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Papers Benchmarks Datasets Tasks

Anomaly Detection research benchmarks – Page 55 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

3.2Params (M)

4

Feb 26, 2026

Simulation Non-prior Crossing

33.1TPR

4

Feb 26, 2026

Simulation Non-prior One-direction

54.7TPR

4

Feb 26, 2026

Simulation Prior One-direction

41.2TPR

4

Feb 26, 2026

0.634ROC Index

4

Feb 26, 2026

3D-ADAM multi-class standard

95.9Image F1-max

4

Feb 26, 2026

GoodsAD single-class

86.2Image-level AUROC

4

Feb 26, 2026

HuVAD-C CSC (test)

67.15AUC-ROC

4

Feb 26, 2026

HuVAD-C C5 (test)

62.95AUC-ROC

4

Feb 26, 2026

HuVAD-C C4 (test)

49.68AUC-ROC (%)

4

Feb 26, 2026

HuVAD-C C3 (test)

73.47AUC-ROC

4

Feb 26, 2026

HuVAD-C C2 (test)

62.88AUC-ROC

4

Feb 26, 2026

HuVAD-C C1 (test)

0.608AUC-ROC

4

Feb 26, 2026

HuVAD-C C0 (test)

58.19AUC-ROC

4

Feb 26, 2026

81.74AUPRC

4

Feb 26, 2026

42.41AUPRC

4

Feb 26, 2026

98I_AUROC

4

Feb 26, 2026

VisA and MVTec AD

0.05Inference Latency (s)

4

Feb 26, 2026

COCO-on-Places (test)

0.223mAP

4

Feb 26, 2026

CIFAR-10 Multi-class

91.2AUPRC

4

Feb 26, 2026

MNIST One-vs-all

98.9AUPRC

4

Feb 26, 2026

99.6AUPRC

4

Feb 26, 2026

0.977AUPRC

4

Feb 26, 2026

56.1AUPRC

4

Feb 26, 2026

0.925AUPRC

4

Feb 26, 2026

Page 55 of 62

Popular datasets

MVTec AD MNIST CIFAR Gaussian mixture synthetic dataset SMAP

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