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ResearchFormerly WizWand

ECG

Benchmarks

TaskDatasetSOTA resultTrendResults

Synthetic Time Series Generation

ECG

1.68Average ELBO

48

Multivariate Time-series Forecasting

ECG (test)

0.04MAE

33

ECG

99.84Accuracy

30

Synthetic time series generation

ECG

0.08FID Score

24

Univariate Time Series Anomaly Detection

ECG UCR Archive (test)

91.8F1 Score

22

ECG (5% labels)

84.95Accuracy

19

ECG (1% labels)

85.74Accuracy

19

Knowledge-based reasoning

ECG

30.3Accuracy (%)

19

Signal Reconstruction

ECG real 1D datasets (test)

0.991Mean SSIM

15

Time Series Classification

ECG

95.33Accuracy

15

Multivariate Time Series Forecasting

ECG

0.052MAE

14

Short-term forecasting

ECG

0.053MAE

14

Time Series Classification

ECG (test)

88Accuracy

14

Multivariate Time Series Classification

ECG (test)

89.2Accuracy

13

Multivariate Time Series Classification

ECG

93Accuracy

13

Time Series Forecasting

ECG

0.708R2

12

Sex Classification

ECG (test)

0.69F1 Score

12

ECG (test)

12.83MAE

12

RR Interval Estimation

ECG (test)

76.37MAE (ms)

12

Time Series Anomaly Detection

ECG

80.9AUC-PR

12

Physiological Signal Analysis

ECG (test)

80.18Accuracy

10

Semi-supervised classification

ECG 20% labels

77.43Accuracy

9

Semi-supervised classification

ECG 10% labels

73.84Accuracy

9

Semi-supervised classification

ECG 5% labels

73.37Accuracy

9

ECG Classification

ECG

0.281-F1 Score

9