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ResearchFormerly WizWand

OOD Detection on CIFAR-10 Average OOD ID (test)

0.8FPR@95Medix
-3.162423.583850.3377.0762May 21, 2025Jun 13, 2025Jul 6, 2025Jul 29, 2025Aug 21, 2025Sep 13, 2025Oct 7, 2025
Updated 3mo ago

Evaluation results

MethodLinks
MedixTraining Data=Pin and Pwild2025.100.899.74
GradPCA-BatchBackbone=ResNetV2-50 (BiT-M)2025.05399.31
WOODSTraining Data=Pin and Pwild2025.103.498.92
KNNBackbone=ResNetV2-50 (BiT-M)2025.054.8598.95
OETraining Data=Pin and Pwild2025.106.1697.99
Energy (w/ OE)Training Data=Pin and Pwild2025.107.5297.98
MahalanobisBackbone=ResNetV2-50 (BiT-M)2025.058.498.43
GradPCA-VecBackbone=ResNetV2-50 (BiT-M)2025.059.8498.1
KNN+Training Data=Pin only2025.1010.397.99
GradPCA (block 4)Backbone=ResNetV2-50 (BiT-M)2025.0510.4398
GAIA-ZBackbone=ResNet-34 (TIMM)2025.0512.7797.06
NCIBackbone=ResNetV2-50 (BiT-M)2025.0513.6496.44
ASHTraining Data=Pin only2025.1017.0396.15
CSITraining Data=Pin only2025.1017.3696.91
GradPCA (block 3)Backbone=ResNet-34 (TIMM)2025.0519.5596.42
GradPCABackbone=ResNetV2-50 (BiT-M)2025.0520.1595.96
GAIA-ABackbone=ResNet-34 (TIMM)2025.0520.4996.24
NCIBackbone=ResNet-34 (TIMM)2025.0521.7495.25
Kernel PCA (CoRP)Backbone=ResNetV2-50 (BiT-M)2025.0523.1295.38
GradPCA+DICEBackbone=ResNetV2-50 (BiT-M)2025.0523.695.35
Revisited PCABackbone=ResNetV2-50 (BiT-M)2025.0524.9591.04
Proj. GradsBackbone=ResNetV2-50 (BiT-M)2025.0525.5993.24
GAIA-ABackbone=ResNetV2-50 (BiT-M)2025.0527.7593.97
Revisited PCABackbone=ResNet-34 (TIMM)2025.0530.5992.6
KNNTraining Data=Pin only2025.1030.7794.15
EnergyBackbone=ResNet-34 (TIMM)2025.0530.9590.88
ODINBackbone=ResNet-34 (TIMM)2025.0531.8190.8
Max logitsBackbone=ResNet-34 (TIMM)2025.0531.8290.8
DICEBackbone=ResNet-34 (TIMM)2025.0532.788.66
EnergyTraining Data=Pin only2025.1032.8791.73
ReActBackbone=ResNet-34 (TIMM)2025.0532.8989.41
MSPBackbone=ResNetV2-50 (BiT-M)2025.0534.1786.18
DICETraining Data=Pin only2025.1034.2390.16
MahalanobisTraining Data=Pin only2025.1035.6693.34
KNNBackbone=ResNet-34 (TIMM)2025.0535.8694.06
ODINTraining Data=Pin only2025.1036.490.61
ReActTraining Data=Pin only2025.1036.7791.48
GradPCABackbone=ResNet-34 (TIMM)2025.0536.8292.85
GradPCA-BatchBackbone=ResNet-34 (TIMM)2025.0538.1393.55
GradPCA-VecBackbone=ResNet-34 (TIMM)2025.0538.3893.58
Kernel PCA (CoRP)Backbone=ResNet-34 (TIMM)2025.0539.1593.68
GradOrthBackbone=ResNet-34 (TIMM)2025.0540.4291.97
ODINBackbone=ResNetV2-50 (BiT-M)2025.0541.8380.74
Max logitsBackbone=ResNetV2-50 (BiT-M)2025.0541.8480.72
Proj. GradsBackbone=ResNet-34 (TIMM)2025.0542.684.9
GradPCA+DICEBackbone=ResNet-34 (TIMM)2025.0544.9589.52
MSPBackbone=ResNet-34 (TIMM)2025.0547.2390.58
EnergyBackbone=ResNetV2-50 (BiT-M)2025.0549.4477.96
MSPTraining Data=Pin only2025.1050.0491.12
MahalanobisBackbone=ResNet-34 (TIMM)2025.0555.0890.43
GAIA-ZBackbone=ResNetV2-50 (BiT-M)2025.0566.2873.53
GradOrthBackbone=ResNetV2-50 (BiT-M)2025.0573.9579.74
ReActBackbone=ResNetV2-50 (BiT-M)2025.0598.7235.07
DICEBackbone=ResNetV2-50 (BiT-M)2025.0599.8634.72