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

Anomaly Detection research benchmarks – Page 20 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

ADBench 38 real-world datasets (clean-context)

65.52F1 Score

14

Mar 17, 2026

0.9AUC

14

Mar 11, 2026

97.7Dent AUROC

14

Mar 10, 2026

97.5AUROC

14

May 28, 2026

99AUROC

14

Mar 23, 2026

China Southern Airlines Airbus A320 Right

41.4TAR

14

Mar 6, 2026

China Southern Airlines Airbus A320 Left

34.5TAR

14

Mar 6, 2026

China Southern Airlines Boeing 777 Right

62.5TAR

14

Mar 6, 2026

China Southern Airlines Boeing 777 Left

62.5TAR

14

Mar 6, 2026

DCASE RMIS Benchmark

74.2DCASE 20 Score

14

Feb 26, 2026

34 Tabular Datasets average (test)

0.729AUC-PR (Baseline)

14

Feb 26, 2026

Real-IAD 1.0 (test)

91.8AUROC (%)

14

Jun 23, 2026

Hyper-Kvasir Hard setting v1 (test)

0.864AUC

14

Feb 26, 2026

Mastcam Hard setting v1 (test)

77.8AUC

14

Feb 26, 2026

ELPV Hard setting v1 (test)

0.818AUC

14

Feb 26, 2026

AITEX Hard setting v1 (test)

79.8AUC

14

Feb 26, 2026

MVTec AD Metal_nut Hard setting (test)

97.8AUC

14

Feb 26, 2026

MVTec AD Carpet Hard setting (test)

95.6AUC

14

Feb 26, 2026

49.33AUPRC

14

Feb 26, 2026

85.03F1-score

14

Feb 26, 2026

CIFAR-10 one-for-all

87.8AUROC

14

Feb 26, 2026

100Average Score

14

Feb 26, 2026

95.1PRO

14

Feb 26, 2026

0.993AUROC

14

Feb 26, 2026

1AUC-ROC (Mean)

14

Jun 4, 2026

Page 20 of 62

Popular datasets

MVTec AD MNIST CIFAR Gaussian mixture synthetic dataset SMAP

Follow for updates

Join SOTA2 Contact