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Anomaly Detection research benchmarks – Page 33 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

VisA supervised benchmark 12 different classes

97.7Image-level AUROC

10

May 26, 2026

93AUC-ROC

10

Feb 26, 2026

85.8AUC-ROC

10

Feb 26, 2026

0.932AUC-ROC

10

Feb 26, 2026

0.931AUC-ROC

10

Feb 26, 2026

0.97AUROC

10

Feb 26, 2026

0.993AUROC

10

Feb 26, 2026

0.714AUC

10

Feb 26, 2026

0.859AUC

10

Feb 26, 2026

NTU-RGB+D Few vs. Many (Meaningful split)

90AUC

10

Feb 26, 2026

NTU-RGB+D Few vs. Many (Random split)

0.86AUC

10

Feb 26, 2026

MVTec 3D-AD (test)

99.9I-AUC (Bagel)

9

Jul 8, 2026

ADBench One-Class

3.3Mean Rank

9

Jun 30, 2026

ADBench Unsupervised

3.9Mean Rank

9

Jun 30, 2026

85.8Image-level AUC

9

Jun 30, 2026

MVTec-AD (test)

87.2mAD

9

Jun 23, 2026

74.37AUROC

9

Jun 18, 2026

Real-IAD standard (test)

90.1Image AU-ROC

9

Jun 15, 2026

Synthetic ESG benchmark (stratified 5-fold CV)

74Recall

9

Jun 4, 2026

0.729AUC

9

May 27, 2026

MVTec AD (test)

96.6Image Score

9

May 27, 2026

1.03GPU Cost (GB)

9

May 12, 2026

ADBench annthyroid

82.88Average AUC PR

9

May 11, 2026

CASSANDRA held-out (test)

85.6Accuracy

9

Apr 28, 2026

93.48Precision

9

Apr 21, 2026

Page 33 of 62

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