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Anomaly Detection research benchmarks – Page 27 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Circle Synthetic

100Specificity

11

Feb 26, 2026

94.6Specificity

11

Feb 26, 2026

100Specificity

11

Feb 26, 2026

91.6Recall

11

Feb 26, 2026

92.4Recall

11

Feb 26, 2026

98.6Recall

11

Feb 26, 2026

0.925Recall

11

Feb 26, 2026

75.5Recall

11

Feb 26, 2026

1Recall

11

Feb 26, 2026

92.8Recall

11

Feb 26, 2026

100Recall

11

Feb 26, 2026

99.9Recall

11

Feb 26, 2026

78.1Average PAUC

11

Feb 26, 2026

75.6Average PAUC

11

Feb 26, 2026

0.88Avg PAUC

11

Feb 26, 2026

0.828Avg PAUC

11

Feb 26, 2026

76Average PAUC

11

Feb 26, 2026

82.3Average PAUC

11

Feb 26, 2026

0.927Avg PAUC

11

Feb 26, 2026

0.941Average PAUC

11

Feb 26, 2026

SmartHome-Bench D_Ambiguity

71.19Accuracy

11

Feb 26, 2026

SmartHome-Bench

84.34Overall Accuracy

11

Feb 26, 2026

VisA 10% training contamination (test)

Folded(3/4) PatchCore

0.91Average Image-level AUROC

11

Feb 26, 2026

Synthetic dataset

100Precision

11

Feb 26, 2026

85AUC (1% Anomaly Ratio)

11

Feb 26, 2026

Page 27 of 62

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