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ResearchFormerly WizWand

OOD Detection on CIFAR-100 vs LSUN (IND/OOD)

99.99AUROCDOE
68.5376.697584.86593.0325Oct 18, 2021Jul 24, 2022Apr 29, 2023Feb 2, 2024Nov 7, 2024Aug 13, 2025May 20, 2026
Updated 5mo ago

Evaluation results

MethodLinks
DOEBackbone=ResNet-182024.0599.99——0.05
DivOEBackbone=ResNet-182024.0599.99——0.01
Hopfield BoostingBackbone=ResNet-182024.0599.98——0
MSP-OEBackbone=ResNet-182024.0599.97——0.03
DOSBackbone=ResNet-182024.0599.96——0.01
DALBackbone=ResNet-182024.0599.94——0
POEMBackbone=ResNet-182024.0599.57——0
EBO-OEBackbone=ResNet-182024.0599.57——0
MixOEBackbone=ResNet-182024.0597.99——10.27
PALMBackbone=ResNet-342026.0597.7——10.58
EIHFBackbone=ResNet-342026.0597.59——12.86
CIDERBackbone=ResNet-342026.0596.33——16.16
DPLBackbone=ResNet-342026.0595.7——22.37
DREAM-OOD2023.0995.23——24.25
DRLBackbone=ResNet-342026.0594.63——16.97
Energy + pNMLBackbone=WideResNet-402021.1094.165.587.5—
ViM2023.0990.43——43.1
KNN+Backbone=ResNet-342026.0589.3——48.99
GODIN2023.0988.36——60.65
EnergyBackbone=ResNet-342026.0586.69——59.77
Mahalanobis2023.0985.83——56.8
VOS2023.0985.72——59.05
KNN2023.0985.56——63.29
VOSBackbone=ResNet-342026.0584.69——73.61
ReAct2023.0983.03——80.7
NPOS2023.0982.43——56.27
ReActBackbone=ResNet-342026.0580.31——64.02
EnergyBackbone=WideResNet-402021.1080.331.273.1—
MSP2023.0980.12——76.4
ODINBackbone=ResNet-342026.0580.1——76.36
SSD+Backbone=ResNet-342026.0579.43——84.15
Energy2023.0978.36——81.75
ODIN2023.0978.04——75.6
ASHBackbone=ResNet-342026.0576.52——75.18
GAN2023.0975.87——82.35
MSPBackbone=ResNet-342026.0575.28——83.47
DICE2023.0973.59——94.05
VimBackbone=ResNet-342026.0569.74——86.96