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MESA dataset and benchmarks · SOTA2 Research

Research Datasets

MESA

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

MESA Target Domain V (test)

76.1Accuracy

8

Sleep stage prediction

MESA to SOF

79.3Accuracy

8

Sleep stage prediction

MESA to SHHS (target)

83.4Accuracy

8

Sleep stage prediction

MESA Outside → (58,75] Domain Interpolation

84.7Accuracy

8

Sleep stage prediction

MESA [54,58] → (58,95] Domain Extrapolation

82.7Accuracy

8

MESA

95.9AUC

7

mesa in-distribution (test)

80Macro F1

4

four-class cardio-respiratory sleep staging

MESA

0.76Kappa_mu

4

Spearman correlation analysis with patient-reported recovery outcomes

MESA (Multi-Ethnic Study of Atherosclerosis) cohort

0.098Spearman Rho (ESS)

2

Sleep Stage Classification

MESA

81Macro F1

2

Popular tasks

Sleep stage prediction Sleep Staging Sleep Stage Classification four-class cardio-respiratory sleep staging Spearman correlation analysis with patient-reported recovery outcomes

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