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Anomaly Detection research benchmarks – Page 12 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

0.961ROC-AUC

20

Feb 26, 2026

EPSY UEA (test)

98.1ROC-AUC

20

Feb 26, 2026

0.977AUC

20

Feb 26, 2026

Georgescu et al. + SSPCAB

83.6Micro AUC (Frame)

20

Feb 26, 2026

Fishyscapes Static (val)

98.3AUROC

20

Feb 26, 2026

0.934AUC (Overall)

20

Feb 26, 2026

0.975Precision

20

May 18, 2026

Real-IAD (test)

95.4I-AUROC

20

Jul 3, 2026

Weibo zero-shot (test)

92.88AUROC

19

Mar 11, 2026

Reddit zero-shot (test)

60.04AUROC (zero-shot)

19

Mar 11, 2026

photo zero-shot (test)

76.1AUROC

19

Mar 11, 2026

Amazon zero-shot (test)

82.67AUROC

19

Mar 11, 2026

BlogCatalog zero-shot (test)

77.91AUROC

19

Mar 11, 2026

CiteSeer zero-shot (test)

94.12AUROC

19

Mar 11, 2026

Cora zero-shot (test)

91.07AUROC

19

Mar 11, 2026

ACM zero-shot (test)

89.04AUROC

19

Mar 11, 2026

Facebook zero-shot (test)

83.39AUROC

19

Mar 11, 2026

99.8AUC

19

May 12, 2026

ALOI ADBench (test)

16AP

19

Feb 26, 2026

ADBench 57 Datasets (test)

54.7AP

19

Feb 26, 2026

Anomaly Detection Challenge Zero-Shot blind (test)

98.19AUROC

19

Mar 11, 2026

90.7AUC

19

Feb 26, 2026

0.764AUPRC

19

May 20, 2026

0.828AUC ROC

19

Mar 17, 2026

ZhangLab dataset (test)

96.7AUC

19

Mar 10, 2026

Page 12 of 62

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