MSL

Benchmarks

Task Name	Dataset Name	SOTA Result
Anomaly Detection	MSL	Precision96.24	95
Anomaly Detection	MSL	F194.08	46
Multivariate Time Series Anomaly Detection	MSL	Precision93.69	39
Time Series Anomaly Detection	MSL	F1 Score95.91	35
Anomaly Detection	MSL	F1 Score94.08	33
Time Series Anomaly Detection	MSL	VUS-ROC0.8157	32
Time-Series Anomaly Detection	MSL (test)	F1-@K22.13	24
Anomaly Detection	MSL	Precision85.51	21
Anomaly Detection	MSL	Precision92.25	20
Anomaly Detection	MSL (test)	F1 Score85.06	20
Anomaly Detection	MSL	F1 Score86.52	17
Time Series Anomaly Detection	MSL	AUC-ROC76.2	16
Anomaly Detection	MSL 44 (test)	F1 Score85.03	16
Anomaly detection	MSL (test)	Precision89.66	16
Anomaly Detection	MSL	F1-score85.03	14
Anomaly Detection	MSL	Training Time (s)3.27	11
Anomaly Detection	MSL	Precision89.54	10
Time Series Anomaly Detection	MSL	Affine Precision68.7	9
Anomaly Detection	MSL	F1PA0.9152	9
Anomaly Detection	MSL Time Series	F1 (Point Adjustment)86.52	9
Multivariate Time Series Anomaly Detection	MSL 51d	Precision92.24	8
Semantic Segmentation	MSL labeled ratio (1/4)	mIoU65.9	8
Semantic Segmentation	MSL labeled ratio (1/8)	mIoU60.9	8
Anomaly Detection	MSL	PA-F188.27	6
Importance Scoring	MSL 50% BW 20K subsample	F1 Score92.1	3

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