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Benchmarks
Novelty Detection on MNIST [0-4] (ID) vs [5-9] (OOD) (unlabeled set)
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99
AUROC
DPN
93.8
95.15
96.5
97.85
Dec 10, 2020
AUROC
TNR (0.95)
Updated 4d ago
Evaluation Results
Method
Method
Links
AUROC
TNR (0.95)
DPN
Architecture=3-hidden...
2020.12
99
97
Mahal.
Architecture=3-hidden...
2020.12
99
98
nnPU
Architecture=3-hidden...
2020.12
99
98
MCD
Architecture=3-hidden...
2020.12
99
94
Mahal-U
Architecture=3-hidden...
2020.12
99
96
Bin. Classif.
Architecture=3-hidden...
2020.12
99
97
ERD
Architecture=3-hidden...
2020.12
99
97
ERD++
Architecture=3-hidden...
2020.12
99
97
OE
Architecture=3-hidden...
2020.12
95
78
Vanilla Ensembles
Architecture=3-hidden...
2020.12
94
72
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