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Papers Benchmarks Datasets Tasks

SMD dataset and benchmarks · SOTA2 Research

Research Datasets

SMD

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Anomaly Detection

SMD

99.95F1 Score

375

Multivariate Time Series Anomaly Detection

SMD

94.8F1-score

72

Anomaly Detection

SMD

98.6F1-score

42

Time-Series Anomaly Detection

SMD

0.91VUS-ROC

27

Anomaly Detection

SMD (test)

99.87Precision

27

Time Series Anomaly Detection

SMD

0.908VUS-ROC

23

Anomaly Detection

SMD

86.5F1 Score

20

Time-series Anomaly Detection

SMD

81.1Anomaly Recall (A-R)

16

Time-Series Anomaly Detection

SMD

18.8Anomaly Precision (AUC-PR)

16

Time Series Anomaly Detection

SMD

84.7Aff-F1

16

Time Series Anomaly Detection

SMD

88.9Affine Precision

16

Anomaly Detection

SMD 28

87.58AUC

16

Anomaly Detection

SMD 43 (test)

86.89F1 Score

16

Time Series Anomaly Detection

SMD

75.97AUC

15

Piano Transcription

SMD

98.2Precision

14

MIDI Velocity Estimation

SMD

8MAE

11

Anomaly Detection

SMD

43.56Training Time per Epoch (s)

11

Anomaly Diagnosis

SMD

59.07H@100%

11

Multivariate Time Series Anomaly Detection

SMD

0.767VUS-ROC

10

Root-cause attribution

SMD (test)

57.18H@100%

10

Time Series Anomaly Detection

SMD

91AUC

9

Multivariate Time-series Anomaly Detection

SMD 3-2

0.717AUROC

9

Multivariate Time-series Anomaly Detection

SMD 2-4

90.8AUROC

9

Multivariate Time-series Anomaly Detection

SMD 2-1

78AUROC

9

Multivariate Time-series Anomaly Detection

SMD 1-8

87.2AUROC

9

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