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Models/Deep RNN

Deep RNN

Reported on 15 benchmarks across 5 tasks · 1 paper · 15 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Medical9 results

ECG ClassificationonMulti-day Continuous BP Prediction
RMSE· 2017-05-12
3.73
SOTA
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks arXiv:1705.04524
ECG ClassificationonMIMIC-III
MAE for DBP [mmHg]· 2017-05-12
6.7
SOTA
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks arXiv:1705.04524
ECG ClassificationonMIMIC-III
MAE for SBP [mmHg]· 2017-05-12
8.54
SOTA
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks arXiv:1705.04524
Photoplethysmography (PPG)onMulti-day Continuous BP Prediction
RMSE· 2017-05-12
3.73
SOTA
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks arXiv:1705.04524
Photoplethysmography (PPG)onMIMIC-III
MAE for DBP [mmHg]· 2017-05-12
6.7
SOTA
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks arXiv:1705.04524
Photoplethysmography (PPG)onMIMIC-III
MAE for SBP [mmHg]· 2017-05-12
8.54
SOTA
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks arXiv:1705.04524
Blood pressure estimationonMulti-day Continuous BP Prediction
RMSE· 2017-05-12
3.73
SOTA
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks arXiv:1705.04524
Blood pressure estimationonMIMIC-III
MAE for DBP [mmHg]· 2017-05-12
6.7
SOTA
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks arXiv:1705.04524
Blood pressure estimationonMIMIC-III
MAE for SBP [mmHg]· 2017-05-12
8.54
SOTA
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks arXiv:1705.04524

Methodology6 results

Electrocardiography (ECG)onMulti-day Continuous BP Prediction
RMSE· 2017-05-12
3.73
SOTA
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks arXiv:1705.04524
Electrocardiography (ECG)onMIMIC-III
MAE for DBP [mmHg]· 2017-05-12
6.7
SOTA
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks arXiv:1705.04524
Electrocardiography (ECG)onMIMIC-III
MAE for SBP [mmHg]· 2017-05-12
8.54
SOTA
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks arXiv:1705.04524
Medical waveform analysisonMulti-day Continuous BP Prediction
RMSE· 2017-05-12
3.73
SOTA
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks arXiv:1705.04524
Medical waveform analysisonMIMIC-III
MAE for DBP [mmHg]· 2017-05-12
6.7
SOTA
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks arXiv:1705.04524
Medical waveform analysisonMIMIC-III
MAE for SBP [mmHg]· 2017-05-12
8.54
SOTA
Long-term Blood Pressure Prediction with Deep Recurrent Neural Networks arXiv:1705.04524