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Anomaly Detection research benchmarks – Page 25 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Anoshift 5% anomaly contamination (AVG)

0.733AUC

12

Feb 26, 2026

Anoshift 5% anomaly contamination (FAR)

62.2AUC

12

Feb 26, 2026

Anoshift 1% anomaly contamination (AVG)

74AUC

12

Feb 26, 2026

Anoshift FAR 1% anomaly contamination

0.625AUC

12

Feb 26, 2026

ADGym ns=20 1.0

97.3Relative Rank AUCPR

12

Feb 26, 2026

ADGym ns=10 1.0

98.2Relative Rank AUCPR

12

Feb 26, 2026

98.4Relative Rank AUCPR

12

Feb 26, 2026

0.946AUC

12

Feb 26, 2026

99PR-AUC

12

Feb 26, 2026

Kinetics 250 Few vs. Many (Meaningful split)

0.82AUC

12

Feb 26, 2026

Kinetics-250 Few vs. Many Random

77AUC

12

Feb 26, 2026

CMS AD trigger Run 283408

68.8TPR (Combined)

11

Jun 24, 2026

CMS HT trigger Run 283408

66.7TPR (Combined)

11

Jun 24, 2026

BMAD Retinal OCT (test)

92.61I-AUC

11

Jun 23, 2026

BMAD Liver CT (test)

77.84I-AUC

11

Jun 23, 2026

BMAD Brain MRI (test)

92.91I-AUC

11

Jun 23, 2026

MNIST-C 3 vs 8 (test)

59AUROC

11

Jun 11, 2026

90.07Precision

11

Apr 28, 2026

Flow Mismatching

98.7AU-ROC

11

May 25, 2026

85.7Oracle PA-F1

11

Mar 12, 2026

11Recall@1%

11

Mar 12, 2026

0.92AUC

11

Mar 11, 2026

Synthetic Financially Structured Data Aggregate (test)

62.39F1 Score

11

Mar 10, 2026

Market Regime and Cross-sectional Shock Simulations

77.17F1 Score

11

Mar 10, 2026

70.8AUC

11

Mar 4, 2026

Page 25 of 62

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