SMD

Benchmarks

Task Name	Dataset Name	SOTA Result
Anomaly Detection	SMD	F1 Score99.95	375
Multivariate Time Series Anomaly Detection	SMD	F1-score94.8	72
Anomaly Detection	SMD	F1-score98.6	42
Time-Series Anomaly Detection	SMD	VUS-ROC0.91	27
Anomaly Detection	SMD (test)	Precision99.87	27
Time Series Anomaly Detection	SMD	VUS-ROC0.9081	23
Anomaly Detection	SMD	F1 Score86.5	20
Time-series Anomaly Detection	SMD	Anomaly Recall (A-R)81.1	16
Time-Series Anomaly Detection	SMD	Anomaly Precision (AUC-PR)18.8	16
Time Series Anomaly Detection	SMD	Aff-F184.7	16
Time Series Anomaly Detection	SMD	Affine Precision88.9	16
Anomaly Detection	SMD 28	AUC87.58	16
Anomaly Detection	SMD 43 (test)	F1 Score86.89	16
Time Series Anomaly Detection	SMD	AUC75.97	15
Piano Transcription	SMD	Precision98.2	14
MIDI Velocity Estimation	SMD	MAE8	11
Anomaly Detection	SMD	Training Time per Epoch (s)43.56	11
Anomaly Diagnosis	SMD	H@100%59.07	11
Multivariate Time Series Anomaly Detection	SMD	VUS-ROC0.7669	10
Root-cause attribution	SMD (test)	H@100%57.18	10
Time Series Anomaly Detection	SMD	AUC91	9
Multivariate Time-series Anomaly Detection	SMD 3-2	AUROC0.717	9
Multivariate Time-series Anomaly Detection	SMD 2-4	AUROC90.8	9
Multivariate Time-series Anomaly Detection	SMD 2-1	AUROC78	9
Multivariate Time-series Anomaly Detection	SMD 1-8	AUROC87.2	9

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