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Anomaly Detection research benchmarks – Page 48 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

96.8Class AUROC

6

Feb 26, 2026

0.779Class-level AUROC

6

Feb 26, 2026

298Anomaly Overlap Count

6

Feb 26, 2026

MVTec-AD 4-shot

97.7AUROC

6

Feb 26, 2026

MVTec-AD 2-shot

97.3AUROC

6

Feb 26, 2026

DataCoSupplyChain (Non-IID)

Central Coalition 1

99Accuracy

6

Feb 26, 2026

DataCoSupplyChain (IID)

FL Coalition 3-ICBAC

99Accuracy

6

Feb 26, 2026

Real-IAD single-class

0.912Image-level AUROC

6

Feb 26, 2026

0.975AUROC

6

Feb 26, 2026

39EER

6

Feb 26, 2026

0.37EER

6

Feb 26, 2026

MVTec-AD 8-shot (test)

98.2AUROC

6

Feb 26, 2026

9.22AUPRC

6

Feb 26, 2026

95.6AUROC (Image-level)

6

Feb 26, 2026

99.6Image-level AUROC

6

Feb 26, 2026

Button Dataset (test)

95.8Class 1 AUROC

6

Feb 26, 2026

BRATS 2020 (test)

59.4Dice

6

Feb 26, 2026

MVTec AD surfaces

100Carpet Score

6

Feb 26, 2026

MVTec LOCO (test)

0.799Latency (ms)

6

Feb 26, 2026

Suede Silicon Wafers (SSW) (test)

0.999AUC ROC

6

Feb 26, 2026

Coating Products (CP) (test)

0.999AUCROC

6

Feb 26, 2026

AD unbalanced (test)

88.22Accuracy

6

Feb 26, 2026

0.992AUC

6

Feb 26, 2026

0.991AUC

6

Feb 26, 2026

99.1AUC

6

Feb 26, 2026

Page 48 of 62

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