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Benchmarks
Out-of-distribution Detection on CIFAR-10 Corruption avg (test)
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58
AUROC
SCOD
47.6
50.3
53
55.7
Sep 23, 2024
AUROC
Updated 1mo ago
Evaluation Results
Method
Method
Links
AUROC
SCOD
Memory budget=10p
2024.09
58
SCOD
Model Architecture=Res...
2024.09
58
Sketched Lanczos Uncertainty
Memory budget=10p
2024.09
57
LLA
Memory budget=10p
2024.09
57
LE
Memory budget=10p
2024.09
57
LE-H
Memory budget=10p
2024.09
57
Sketched Lanczos Uncertainty
Model Architecture=Res...
2024.09
57
LLA
Model Architecture=Res...
2024.09
57
LE
Model Architecture=Res...
2024.09
57
LE-H
Model Architecture=Res...
2024.09
57
LLA-D
Memory budget=10p
2024.09
52
LLA-D
Model Architecture=Res...
2024.09
52
Deep Ensemble
Model Architecture=Res...
2024.09
52
SWAG
Memory budget=10p
2024.09
51
DE
Memory budget=10p
2024.09
50
SWAG
Model Architecture=Res...
2024.09
48
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