Categories Companies Research

Loading the SOTA2 catalog…

Explore

Categories Companies Research

Contribute

Join SOTA2 Contact

SOTA2

© 2026 SOTA2

Build in Bellevue, USA

WizWand is now SOTA2 Research

Papers Benchmarks Datasets Tasks

Novelty Detection research benchmarks · SOTA2 Research

Novelty Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA 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

Popular datasets

CIFAR MNIST Kurcuma CIFAR10 CIFAR100

Follow for updates

Join SOTA2 Contact