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ResearchFormerly WizWand

Out-of-distribution Detection on CIFAR-100 vs iSUN (test)

0.959TNR @ TPR95Ours
0.11660.33530.5540.7727Dec 28, 2019
Updated 8mo ago

Evaluation results

MethodLinks
OursBackbone=DenseNet2019.120.9590.990.956
OursArchitecture=ResNet, In-distribution Dataset=CIFAR-1002019.120.95120.9890.9518
OursBackbone=ResNet2019.120.9480.9880.956
MahalanobisArchitecture=ResNet, In-distribution Dataset=CIFAR-1002019.120.89910.97910.9305
MahalanobisBackbone=ResNet2019.120.8990.9790.931
MahalanobisBackbone=DenseNet2019.120.870.9740.924
VDArchitecture=ResNet, In-distribution Dataset=CIFAR-1002019.120.8020.9420.878
ODINArchitecture=ResNet, In-distribution Dataset=CIFAR-1002019.120.45210.85480.7847
ODINBackbone=ResNet2019.120.4520.8550.785
SemanticArchitecture=ResNet, In-distribution Dataset=CIFAR-1002019.120.4160.8520.884
ODINBackbone=DenseNet2019.120.3740.8450.764
BaselineBackbone=ResNet2019.120.1690.7580.701
BaselineArchitecture=ResNet, In-distribution Dataset=CIFAR-1002019.120.16890.7580.7011
BaselineBackbone=DenseNet2019.120.1490.6950.638