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Anomaly Detection research benchmarks – Page 40 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Aggregate Anomaly Detection Datasets (Mvtec-AD, BMAD, Real3D-AD) (last stage)

88.38Accuracy

7

Jul 7, 2026

91.8P-AUROC

7

Jul 3, 2026

Inline-Food-Inspection-THz Waferroll

80.7AUROC

7

Jun 16, 2026

Inline-Food-Inspection-THz Vanillacrescent

Beer-Lambert guided representation learning

0.938AUROC

7

Jun 16, 2026

Inline-Food-Inspection-THz Chocolatewafer

Beer-Lambert guided representation learning

0.996AUROC

7

Jun 16, 2026

100AUROC

7

Jun 12, 2026

Global Temperature Anomalies gcag

97.49AUROC

7

Jun 12, 2026

Global Temperature Anomalies (GISTEMP)

99.61AUROC

7

Jun 12, 2026

Real-IAD few-shot

89.17I-AUC

7

Jun 9, 2026

Tennessee Eastman

Cross-Validation

18F1 Score

7

Jun 5, 2026

Cross-Validation

96F1 Score

7

Jun 5, 2026

96AUROC

7

May 28, 2026

MVTec-AD (test)

93.3AUROC

7

May 28, 2026

Real-IAD Variety

345.759FPS

7

May 26, 2026

397.762FPS

7

May 26, 2026

395.062FPS

7

May 26, 2026

356.546FPS

7

May 26, 2026

96.61F1 Score

7

May 26, 2026

95.83F1 Score

7

May 26, 2026

BTAD 4-shot 1.0

96.8I-AUC

7

May 18, 2026

BTAD 2-shot 1.0

96.2AUC (Image-level)

7

May 18, 2026

BTAD 1-shot 1.0

95.9I-AUC

7

May 18, 2026

23.8AUC-PR

7

Apr 30, 2026

Srinivasan (external val)

Retina-aware VQGAN

80.81F1 Score

7

Apr 27, 2026

Kermany (internal val)

Retina-aware VQGAN

75.16F1 Score

7

Apr 27, 2026

Page 40 of 62

Popular datasets

MVTec AD MNIST CIFAR Gaussian mixture synthetic dataset SMAP

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