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Papers Benchmarks Datasets Tasks

Physionet dataset and benchmarks – Page 3 · SOTA2 Research

Research Datasets

Physionet

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Probabilistic forecasting of irregular multivariate time series

PhysioNet 2012 (test)

0.879Energy Score (multivariate)

7

Missingness Bias Reduction

PhysioNet

1.17KL Divergence

7

Sequential Data Imputation

Physionet 2012 (test)

0.743AUROC

7

Time Series Reconstruction

Physionet (test)

0.002MSE

7

Clinical Prediction

P19 PhysioNet 2019

92.1AUROC

6

2-class Motor Imagery Classification

PhysioNet (10-fold cross-validation)

81Accuracy

6

Sepsis Prediction

PhysioNet Sepsis Challenge (test)

0.895AUC

6

Atrial Fibrillation Prediction

PhysioNet 2017 (test)

94.88ROC AUC

6

Probabilistic forecasting

PhysioNet 2012

0.251CRPS

5

PhysioNet Bedside ICU Vitals 2012

73.3Sensitivity

5

Time series interpolation

PhysioNet (test)

2.361MSE (×10⁻³)

5

Motor Imagery Classification

Physionet

91Accuracy (All features)

4

In-hospital Mortality prediction (Imbalanced distribution)

PhysioNet

76.88AUC-ROC

4

In-hospital Mortality prediction (Channel Partialness)

PhysioNet

0.76AUC-ROC

4

Survival ≥ 100 prediction

PhysioNet

0.76AUC-ROC

4

In-hospital Mortality prediction

PhysioNet

76.04AUC-ROC

4

Irregular Multivariate Time Series Forecasting

PhysioNet 12-36 12

7.241Energy

4

Irregular Multivariate Time Series Forecasting

PhysioNet 24-24 12

5.267Energy

4

Irregular Multivariate Time Series Forecasting

PhysioNet 36-12 2012

3.195Energy

4

Irregular Multivariate Time Series Forecasting

PhysioNet 36-3* 2012

0.879Energy

4

Irregular Multivariate Time Series Forecasting

PhysioNet 24-24 horizon '12

-0.523njNLL

4

EEG Classification

PhysioNet

80.94Accuracy

4

Time Series Classification

PhysioNet 2017

78.86Accuracy

4

ECG Classification

PhysioNet dataset 2017

87.82Average Accuracy

4

Time-series Extrapolation

PhysioNet (test)

0.002MSE

4

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Popular tasks

Irregular Multivariate Time Series Forecasting Time Series Imputation Mortality Prediction Interpolation Irregularly Sampled Time Series Forecasting

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