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Anomaly Detection research benchmarks – Page 54 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

MVTec-AD (test)

98.5AUC

4

Apr 10, 2026

DT-driven hybrid detector

100Detection Rate

4

Apr 7, 2026

MVTec AD mix 2 (test)

62.3AU-PRO0.05

4

Mar 27, 2026

MVTec AD 2 (test)

67.3AU-PRO0.05

4

Mar 27, 2026

MAD-Real (test)

SplatPosePlus + Ours

95.6AUROC

4

Mar 25, 2026

87Accuracy

4

Mar 11, 2026

39Accuracy

4

Mar 11, 2026

99.5AUROC (per image)

4

Mar 10, 2026

98.5AUROC (per image)

4

Mar 10, 2026

100AUROC (per image)

4

Mar 10, 2026

94.1Avg ROC AUC

4

Feb 26, 2026

95.3Average ROC AUC

4

Feb 26, 2026

TS-image Understanding

66.7QA5 (Weighted Accuracy)

4

Feb 26, 2026

ViSA 0% Corruptions

Folded(3/4) PatchCore

0.96I-AUROC

4

Feb 26, 2026

MvTecAD 0% Corruptions

Folded(3/4) PatchCore

0.992I-AUROC

4

Feb 26, 2026

0.841AUROC

4

Feb 26, 2026

89.89AUROC

4

Feb 26, 2026

92.65F1 Score

4

Feb 26, 2026

0.89AUC ROC

4

Feb 26, 2026

0.99AUC-ROC

4

Feb 26, 2026

Arrhythmia (SVEB)

0.99AUC ROC

4

Feb 26, 2026

Arrhythmia (BENIGN)

0.89AUC-ROC

4

Feb 26, 2026

Arrhythmia (VEB)

0.99AUC ROC

4

Feb 26, 2026

3.2Params (M)

4

Feb 26, 2026

3.2Params (M)

4

Feb 26, 2026

Page 54 of 62

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