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Benchmarks
Out-of-Distribution Detection on CIFAR-100 (ID) vs Places365 (OOD) (test)
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0.99
AUC
DMD-a
-0.0084
0.2508
0.51
0.7692
Dec 22, 2025
AUC
Updated 4d ago
Evaluation Results
Method
Method
Links
AUC
DMD-a
Backbone=VGG16
2025.12
0.99
DMD-a
Backbone=ViTB16
2025.12
0.99
DMD-u
Backbone=VGG16
2025.12
0.99
DMD-b
Backbone=ViTB16
2025.12
0.97
MACS
Backbone=ViTB16
2025.12
0.88
FS
Backbone=ViTB16
2025.12
0.86
MACS
Backbone=VGG16
2025.12
0.85
DOC
Backbone=ViTB16
2025.12
0.85
MSP
Backbone=VGG16
2025.12
0.84
MSP
Backbone=ViTB16
2025.12
0.84
DOC
Backbone=VGG16
2025.12
0.84
FS
Backbone=VGG16
2025.12
0.8
Rel-U
Backbone=VGG16
2025.12
0.74
DMD-b
Backbone=VGG16
2025.12
0.69
Rel-U
Backbone=ViTB16
2025.12
0.67
DMD-u
Backbone=ViTB16
2025.12
0.03
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