeNetBackbone=LeNet2026.020.99980.9999MDSBackbone=LeNetBackbone=LeNet2026.020.99720.9972ODINBackbone=LeNetBackbone=LeNet2026.020.98990.9925GramBackbone=LeNetBackbone=LeNet2026.020.98540.9912KNNBackbone=LeNetBackbone=LeNet2026.020.94010.9574