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Anomaly Detection research benchmarks – Page 36 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

99.9AUROC

9

Feb 26, 2026

CIFAR100 Coarse

CLIP-ViT-L/14 (LAION-2B)

0.985AUROC

9

Feb 26, 2026

MVTec AD (test)

Reduced Student

108.1FPS

9

Feb 26, 2026

ImageNet-30 22K as OE (one vs. rest)

97.7Mean AUC

9

Feb 26, 2026

MVTec 1.0 (full)

99.8Bottle AUROC

9

Feb 26, 2026

0.803AUC-ROC

9

Feb 26, 2026

0.846AUC-ROC

9

Apr 21, 2026

0.837AUC

9

Feb 26, 2026

2.5Running Time (s)

9

Feb 26, 2026

KTH-Cellvideos 2% contamination (test)

simultaneous encoder training

89AUC

9

Feb 26, 2026

KTH-Cellvideos 0% contamination (test)

simultaneous encoder training

0.9AUC

9

Feb 26, 2026

CIFARCAR 2% contamination (test)

simultaneous encoder training

0.64AUC

9

Feb 26, 2026

CIFARCAR 0% contamination (test)

simultaneous encoder training

72AUC

9

Feb 26, 2026

SKAB All 631 (test)

0.651AUROC

8

Jul 8, 2026

WADI (Difficult)

VaDE-hard+resid(auto)

72.6AUROC

8

Jul 8, 2026

93.8AUROC

8

Jul 8, 2026

WADI 575 (test)

VaDE-hard+resid(auto)

0.803AUROC

8

Jul 8, 2026

Corn cross-domain evaluation (test)

0.919Detection AUROC

8

Jun 26, 2026

97.7AUROC

8

Jun 26, 2026

VisualAD (CLIP)

97.5Image AUROC

8

Jun 16, 2026

VisualAD (CLIP)

94.9Image AUROC

8

Jun 16, 2026

DCdetector + PAI

26VUS-PR

8

Jun 9, 2026

84.9Image AUROC

8

May 25, 2026

97.6Image AUROC

8

May 25, 2026

93.5Precision

8

May 19, 2026

Page 36 of 62

Popular datasets

MVTec AD MNIST CIFAR Gaussian mixture synthetic dataset SMAP

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