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ResearchFormerly WizWand

Out-of-Distribution Detection on CelebA (ID) vs CIFAR-10 (OOD) (test)

0.9999AUROCSPEM
0.1499080.3705790.591250.811921Feb 10, 2026Feb 26, 2026Mar 15, 2026Apr 1, 2026Apr 17, 2026May 4, 2026May 21, 2026
Updated 5mo ago

Evaluation results

MethodLinks
SPEMFlow Model=ResFlow, Feature Extractor=ResNet-152, Hyperparameter alpha=0.42026.020.9999
SPEM-noiseFlow Model=ResFlow, Feature Extractor=ResNet-152, Hyperparameter alpha=0.12026.020.9999
lambda (Similarity-only)2026.020.9999
LIDFlow Model=ResFlow2026.020.939
SITN2026.050.91
SITN2026.050.91
Log-likelihood2026.050.728
Log-likelihood2026.050.728
DoSE2026.050.717
Typicality2026.050.688
GMMFlow Model=ResFlow2026.020.6845
Typicality (sqrt(d))Flow Model=ResFlow2026.020.6628
WAICensemble size=52026.050.609
Typicality (Entropy)Flow Model=ResFlow2026.020.6082
LikelihoodFlow Model=ResFlow2026.020.5819
ComplexityFlow Model=ResFlow2026.020.574
Complexity2026.050.224
Likelihood RatioFlow Model=ResFlow2026.020.1826