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ResearchFormerly WizWand

OOD detection on ISIC Colour Chart Artefacts Synth Similar

0.9748AUROCRealNVP
0.480280.6086650.737050.865435Feb 23, 2026
Updated 8mo ago

Evaluation results

MethodLinks
RealNVP2026.020.9748
MBMBackbone=ResNet182026.020.9631
MahalanobisBackbone=ResNet182026.020.9611
TAPUUDBackbone=ResNet182026.020.9326
PCXBackbone=ResNet182026.020.929
LOFBackbone=ResNet182026.020.9154
XOOD-MBackbone=ResNet182026.020.9054
KDE (Gaussian)Backbone=ResNet182026.020.8994
Deep SVDD2026.020.8946
KNNBackbone=ResNet182026.020.8895
CoPBackbone=ResNet182026.020.8858
DDPM-LPIPS2026.020.8792
CoRPBackbone=ResNet182026.020.8475
NMDBackbone=ResNet182026.020.7965
FPI2026.020.7762
ASHBackbone=ResNet182026.020.7627
DDPM-MSE2026.020.7512
DICEBackbone=ResNet182026.020.7434
ReActBackbone=ResNet182026.020.739
Reject ClassBackbone=ResNet182026.020.7372
NANBackbone=ResNet182026.020.7162
WeiPerBackbone=ResNet182026.020.7121
GradNormBackbone=ResNet182026.020.7084
ResidualBackbone=ResNet182026.020.6986
Outlier ExposureBackbone=ResNet182026.020.698
CIDERBackbone=ResNet182026.020.6721
ViMBackbone=ResNet182026.020.648
Rotation PredBackbone=ResNet182026.020.6408
GradOrthBackbone=ResNet182026.020.6372
SHEBackbone=ResNet182026.020.6279
ODINBackbone=ResNet182026.020.6232
NuSABackbone=ResNet182026.020.6192
MCPBackbone=ResNet182026.020.6172
FeatureNormBackbone=ResNet182026.020.6147
GRAMBackbone=ResNet182026.020.6108
Deep EnsembleBackbone=ResNet182026.020.6045
MC-DropoutBackbone=ResNet182026.020.5833
Bayes By BackpropBackbone=ResNet182026.020.5811
GAIA-ABackbone=ResNet182026.020.5052
NACBackbone=ResNet182026.020.4993