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ResearchFormerly WizWand

OOD Detection on CIFAR-10 IND CIFAR-100 OOD (test)

0.9037AUROCNGC
0.5450040.6381270.731250.824373Aug 25, 2021May 5, 2022Jan 13, 2023Sep 23, 2023Jun 2, 2024Feb 10, 2025Oct 21, 2025
Updated 8mo ago

Evaluation results

MethodLinks
NGCSupervised detection=false, IND noise level=50% sym., OOD samples in training set=20k, OOD samples in test set=10k2021.080.9037
F-EDLArchitecture=VGG-16, Uncertainty Type=epistemic, Setting=classical2025.100.8637
DAEDLArchitecture=VGG-16, Uncertainty Type=epistemic, Setting=classical2025.100.8604
R-EDLArchitecture=VGG-16, Uncertainty Type=epistemic, Setting=classical2025.100.8526
I-EDLArchitecture=VGG-16, Uncertainty Type=epistemic, Setting=classical2025.100.8215
EDLArchitecture=VGG-16, Uncertainty Type=epistemic, Setting=classical2025.100.8063
MSPSupervised detection=true, IND noise level=50% sym., OOD samples in training set=20k, OOD samples in test set=10k2021.080.6991
SSDSupervised detection=false, IND noise level=50% sym., OOD samples in training set=20k, OOD samples in test set=10k2021.080.6842
ODINSupervised detection=true, IND noise level=50% sym., OOD samples in training set=20k, OOD samples in test set=10k2021.080.654
MDSupervised detection=true, IND noise level=50% sym., OOD samples in training set=20k, OOD samples in test set=10k2021.080.6445
RotSupervised detection=false, IND noise level=50% sym., OOD samples in training set=20k, OOD samples in test set=10k2021.080.6384
RotSupervised detection=true, IND noise level=50% sym., OOD samples in training set=20k, OOD samples in test set=10k2021.080.6025
SSDSupervised detection=true, IND noise level=50% sym., OOD samples in training set=20k, OOD samples in test set=10k2021.080.5588