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Anomaly Detection research benchmarks – Page 21 · SOTA2 Research

Anomaly Detection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

UCF-Crime normal (test)

Temporal encoding-decoding network

0.5False Alarm Rate

14

Feb 26, 2026

93.3I-AUROC

13

Jul 3, 2026

92.5I-AUROC

13

Jul 3, 2026

93Instance-level AUC (Avg)

13

Jun 26, 2026

MVTec-AD 15-class

98.4I-AUC (Average)

13

Jun 26, 2026

1.1Average Time Cost (s)

13

Jun 2, 2026

1Average Time Cost

13

Jun 2, 2026

1.4Average Time Cost

13

Jun 2, 2026

98.1Precision (Pre)

13

Jun 2, 2026

Sim-Sorting by Weight

96.2Precision

13

Jun 2, 2026

Sim-Sorting by Height Advanced

92Precision

13

Jun 2, 2026

Sim-Sorting by Height Basic

94.6Precision

13

Jun 2, 2026

94.3Precision

13

Jun 2, 2026

Sim-Level Control

98.7Precision

13

Jun 2, 2026

Sim-Converge Station

99.9Precision

13

Jun 2, 2026

Real-world robotic arm

95.5Precision

13

Jun 2, 2026

HVCM dataset RFQ subsystem 1.0 (test)

91.7Accuracy

13

Jun 1, 2026

20.2AUC (Specificity 95-100%)

13

May 4, 2026

98.77Precision

13

Apr 23, 2026

Synthetic (test)

79.48Mean AUPR (Confounder)

13

Mar 24, 2026

Gridworld (test)

88.25Mechanism Mean AUPR

13

Mar 24, 2026

0.294Confounder Mean AUPR

13

Mar 24, 2026

Synthetic interaction

52.29AUROC

13

Mar 24, 2026

Synthetic newvar

0.523AUROC

13

Mar 24, 2026

Synthetic mechanism

68.51AUROC

13

Mar 24, 2026

Page 21 of 62

Popular datasets

MVTec AD MNIST CIFAR Gaussian mixture synthetic dataset SMAP

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