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Papers Benchmarks Datasets Tasks

Anomaly Detection research benchmarks – Page 35 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Thunderbird Log

94.84AUROC

9

Feb 26, 2026

0.981AUROC

9

Feb 26, 2026

0.932AUROC

9

Feb 26, 2026

Campaign Tabular

87.44AUROC

9

Feb 26, 2026

97.64F1 (Point Adjustment)

9

Feb 26, 2026

SWAT Time Series

94.55F1 (Point Adjustment)

9

Feb 26, 2026

SMAP Time Series

75.27F1 (Point Adjustment)

9

Feb 26, 2026

MSL Time Series

86.52F1 (Point Adjustment)

9

Feb 26, 2026

88.47F1 (Point Adjustment)

9

Feb 26, 2026

Cryptocurrency transaction dataset 0.01% label scarcity

99.63Accuracy

9

Feb 26, 2026

0.605AUROC

9

Feb 26, 2026

75.3AUROC

9

Feb 26, 2026

7.99AUPRC

9

Feb 26, 2026

37.69AUPRC

9

Feb 26, 2026

90.3Image AUROC

9

Feb 26, 2026

Semantic-Deviation-Anchored Multi-Branch Fusion

0.988Image-AUC

9

Feb 26, 2026

95.03AUROC

9

Feb 26, 2026

93.49AUROC

9

Feb 26, 2026

97.4Pixel-level AUROC

9

Feb 26, 2026

Real3D-AD (test)

88.2Airplane Score

9

Feb 26, 2026

Anomaly-ShapeNet new (test)

0.988Anomaly Score (cabinet0)

9

Feb 26, 2026

73.5Image AUROC

9

Feb 26, 2026

87.2Image AUROC

9

Feb 26, 2026

ISIC 2018 (test)

90.15I-AUROC

9

Feb 26, 2026

93.6Gorilla

9

Feb 26, 2026

Page 35 of 62

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