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Anomaly Detection research benchmarks – Page 59 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

93.2AUROC

2

Jun 4, 2026

57.55AUROC

2

Jun 4, 2026

87.99AUROC

2

Jun 4, 2026

97.7Pixel-level AUROC

2

May 28, 2026

Transformer+GWO+SHAP

98Accuracy

2

May 18, 2026

95.25AUC-ROC

2

Apr 29, 2026

82AP

2

Apr 23, 2026

83.1AP

2

Apr 23, 2026

98.1AP

2

Apr 23, 2026

68.1AP

2

Apr 23, 2026

79.7AP

2

Apr 23, 2026

Synthetic anomaly dataset

Rare-Aware Autoencoding

62.47Image AUROC

2

Apr 3, 2026

6.71Execution Time (s)

2

Mar 27, 2026

5.23Execution Time (s)

2

Mar 27, 2026

CIFAR-100 Noisy environment (Evaluation set)

83.5Accuracy

2

Mar 19, 2026

CIFAR-100 Clean environment (test)

96.9Accuracy

2

Mar 19, 2026

2True Positives (TP)

2

Mar 18, 2026

3TP

2

Mar 18, 2026

6True Positives (TP)

2

Mar 18, 2026

9True Positives (TP)

2

Mar 18, 2026

2True Positives

2

Mar 18, 2026

11True Positives (TP)

2

Mar 18, 2026

Volve offshore field production dataset (time-based)

98ROC-AUC

2

Mar 17, 2026

100AUROC

2

Mar 17, 2026

802.11 PCAP Unable to Handle STA

1AUROC

2

Mar 17, 2026

Page 59 of 62

Popular datasets

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