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ResearchFormerly WizWand

Novelty Detection

Benchmarks

DatasetSOTA methodMetricTrendResultsLast updated

LSST Scenario 4 v1 (test)

70.7AUROC

21

Apr 3, 2026

0.908AUROC

15

Feb 26, 2026

Multi-background MNIST

85.74Metric 0

12

Mar 24, 2026

95.1AUROC

11

Feb 26, 2026

96.4AUROC

11

Feb 26, 2026

0.9AUROC

11

Feb 26, 2026

Kurcuma (held-out novel class)

72.7Score 0

10

Mar 24, 2026

96ND Score (Model 1)

10

Mar 24, 2026

FashionMNIST [0,2,3,7,8] (ID) vs [1,4,5,6,9] (OOD) (unlabeled set)

95AUROC

10

Feb 26, 2026

MNIST [0-4] (ID) vs [5-9] (OOD) (unlabeled set)

99AUROC

10

Feb 26, 2026

FashionMNIST (ID) vs MNIST (OOD) (unlabeled set)

100AUROC

10

Feb 26, 2026

MNIST (ID) vs FashionMNIST (OOD) (unlabeled)

1AUROC

10

Feb 26, 2026

CIFAR100 [0:49] (ID) vs [50:99] (OOD) (test)

0.81AUROC

10

Feb 26, 2026

CIFAR10 [0:4] (ID) vs [5:9] (OOD) (test)

89AUROC

10

Feb 26, 2026

SVHN [0:4] (ID) vs [5:9] (OOD) (test)

0.96AUROC

10

Feb 26, 2026

CIFAR100 (ID) vs SVHN (OOD) (test)

1AUROC

10

Feb 26, 2026

SVHN (ID) vs CIFAR10 (OOD) (test)

100AUROC

10

Feb 26, 2026

MvTecAD regular ND

0.996AUROC

7

Feb 26, 2026

Flowers regular ND

0.999AUROC

7

Feb 26, 2026

CIFAR-100 regular ND

98.1AUROC

7

Feb 26, 2026

Birds regular ND

98.5AUROC

7

Feb 26, 2026

88.7AUROC

6

Feb 26, 2026

Gutenberg 9k+9k pos+neg samples original (test)

4,158True Positives (TP)

4

May 7, 2026