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ResearchFormerly WizWand

OOD Detection on MNIST (ID) vs SVHN (OOD) (test)

0.9997AUCBNN-ARHT
0.6196840.7183420.8170.915658Oct 25, 2023
Updated 8mo ago

Evaluation results

MethodLinks
BNN-ARHTIn-Distrib.=MNIST, Architecture=LeNet [22]2023.100.99970.9996
MC DropoutIn-Distrib.=MNIST, Architecture=LeNet [22]2023.100.99960.9996
DPNIn-Distrib.=MNIST, Architecture=LeNet [22]2023.100.99960.9996
Kendall and GalIn-Distrib.=MNIST, Architecture=LeNet [22]2023.100.9960.9913
Deep EnsemblesIn-Distrib.=MNIST, Architecture=LeNet [22]2023.100.99210.9968
DetectronIn-Distrib.=MNIST, Architecture=LeNet [22]2023.100.77920.8375
EDLIn-Distrib.=MNIST, Architecture=LeNet [22]2023.100.63430.8509