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Papers Benchmarks Datasets Tasks

Anomaly Detection research benchmarks – Page 29 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

85.44AUC (%)

10

May 6, 2026

86.68AUC

10

May 6, 2026

ADBench All Datasets 57 datasets

81.49ROC-AUC

10

Apr 23, 2026

ADBench Low Dimensionality, d ≤ 20 (24 datasets)

90.14ROC-AUC

10

Apr 23, 2026

ADBench Medium Dimensionality (20 < d ≤ 100)

80.13ROC-AUC

10

Apr 23, 2026

ADBench High Dimensionality d > 100 (15 datasets)

73.98ROC-AUC

10

Apr 23, 2026

PMU dataset (test)

Transformer–attn–BiGAN

90Precision

10

Apr 14, 2026

TSB-AD Multivariate Track (aggregate)

0.355VUS-PR

10

Apr 6, 2026

TSB-AD Univariate Track (aggregate)

0.423VUS-PR

10

Apr 6, 2026

ODDS & ADBench 36 datasets (test)

74.37AUC-PR (Baseline)

10

Mar 31, 2026

BTAD Few-shot-8 setting

93.2Image AUROC

10

Mar 25, 2026

BTAD Separate setting

95.9Image AUROC

10

Mar 25, 2026

MVTec AD Few-shot-8 setting

93.5Image AUROC

10

Mar 25, 2026

89.24AUPRC

10

Mar 17, 2026

43.14AUPRC

10

Mar 17, 2026

96.07AUPRC

10

Mar 17, 2026

86.58AUPRC

10

Mar 17, 2026

65.22AUPRC

10

Mar 17, 2026

0.993AUPRC

10

Mar 17, 2026

89.03AUPRC

10

Mar 17, 2026

Wilt Out-of-Domain

39.17F1 Score

10

Mar 17, 2026

vowels Out-of-Domain

53.2F1 Score

10

Mar 17, 2026

speech Out-of-Domain

10.49F1 Score

10

Mar 17, 2026

SpamBase Out-of-Domain

81.8F1 Score

10

Mar 17, 2026

ionosphere Out-of-Domain

93.49F1 Score

10

Mar 17, 2026

Page 29 of 62

Popular datasets

MVTec AD MNIST CIFAR Gaussian mixture synthetic dataset SMAP

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